diff --git a/aborist/cli.py b/aborist/cli.py index bd460bb..8702cb4 100644 --- a/aborist/cli.py +++ b/aborist/cli.py @@ -427,14 +427,14 @@ def _cmd_query(args: argparse.Namespace) -> int: # Soft-demote violation kinds that demote STRICT to HYBRID without -# rejecting the pointer outright. WARRANT_MISSING handled separately -# (its presence determines POINTER-LINKED vs ANCHOR-WARRANTED). +# rejecting the pointer outright. WARRANT_MISSING / TITLE_MISMATCH / +# DEFLECTION_DETECTED handled separately as hard demotes (their +# presence determines POINTER-LINKED vs ANCHOR-WARRANTED). _SOFT_DEMOTE_VIOLATION_KINDS = frozenset({ "LAZY_ANCHOR_DEMOTED", "POINTER_OVERFLOW_TRIMMED", "TOO_MANY_CLAIMS", "BARE_NAME_CLAIM", - "DEFLECTION_DETECTED", }) @@ -466,11 +466,21 @@ def _ladder_rung_for_lattice(audit_mode: str, violations: list[dict] | None) -> if audit_mode == "UNGROUNDED": return "UNGROUNDED" kinds = {v.get("kind") for v in (violations or [])} - # WARRANT_MISSING and TITLE_MISMATCH both indicate the citation - # is structurally misaligned with the claim — pointer resolved - # but the cited evidence (span or source) doesn't actually - # support the claim. Both drop to POINTER-LINKED. - if "WARRANT_MISSING" in kinds or "TITLE_MISMATCH" in kinds: + # Hard demotes: WARRANT_MISSING, TITLE_MISMATCH, DEFLECTION_DETECTED + # all indicate the citation is structurally misaligned with the + # claim or the answer is structurally off-topic — pointer resolved + # but the cited evidence (span, source, or whole answer) doesn't + # actually support the user's question. All three drop to + # POINTER-LINKED. (DEFLECTION_DETECTED was previously a soft demote + # to ANCHOR-WARRANTED; the comeliness/fetish/investitures emergent + # case showed that "the model totally shifted topic but anchored + # the new topic" earned ANCHOR-WARRANTED unfairly. Off-topic + # belongs at the lower rung.) + if ( + "WARRANT_MISSING" in kinds + or "TITLE_MISMATCH" in kinds + or "DEFLECTION_DETECTED" in kinds + ): rung = "POINTER-LINKED" elif kinds & _SOFT_DEMOTE_VIOLATION_KINDS: rung = "ANCHOR-WARRANTED" diff --git a/aborist/qa/verify.py b/aborist/qa/verify.py index 4a7fe67..913ad03 100644 --- a/aborist/qa/verify.py +++ b/aborist/qa/verify.py @@ -1478,6 +1478,25 @@ def verify_claim_lattice( }) if title_mismatch_claims and audit_mode == "STRICT": audit_mode = "HYBRID" + # Tightening (2026-05-02 emergent-log finding): when EVERY resolving + # claim has TITLE_MISMATCH, the substrate has zero structural + # grounding for the user's question — every cited source is + # title-irrelevant. The cashback case ("widescreens offer cashback" + # cited to a generic Coupon article) had n_verified=1 but the + # citation was meaningless; HYBRID overclaimed. Demote to + # UNGROUNDED so the four-rung ladder maps it to UNGROUNDED, not + # POINTER-LINKED-PARTIAL. + n_resolving = sum( + 1 + for cs in claim_statuses + if cs.get("status") in ("EVIDENCE_LINKED", "EVIDENCE_LINKED_PARTIAL") + ) + if ( + title_mismatch_claims + and n_resolving > 0 + and len(title_mismatch_claims) == n_resolving + ): + audit_mode = "UNGROUNDED" # Deflection check (soft demote, promoted from sidecar 2026-05-02). # When the question's subject anchor is missing from the answer, @@ -1906,6 +1925,21 @@ def verify_claim_lattice_json( }) if title_mismatch_claims and audit_mode == "STRICT": audit_mode = "HYBRID" + # Tightening (2026-05-02): mirrors the pointer-variant promotion. + # When EVERY resolving claim has TITLE_MISMATCH, demote to + # UNGROUNDED — the substrate has zero structural grounding for + # the user's question. See verify_claim_lattice for full rationale. + n_resolving = sum( + 1 + for cs in claim_statuses + if cs.get("status") in ("EVIDENCE_LINKED", "EVIDENCE_LINKED_PARTIAL") + ) + if ( + title_mismatch_claims + and n_resolving > 0 + and len(title_mismatch_claims) == n_resolving + ): + audit_mode = "UNGROUNDED" # Deflection check (parallel to pointer-variant promotion). deflection_detected = False diff --git a/bench/emergent_log.jsonl b/bench/emergent_log.jsonl index bcd9fc3..3ad0ec0 100644 --- a/bench/emergent_log.jsonl +++ b/bench/emergent_log.jsonl @@ -1,2 +1,37 @@ {"ts": 1777740048, "iso_ts": "2026-05-02T16:40:48Z", "words": ["brainier", "Goldman", "jealously"], "question": "Could the remarkable intellect of a brainier individual, possibly even surpassing that of the renowned investment banker Goldman, inadvertently lead to feelings of jealously among those who have not yet achieved such academic and professional heights?", "question_gen_seconds": 1.01, "answer": "{\"claims\":[{\"text\":\"A brainier individual surpassing the intellect of a renowned investment banker like Goldman could potentially lead to feelings of jealousy among those who have not yet achieved similar academic and professional heights.\",\"evidence_ids\":[\"E1\",\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Virtue jurisprudence", "uri": "https://en.wikipedia.org/wiki/Virtue_jurisprudence", "used": false}, {"title": "Dirty War", "uri": "https://en.wikipedia.org/wiki/Dirty_War", "used": false}, {"title": "Salvation", "uri": "https://en.wikipedia.org/wiki/Salvation", "used": false}, {"title": "The Lord of the Rings film trilogy", "uri": "https://en.wikipedia.org/wiki/The_Lord_of_the_Rings_film_trilogy", "used": false}, {"title": "Central Philippine University", "uri": "https://en.wikipedia.org/wiki/Central_Philippine_University", "used": false}, {"title": "Koreans in Japan", "uri": "https://en.wikipedia.org/wiki/Koreans_in_Japan", "used": false}, {"title": "Korean Buddhist sculpture", "uri": "https://en.wikipedia.org/wiki/Korean_Buddhist_sculpture", "used": false}, {"title": "Jihad", "uri": "https://en.wikipedia.org/wiki/Jihad", "used": false}], "cache_key": "31860906e6424914f2f98dc515b189c42d4dce8e140245e691c281e73f09b707", "answer_mode": "claim_lattice", "answer_seconds": 25.13, "total_seconds": 26.14, "student_error": null, "teacher": null} {"ts": 1777740074, "iso_ts": "2026-05-02T16:41:14Z", "words": ["hastes", "freelanced", "coincident"], "question": "How do these three seemingly unrelated concepts - hastes, freelanced, and coincident - unexpectedly intertwine in the context of a time-crunched artist rushing to complete a project, resulting in a unique and unanticipated outcome?", "question_gen_seconds": 0.71, "answer": "{\"claims\":[{\"text\":\"In a time-crunched artist rushing to complete a project, hastes can lead to freelanced, coincident elements unexpectedly intertwining, resulting in a unique and unanticipated outcome.\",\"evidence_ids\":[\"E1\",\"E2\",\"E3\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "Time reversibility", "uri": "https://en.wikipedia.org/wiki/Time_reversibility", "used": false}, {"title": "Wall clock time", "uri": "https://en.wikipedia.org/wiki/Wall_clock_time", "used": false}, {"title": "Ordinary least squares", "uri": "https://en.wikipedia.org/wiki/Ordinary_least_squares", "used": false}, {"title": "Bernheim Arboretum and Research Forest", "uri": "https://en.wikipedia.org/wiki/Bernheim_Arboretum_and_Research_Forest", "used": false}, {"title": "Dirac large numbers hypothesis", "uri": "https://en.wikipedia.org/wiki/Dirac_large_numbers_hypothesis", "used": false}, {"title": "1000000000 (number)", "uri": "https://en.wikipedia.org/wiki/1000000000_(number)", "used": false}, {"title": "José Antonio Conde", "uri": "https://en.wikipedia.org/wiki/José_Antonio_Conde", "used": false}, {"title": "L'étoile (opera)", "uri": "https://en.wikipedia.org/wiki/L'étoile_(opera)", "used": false}], "cache_key": "3aca45f06eea324602f28f120e6ca353c49107082e28c4392e85904c8ef735b8", "answer_mode": "claim_lattice", "answer_seconds": 13.51, "total_seconds": 14.23, "student_error": null, "teacher": null} +{"ts": 1777740247, "iso_ts": "2026-05-02T16:44:07Z", "words": ["trifle", "sterilizers", "Menkar"], "question": "How does the use of sterilizers in a hospital setting, as insignificant as a trifle, influence the apparent brightness of the star Menkar in the night sky?", "question_gen_seconds": 1.85, "answer": "- The use of sterilizers in a hospital setting has no direct influence on the apparent brightness of the star Menkar in the night sky.\n [E1 | Airglow | 9c577e95: \"Airglow (also called nightglow) is the very weak emission of light by a planetary atmosphere. In the case of Earth's atmosphere, this phenomenon causes the night sky to never be completely dark (even after the effects of starlight and diffused sunlight from the far side are removed). ==Development== The airglow phenomenon was first identified in 1868 by Swedish scientist Anders Ångström....\"]\n [E2 | Airglow | 3c9dd315: \"...At V band, the emission from airglow is V = 22 per square arcsecond at a high-altitude observatory on a moonless night; in excellent seeing conditions, the image of a star will be about 0.7 arc-seconds across with an area of 0.4 square arc-seconds, and so the emission from airglow over the area of the image corresponds to about V = 23....\"]\n [E3 | Iron sight | f15c431b: \"...bead works best. Fiber optic sights are becoming popular for shotguns, as they greatly increase the brightness of the bead by collecting light and directing it to the shooter's eye. Since the \"rear sight\" in the case of a shotgun is the shooter's eye position, adjusting the \"sights\" on a shotgun consists primarily of adjusting the stock to fit the shooter as well as possible. Bead sights are...\"]\n [E4 | Iron sight | bc5c021d: \"...accurate for longer range precision type shooting. The dot on the front sight is aligned or set directly above the vertical bar on the rear sight, commonly referred to as \"dotting the 'I'\". *Gold bead: Preferred by many competitors in IPSC and IDPA shooting. *Night sights: On Tactical firearms, the contrast enhancements can consist of trasers containing tritium gas, which emit a dim light due to...\"]\n [E5 | Organizational communication | b28e0571: \"central dot in the \"Star\" handles all messages in the group. In contrast, individuals who occupy stations at the edges of the pattern handle fewer messages and have little or no control over the flow of information.These \"peripheral\" individuals can communicate with only one or two other persons and must depend entirely on others to relay their messages if they wish to extend their range....\"]\n [E7 | Photometry (astronomy) | fb796bf2: \"In general, accurate photometry is more difficult when the apparent brightness of the object is fainter. To perform differential photometry one must correct measurements for temporal changes in the sensitivity of the instrument as well as changes in the atmospheric extinction through which the object is observed (when observing from the ground)....\"]\n [E8 | Photometry (astronomy) | 65bf2f5d: \"...are compiled into a light curve of the object. Relative photometry is the measurement of the apparent brightnesses of multiple objects relative to each other. Absolute photometry is the measurement of the apparent brightness of an object on a standard photometric system, these measurements can be compared with other absolute photometric measurements obtained with different telescopes/instruments....\"]\n [E9 | Solar constant | 50ace4b6: \"...last century,\" but that \"over the past 20 years, all the trends in the Sun that could have had an influence on the Earth’s climate have been in the opposite direction to that required to explain the observed rise in global mean temperatures.\" A paper by Benestad and Schmidt concludes that \"the most likely contribution from solar forcing a global warming is 7 ± 1% for the 20th century\"]\n [E11 | Messier 29 | b04fdc7c: \"...According to the Sky Catalog 2000, M29 is included in the Cygnus OB1 association, and approaching us at 28 km/sec. Its age is estimated at 10 million years, as its five hottest stars are all giants of spectral class B0. The Night Sky Observer's Guide gives the apparent brightness of the brightest star as 8.59 visual magnitudes....\"]\n [E13 | Filling-in | f67dfe24: \"...Since the adapted region is actively filled-in with background colour or texture, the phenomenon cannot be fully explained by local processes such as adaptation. There is general agreement that edges play a central role in determining the apparent colour and lightness of surfaces through similar filling-in mechanisms. However, the way in which their influence is performed is still unclear....\"]\n [E15 | Lenticular lens | a1132a01: \"...In this case, the purpose of the lenses is to focus more of the light into a horizontal beam and allow less of the light to escape above and below the plane of the viewer. In this way, the apparent brightness of the image is increased. Ordinary front-projection screens can also be described as lenticular....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 16, "n_verified": 11, "violation_kinds": ["CITATION_MISMATCH", "TITLE_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "Airglow", "uri": "https://en.wikipedia.org/wiki/Airglow", "used": true}, {"title": "Iron sight", "uri": "https://en.wikipedia.org/wiki/Iron_sight", "used": true}, {"title": "Organizational communication", "uri": "https://en.wikipedia.org/wiki/Organizational_communication", "used": true}, {"title": "Photometry (astronomy)", "uri": "https://en.wikipedia.org/wiki/Photometry_(astronomy)", "used": true}, {"title": "Solar constant", "uri": "https://en.wikipedia.org/wiki/Solar_constant", "used": true}, {"title": "Messier 29", "uri": "https://en.wikipedia.org/wiki/Messier_29", "used": true}, {"title": "Filling-in", "uri": "https://en.wikipedia.org/wiki/Filling-in", "used": true}, {"title": "Lenticular lens", "uri": "https://en.wikipedia.org/wiki/Lenticular_lens", "used": true}], "cache_key": "a0b9d2506e77e4f3b5e80eba98a9896d913faf6af2666d33c9cd834744841d65", "answer_mode": "claim_lattice", "answer_seconds": 17.03, "total_seconds": 18.88, "student_error": null, "teacher": {"quality": "✅ working as designed", "verdict": "honest 'no-relationship' with grounded citations", "failure_class": null, "recommendation": "no change — this IS the desired shape for impossible-triangulation questions", "notes": "Subject-anchor refusal fired correctly. The model declined to fabricate a connection between sterilizers / trifle / Menkar. Multi-source citations cluster around airglow + photometry (tangentially relevant astronomy). HYBRID 11/16 is the right label: some claims grounded in physics-vocabulary spans, explicit 'no direct influence' statement, but TITLE_MISMATCH + TOO_MANY_EVIDENCE_IDS surface honest structural noise.", "reviewed_at": "2026-05-02", "reviewer": "claude-opus-4-7 + fox"}} +{"ts": 1777740266, "iso_ts": "2026-05-02T16:44:26Z", "words": ["pussy", "showrooms", "alarming"], "question": "How could the presence of alarming cat incidents in car showrooms potentially jeopardize the safety reputation of these establishments, if not properly managed?", "question_gen_seconds": 0.49, "answer": "{\"claims\":[{\"text\":\"The presence of alarming cat incidents in car showrooms could potentially jeopardize the safety reputation of these establishments if not properly managed, as it may lead to customer concerns about their personal safety and the security of their vehicles while visiting the showrooms.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "In-situ capping of subaqueous waste", "uri": "https://en.wikipedia.org/wiki/In-situ_capping_of_subaqueous_waste", "used": false}, {"title": "Ship pollution", "uri": "https://en.wikipedia.org/wiki/Ship_pollution", "used": false}, {"title": "Groundwater remediation", "uri": "https://en.wikipedia.org/wiki/Groundwater_remediation", "used": false}, {"title": "Indicator organism", "uri": "https://en.wikipedia.org/wiki/Indicator_organism", "used": false}, {"title": "Louis S. Tisa", "uri": "https://en.wikipedia.org/wiki/Louis_S._Tisa", "used": false}], "cache_key": "0c2a36b425603d42dbe13eea02d53467248fd9dfc15e06cf253e33a3832e443f", "answer_mode": "claim_lattice", "answer_seconds": 22.64, "total_seconds": 23.13, "student_error": null, "teacher": null} +{"ts": 1777740289, "iso_ts": "2026-05-02T16:44:49Z", "words": ["mestizos", "shortcomings", "Shrek"], "question": "How might the fictional green ogre Shrek, known for his flaws and imperfections, relate to the real-world challenges faced by mestizos, individuals of mixed heritage who often grapple with their own unique shortcomings in a society that values uniformity?", "question_gen_seconds": 0.76, "answer": "{\"claims\":[{\"text\":\"Shrek, a fictional green ogre with flaws and imperfections, can serve as a relatable role model for mestizos, who often face challenges in a society that values uniformity.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Business simulation", "uri": "https://en.wikipedia.org/wiki/Business_simulation", "used": false}, {"title": "Data model", "uri": "https://en.wikipedia.org/wiki/Data_model", "used": false}, {"title": "Great Britain Historical GIS", "uri": "https://en.wikipedia.org/wiki/Great_Britain_Historical_GIS", "used": false}, {"title": "Data modeling", "uri": "https://en.wikipedia.org/wiki/Data_modeling", "used": false}, {"title": "Semantic data model", "uri": "https://en.wikipedia.org/wiki/Semantic_data_model", "used": false}, {"title": "Formal science", "uri": "https://en.wikipedia.org/wiki/Formal_science", "used": false}, {"title": "Heather B. Gardner", "uri": "https://en.wikipedia.org/wiki/Heather_B._Gardner", "used": false}, {"title": "Stephen Howarth", "uri": "https://en.wikipedia.org/wiki/Stephen_Howarth", "used": false}], "cache_key": "fb17c75e665a0f719ea479fa150b788f035840803d763ac2e631dc6de34a7288", "answer_mode": "claim_lattice", "answer_seconds": 19.12, "total_seconds": 19.89, "student_error": null, "teacher": null} +{"ts": 1777740309, "iso_ts": "2026-05-02T16:45:09Z", "words": ["kibosh", "harks", "malformation"], "question": "How does the act of harking back to ancient practices potentially put a kibosh on any progress in addressing congenital malformations, and what role does this play in shaping the future of medicine?", "question_gen_seconds": 0.65, "answer": "{\"claims\":[{\"text\":\"Harkening back to ancient practices can potentially hinder progress in addressing congenital malformations by limiting access to modern medical advancements and evidence-based treatments.\",\"evidence_ids\":[\"E1\",\"E2\"]},{\"text\":\"Emphasizing ancient practices over modern medicine can shape the future of medicine by stifling innovation and research into new treatments for congenital malformations.\",\"evidence_ids\":[\"E3\",\"E4\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 4, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Iran – United States relations", "uri": "https://en.wikipedia.org/wiki/Iran_–_United_States_relations", "used": false}, {"title": "Frostburg State University", "uri": "https://en.wikipedia.org/wiki/Frostburg_State_University", "used": false}, {"title": "Organizational communication", "uri": "https://en.wikipedia.org/wiki/Organizational_communication", "used": false}, {"title": "World Economic Forum", "uri": "https://en.wikipedia.org/wiki/World_Economic_Forum", "used": false}, {"title": "World Federation of United Nations Associations", "uri": "https://en.wikipedia.org/wiki/World_Federation_of_United_Nations_Associations", "used": false}, {"title": "Camille Saint-Saëns", "uri": "https://en.wikipedia.org/wiki/Camille_Saint-Saëns", "used": false}, {"title": "Tharwa Foundation", "uri": "https://en.wikipedia.org/wiki/Tharwa_Foundation", "used": false}, {"title": "Maggie Brooks", "uri": "https://en.wikipedia.org/wiki/Maggie_Brooks", "used": false}], "cache_key": "83fd60aded7b5cb631527cc254ea7cf5f7cb0c445f979936785a550ddd338833", "answer_mode": "claim_lattice", "answer_seconds": 20.53, "total_seconds": 21.18, "student_error": null, "teacher": null} +{"ts": 1777740331, "iso_ts": "2026-05-02T16:45:31Z", "words": ["readings", "unravelling", "stirrup"], "question": "How do readings of historical texts contribute to the unravelling of the invention and evolution of stirrups, and what impact have these findings had on our understanding of medieval warfare and equestrian culture?", "question_gen_seconds": 0.65, "answer": "{\"claims\":[{\"text\":\"Readings of historical texts have contributed to the unravelling of the invention and evolution of stirrups by providing direct evidence of their existence and use in various time periods. This evidence allows historians to trace the development of stirrups and understand their role in medieval warfare and equestrian culture.\",\"evidence_ids\":[\"E1\",\"E2\",\"E3\"]},{\"text\":\"The findings from historical texts have had a significant impact on our understanding of medieval warfare and equestrian culture. By studying the development of stirrups, historians can better comprehend how they improved the stability and effectiveness of mounted soldiers, leading to changes in military tactics and strategies.\",\"evidence_ids\":[\"E4\",\"E5\",\"E6\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 6, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "Royal Medal", "uri": "https://en.wikipedia.org/wiki/Royal_Medal", "used": false}, {"title": "Melbourne Shuffle", "uri": "https://en.wikipedia.org/wiki/Melbourne_Shuffle", "used": false}, {"title": "Blackwater Baghdad shootings", "uri": "https://en.wikipedia.org/wiki/Blackwater_Baghdad_shootings", "used": false}, {"title": "Carlos Zambrano", "uri": "https://en.wikipedia.org/wiki/Carlos_Zambrano", "used": false}, {"title": "Virgil Tibbs", "uri": "https://en.wikipedia.org/wiki/Virgil_Tibbs", "used": false}, {"title": "Thomas Sergeant Hall", "uri": "https://en.wikipedia.org/wiki/Thomas_Sergeant_Hall", "used": false}, {"title": "Ricardo M. Urbina", "uri": "https://en.wikipedia.org/wiki/Ricardo_M._Urbina", "used": false}, {"title": "Windswept House: A Vatican Novel", "uri": "https://en.wikipedia.org/wiki/Windswept_House:_A_Vatican_Novel", "used": false}], "cache_key": "c5d0702b562264067e9a79a3ddc9b223c43f566a0abc6a529dc0872efe227e05", "answer_mode": "claim_lattice", "answer_seconds": 24.99, "total_seconds": 25.64, "student_error": null, "teacher": null} +{"ts": 1777740356, "iso_ts": "2026-05-02T16:45:56Z", "words": ["Doric", "dumbness", "scribbler"], "question": "How can a scribbler, engrossed in the ancient Doric art of writing, possibly maintain dumbness when the creative urge overtakes them and the pen flows ceaselessly across the page?", "question_gen_seconds": 0.66, "answer": "{\"claims\":[{\"text\":\"The creative urge can cause a writer to ceaselessly flow pen across the page, making it difficult to maintain dumbness.\",\"evidence_ids\":[\"E1\",\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Obey (Brainbombs album)", "uri": "https://en.wikipedia.org/wiki/Obey_(Brainbombs_album)", "used": false}, {"title": "Cheap (EP)", "uri": "https://en.wikipedia.org/wiki/Cheap_(EP)", "used": false}, {"title": "Brainbombs (2007 album)", "uri": "https://en.wikipedia.org/wiki/Brainbombs_(2007_album)", "used": false}, {"title": "Genius and Brutality...Taste and Power", "uri": "https://en.wikipedia.org/wiki/Genius_and_Brutality...Taste_and_Power", "used": false}, {"title": "Fucking Mess", "uri": "https://en.wikipedia.org/wiki/Fucking_Mess", "used": false}], "cache_key": "224c188cea8257a2403097a88ff6258f14a1e7d38e5c2ec1b039e729d26e1e68", "answer_mode": "claim_lattice", "answer_seconds": 7.06, "total_seconds": 7.71, "student_error": null, "teacher": null} +{"ts": 1777740364, "iso_ts": "2026-05-02T16:46:04Z", "words": ["swallowtail", "upbraided", "rockiest"], "question": "How can a swallowtail butterfly, gracefully fluttering amidst the rockiest terrain, remain undeterred by the upbraiding winds that seem to challenge its delicate wings, and instead continue to thrive in such an unforgiving environment?", "question_gen_seconds": 0.75, "answer": "- The Macleay's Swallowtail butterfly is found in Eastern Australia including the ACT, New South Wales, Queensland, Victoria and Tasmania, and is the only swallowtail found in Tasmania. It has also been found on Lord Howe Island and Norfolk Island, but not since 1893. The habitat of the species includes urban areas, forests, woodlands and heath.\n [E1 | Macleay's Swallowtail | 7dbd1024: \"...It is found in Eastern Australia including the ACT, New South Wales, Queensland, Victoria and Tasmania. It is the only swallowtail found in Tasmania. The species has also been found on Lord Howe Island and Norfolk Island, but not since 1893....\"]\n- The Common Lime Butterfly, Papilio demoleus, is a common and widespread Swallowtail butterfly. It gets its name from its host plants which are usually citrus species such as the lime. Unlike most swallowtail butterflies it does not have a prominent tail. Other names for the butterfly include the Lemon Butterfly, the Small Citrus Butterfly, the Chequered Swallowtail and the Dingy Swallowtail.\n [E4 | Papilio demoleus | 6c5c1d61: \"The Common Lime Butterfly, Papilio demoleus, is a common and widespread Swallowtail butterfly. It gets its name from its host plants which are usually citrus species such as the lime. Unlike most swallowtail butterflies it does not have a prominent tail....\"]\n- The Homerus swallowtail, Papilio homerus, is the largest swallowtail butterfly in the Western Hemisphere and the largest species in the genus Papilio with an average wingspan of about (the African giant swallowtail has a larger wingspan, but this is mainly due to its elongated forewings). The Homerus swallowtail belongs to the swallowtail family (tribus: Papilionini) and is often placed in the subgenus Pterourus, considered a full genus by some authors. It is found only in forests in Jamaica and is under significant pressure from habitat loss and potentially also from collecting.\n [E5 | Papilio homerus | 8263a24b: \"...The Homerus swallowtail belongs to the swallowtail family (tribus: Papilionini) and is often placed in the subgenus Pterourus, considered a full genus by some authors. It is found only in forests in Jamaica and is under significant pressure from habitat loss and potentially also from collecting....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 3, "violation_kinds": ["DEFLECTION_DETECTED"], "sources": [{"title": "Macleay's Swallowtail", "uri": "https://en.wikipedia.org/wiki/Macleay's_Swallowtail", "used": true}, {"title": "Papilio demoleus", "uri": "https://en.wikipedia.org/wiki/Papilio_demoleus", "used": true}, {"title": "Papilio homerus", "uri": "https://en.wikipedia.org/wiki/Papilio_homerus", "used": true}, {"title": "Atrophaneura dasarada", "uri": "https://en.wikipedia.org/wiki/Atrophaneura_dasarada", "used": false}, {"title": "Discontinuous gas exchange", "uri": "https://en.wikipedia.org/wiki/Discontinuous_gas_exchange", "used": false}], "cache_key": "3cc8648de391738730b789e1210cf9cca0037f32d8305a965fa9df110683a7c8", "answer_mode": "claim_lattice", "answer_seconds": 14.71, "total_seconds": 15.46, "student_error": null, "teacher": {"quality": "🟡 metaphor → literal substitution", "verdict": "warrant passed because the literal anchor IS in cited spans", "failure_class": "METAPHORICAL_DEFLECTION", "recommendation": "document — structural fix is hard. Detecting metaphor vs. literal requires semantic understanding the lexical verifier cannot do. Smell-sidecar candidate: 'question mentions abstract modifier (metaphorical wind, rockiest terrain) AND answer describes literal taxonomic facts about the noun' → flag for human review.", "notes": "Question framed swallowtail metaphorically (a butterfly amidst rockiest terrain undeterred by upbraiding winds — a poetic weather/resilience framing). Model traded the metaphor for literal Macleay's Swallowtail facts. The cited spans about Macleay's Swallowtail genuinely contain 'swallowtail'; warrant fires because the anchor IS present even though the meaning shifted. DEFLECTION_DETECTED was the right call here.", "reviewed_at": "2026-05-02", "reviewer": "claude-opus-4-7 + fox"}} +{"ts": 1777740380, "iso_ts": "2026-05-02T16:46:20Z", "words": ["Korans", "preordain", "bespeaks"], "question": "How can the act of preordaining events be connected to the concept of Korans, and more specifically, how does the word \"bespeaks\" relate to both preordaining and Korans in a way that seems to suggest a deeper understanding or revelation about one's destiny?", "question_gen_seconds": 0.89, "answer": "{\"claims\":[{\"text\":\"The word 'bespeaks' suggests a deeper understanding or revelation about one's destiny when connected to the concept of preordaining events and Korans, as it implies that the Koran contains prophetic messages that reveal what is fated to happen, guiding the reader towards their predetermined path in life.\",\"evidence_ids\":[\"E1\",\"E2\",\"E3\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "American way", "uri": "https://en.wikipedia.org/wiki/American_way", "used": false}, {"title": "Immaculate Conception", "uri": "https://en.wikipedia.org/wiki/Immaculate_Conception", "used": false}, {"title": "Apostasy in Christianity", "uri": "https://en.wikipedia.org/wiki/Apostasy_in_Christianity", "used": false}, {"title": "Reciprocity (social and political philosophy)", "uri": "https://en.wikipedia.org/wiki/Reciprocity_(social_and_political_philosophy)", "used": false}, {"title": "Strong AI", "uri": "https://en.wikipedia.org/wiki/Strong_AI", "used": false}, {"title": "Prince of Persia", "uri": "https://en.wikipedia.org/wiki/Prince_of_Persia", "used": false}, {"title": "Tzimtzum", "uri": "https://en.wikipedia.org/wiki/Tzimtzum", "used": false}, {"title": "Implementation Maturity Model Assessment", "uri": "https://en.wikipedia.org/wiki/Implementation_Maturity_Model_Assessment", "used": false}], "cache_key": "5592b31f61c79433dcb41a1035b40f27cf74fc039c739c949e99514468dbcec0", "answer_mode": "claim_lattice", "answer_seconds": 21.51, "total_seconds": 22.39, "student_error": null, "teacher": null} +{"ts": 1777740402, "iso_ts": "2026-05-02T16:46:42Z", "words": ["widescreens", "cashback", "within"], "question": "How do widescreen televisions offer cashback deals within a limited time frame to encourage consumers to purchase?", "question_gen_seconds": 0.41, "answer": "- Widescreen televisions offer cashback deals within a limited time frame to encourage consumers to purchase.\n [E1 | Coupon | 635887c4: \"...Internet coupons typically provide for reduced cost or free shipping, a specific dollar or percentage discount, or some other offer to encourage consumers to purchase specific products or to purchase from specific retailers. ==Grocery coupons and welfare coupons== The grocery coupons have the advantage of being usable with most retailers and not with only one brand or store....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 1, "violation_kinds": ["TITLE_MISMATCH"], "sources": [{"title": "Coupon", "uri": "https://en.wikipedia.org/wiki/Coupon", "used": true}, {"title": "Energy policy of the European Union", "uri": "https://en.wikipedia.org/wiki/Energy_policy_of_the_European_Union", "used": false}, {"title": "The Meatrix", "uri": "https://en.wikipedia.org/wiki/The_Meatrix", "used": false}], "cache_key": "3074cc27fffda76f38a736adfaacaafdfcf7b042a63fd27b31c18b9ece77eb71", "answer_mode": "claim_lattice", "answer_seconds": 11.97, "total_seconds": 12.38, "student_error": null, "teacher": {"quality": "🔴 real defect — warrant gap on inferential claims", "verdict": "model affirms an inferential premise grounded in only the most generic concept", "failure_class": "GENERIC_GROUND_OVER_SPECIFIC_CLAIM", "recommendation": "Tightened verifier (landed 2026-05-02): when EVERY resolving claim has TITLE_MISMATCH, demote audit_mode → UNGROUNDED. The cashback case had n_verified=1 but the citation was meaningless (Coupon article cited for 'widescreens offer cashback'); previously HYBRID, now UNGROUNDED. Re-running this entry post-fix should land at UNGROUNDED with TITLE_MISMATCH violation.", "notes": "The Coupon article doesn't say widescreen TVs do cashback; it describes coupons in general. The model affirmed an inferential X-and-Y claim ('widescreens offer cashback') by stretching a single source that mentioned only Y in general. Citation-coverage passed on 'cashback' overlap; TITLE_MISMATCH fired but only demoted to HYBRID under the prior rule. Tightened: all-claims TITLE_MISMATCH → UNGROUNDED.", "reviewed_at": "2026-05-02", "reviewer": "claude-opus-4-7 + fox"}} +{"ts": 1777740415, "iso_ts": "2026-05-02T16:46:55Z", "words": ["comeliness", "fetish", "investitures"], "question": "How can one differentiate between an authentic appreciation for someone's comeliness and an unhealthy fetish, particularly when investitures like awards or titles might be given to those with either characteristic?", "question_gen_seconds": 0.56, "answer": "- A prequel to Only Fools and Horses, Rock & Chips, explored the early life of characters Del Boy and Rodney Trotter, as well as their mother Joan, who had passed away 17 years before the original series.\n [E3 | Rock & Chips | 80c1478c: \"...(Jonathan Readwin). ==Production== Writer John Sullivan had the idea for a prequel to the sitcom Only Fools and Horses in 1997; its commission was announced in 2003 and the premise for the series was established in the final Only Fools and Horses episode \"Sleepless in Peckham\" in 2003, where a photograph from 1960 of the Jolly Boys' Outing included Freddie Robdall, who bore a remarkable likeness...\"]\n- In the prequel Rock & Chips, Del Boy's mother Joan was portrayed as the most important person in the Trotter family's flat, even though she had passed away before the original series began.\n [E3 | Rock & Chips | 80c1478c: \"...although the production had yet to be commissioned. On 3 July 2009, the BBC announced that the prequel had been commissioned as a 90 minute comedy drama, titled Sex, Drugs & Rock 'n' Chips, to be co-produced by the BBC and Sullivan's production company, Shazam Productions. Originally scheduled for August, filming began in October 2009 in London, lasting 19 days. Nicholas Lyndhurst, who played...\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 2, "violation_kinds": ["CITATION_MISMATCH", "DEFLECTION_DETECTED"], "sources": [{"title": "Tripartite System", "uri": "https://en.wikipedia.org/wiki/Tripartite_System", "used": false}, {"title": "Rock & Chips", "uri": "https://en.wikipedia.org/wiki/Rock_&_Chips", "used": true}, {"title": "Consultant (medicine)", "uri": "https://en.wikipedia.org/wiki/Consultant_(medicine)", "used": false}], "cache_key": "55614f907418c6d8a193c81c2d06c69e3c53bd57e673784f14e1bd309b90b167", "answer_mode": "claim_lattice", "answer_seconds": 17.57, "total_seconds": 18.13, "student_error": null, "teacher": {"quality": "🔴 real defect — total topic shift earned ANCHOR-WARRANTED unfairly", "verdict": "complete topic shift to 'Rock & Chips'; deflection sidecar fired but the ladder rung overclaimed", "failure_class": "TOPIC_SHIFT_TO_PROPER_NOUN", "recommendation": "Tightened renderer (landed 2026-05-02): DEFLECTION_DETECTED promoted from soft-demote (ANCHOR-WARRANTED cap) to hard-demote (POINTER-LINKED cap). Off-topic answers now drop to the lowest rung above UNGROUNDED. The verifier still records HYBRID 2/3 (the 2 Rock & Chips claims DID verify against the Rock & Chips chunk) but the human-facing label is honest about the topic shift.", "notes": "Question asked about distinguishing comeliness from fetish and the role of investitures — the model latched onto the one proper noun in retrieved sources (Rock & Chips, an Only Fools and Horses prequel) and ran with it. CITATION_MISMATCH + DEFLECTION_DETECTED both fired, but pre-fix the renderer showed ANCHOR-WARRANTED-PARTIAL because DEFLECTION was a soft demote. Post-fix it shows POINTER-LINKED-PARTIAL.", "reviewed_at": "2026-05-02", "reviewer": "claude-opus-4-7 + fox"}} +{"ts": 1777742484, "iso_ts": "2026-05-02T17:21:24Z", "words": ["brawnier", "outbalanced", "sycamore"], "question": "How does the brawnier body of a sycamore tree outbalance the delicate interplay between its sturdy trunk and sprawling branches, ultimately contributing to its remarkable strength and resilience?", "question_gen_seconds": 0.99, "answer": "{\"claims\":[{\"text\":\"The brawnier body of a sycamore tree outbalances the delicate interplay between its sturdy trunk and sprawling branches by distributing its weight and strength throughout its extensive root system, allowing it to maintain stability and resist wind and other forces.\", \"evidence_ids\":[\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Alpha motor neuron", "uri": "https://en.wikipedia.org/wiki/Alpha_motor_neuron", "used": false}, {"title": "Anterior ethmoidal nerve", "uri": "https://en.wikipedia.org/wiki/Anterior_ethmoidal_nerve", "used": false}, {"title": "Lesser petrosal nerve", "uri": "https://en.wikipedia.org/wiki/Lesser_petrosal_nerve", "used": false}, {"title": "Pharyngeal plexus of vagus nerve", "uri": "https://en.wikipedia.org/wiki/Pharyngeal_plexus_of_vagus_nerve", "used": false}, {"title": "Corticobulbar tract", "uri": "https://en.wikipedia.org/wiki/Corticobulbar_tract", "used": false}], "cache_key": "ec536627af56b195083fb63eec9f2eeb14d32a9bd46fb6598964b2612adb1c33", "answer_mode": "claim_lattice", "answer_seconds": 16.55, "total_seconds": 17.55, "student_error": null, "teacher": null} +{"ts": 1777742502, "iso_ts": "2026-05-02T17:21:42Z", "words": ["Brunelleschi", "asinine", "erring"], "question": "How did Filippo Brunelleschi, the renowned Italian architect and artist, manage to persist through erring and asinine criticism to ultimately revolutionize architecture and art during the Renaissance?", "question_gen_seconds": 0.57, "answer": "{\"claims\":[{\"text\":\"Filippo Brunelleschi was criticized for his innovative architectural designs and techniques during the Renaissance.\",\"evidence_ids\":[\"E1\"]},{\"text\":\"Despite facing criticism and setbacks, Brunelleschi persevered and made significant contributions to the development of Renaissance architecture and art.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Allucius", "uri": "https://en.wikipedia.org/wiki/Allucius", "used": false}], "cache_key": "36bdee7878bc09b8427c78c3a195e127703d9ef2c8418407e082799acd58ceac", "answer_mode": "claim_lattice", "answer_seconds": 27.02, "total_seconds": 27.59, "student_error": null, "teacher": null} +{"ts": 1777742530, "iso_ts": "2026-05-02T17:22:10Z", "words": ["rivulet", "retardation", "scenario"], "question": "Could a rivulet, in a scenario where water flow is steadily impeded by some form of retardation, be an effective metaphor for a broader system where progress is similarly slowed by obstacles?", "question_gen_seconds": 0.69, "answer": "- A rivulet, in a scenario where water flow is steadily impeded by some form of retardation, could be an effective metaphor for a broader system where progress is similarly slowed by obstacles.\n [E3 | Helmsman | c8bdf7f6: \"...ship. Training can be programmed to replicate a variety of ship sizes and environmental conditions. Scenarios depicted in 3-D graphics range from making course correctons in open waters to maneuvering in port, rivers, or other shallow waters. Cost compared to a real vessel is low. Mariners learn responses to dangerous situations, such as steering failure, in the safety of a virtual environment....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 1, "violation_kinds": ["TITLE_MISMATCH"], "sources": [{"title": "James Hansen", "uri": "https://en.wikipedia.org/wiki/James_Hansen", "used": false}, {"title": "Helmsman", "uri": "https://en.wikipedia.org/wiki/Helmsman", "used": true}, {"title": "Philosophical aspects of the abortion debate", "uri": "https://en.wikipedia.org/wiki/Philosophical_aspects_of_the_abortion_debate", "used": false}, {"title": "I Sebastiani", "uri": "https://en.wikipedia.org/wiki/I_Sebastiani", "used": false}, {"title": "Panzer General II", "uri": "https://en.wikipedia.org/wiki/Panzer_General_II", "used": false}], "cache_key": "c819ffd5e7218bbd964417537adace828349cd36f9c27cf9d21f2f7434fae50f", "answer_mode": "claim_lattice", "answer_seconds": 17.36, "total_seconds": 18.05, "student_error": null, "teacher": null} +{"ts": 1777742548, "iso_ts": "2026-05-02T17:22:28Z", "words": ["turnover", "array", "roster"], "question": "How does an organization's turnover rate influence the array of players on its roster, and what potential implications does this have on the team's performance?", "question_gen_seconds": 0.54, "answer": "{\"claims\":[{\"text\":\"A high turnover rate can lead to a lack of continuity and consistency on the team, as new players need time to adapt and gel with the existing roster.\",\"evidence_ids\":[\"E1\"]},{\"text\":\"High turnover can also result in a team losing valuable experienced players, which can negatively impact the team's performance.\",\"evidence_ids\":[\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Peter Philipakos", "uri": "https://en.wikipedia.org/wiki/Peter_Philipakos", "used": false}, {"title": "Aden Bowman Collegiate", "uri": "https://en.wikipedia.org/wiki/Aden_Bowman_Collegiate", "used": false}, {"title": "Social role valorization", "uri": "https://en.wikipedia.org/wiki/Social_role_valorization", "used": false}], "cache_key": "e9772743c4aa4bd7047dc90aa1a1e53ce76842d4646c0f7b6803211f835d383f", "answer_mode": "claim_lattice", "answer_seconds": 44.14, "total_seconds": 44.68, "student_error": null, "teacher": null} +{"ts": 1777742593, "iso_ts": "2026-05-02T17:23:13Z", "words": ["consoles", "strumming", "unhand"], "question": "How might strumming on a guitar console lead to unhanding oneself from the instrument, and is there a point at which the act of strumming becomes less about the physical manipulation of the guitar and more about the connection between the player and the music?", "question_gen_seconds": 0.82, "answer": "{\"claims\":[{\"text\":\"Strumming on a guitar console can lead to unhanding oneself from the instrument as the player becomes more comfortable with the controls and the music starts to flow naturally, allowing for a more immersive experience.\",\"evidence_ids\":[\"E1\"]},{\"text\":\"There may be a point at which the act of strumming becomes less about the physical manipulation of the guitar and more about the connection between the player and the music, as the player becomes more attuned to the rhythm and melody of the song.\",\"evidence_ids\":[\"E1\",\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Romantic guitar", "uri": "https://en.wikipedia.org/wiki/Romantic_guitar", "used": false}, {"title": "Portable media player", "uri": "https://en.wikipedia.org/wiki/Portable_media_player", "used": false}, {"title": "Laserdisc", "uri": "https://en.wikipedia.org/wiki/Laserdisc", "used": false}, {"title": "Glossary of poker terms", "uri": "https://en.wikipedia.org/wiki/Glossary_of_poker_terms", "used": false}, {"title": "Cloud Strife", "uri": "https://en.wikipedia.org/wiki/Cloud_Strife", "used": false}, {"title": "The Legend of Zelda", "uri": "https://en.wikipedia.org/wiki/The_Legend_of_Zelda", "used": false}, {"title": "Role-playing game", "uri": "https://en.wikipedia.org/wiki/Role-playing_game", "used": false}, {"title": "Ico", "uri": "https://en.wikipedia.org/wiki/Ico", "used": false}], "cache_key": "dc90ca362e82fd76792d447ea6cedbc9165e365cdf14a04037585eae43e4e1d7", "answer_mode": "claim_lattice", "answer_seconds": 41.45, "total_seconds": 42.26, "student_error": null, "teacher": null} +{"ts": 1777742635, "iso_ts": "2026-05-02T17:23:55Z", "words": ["pottier", "funiculars", "resorting"], "question": "How might a pottier individual find the resorting process both intriguing and challenging while operating funiculars within a picturesque mountain village, blending their creative talents with the demands of transporting guests to idyllic locations?", "question_gen_seconds": 0.71, "answer": "{\"claims\":[{\"text\":\"A pottier individual might find the resorting process both intriguing and challenging while operating funiculars within a picturesque mountain village by blending their creative talents with the demands of transporting guests to idyllic locations through the following means:\",\"evidence_ids\":[\"E1\",\"E2\",\"E3\"]},{\"text\":\"The pottier individual can draw inspiration from the picturesque mountain scenery to create unique and eye-catching designs for the funicular cars, making the transportation experience more enjoyable for guests.\", \"evidence_ids\":[\"E1\",\"E2\"]},{\"text\":\"The pottier individual can use their creative skills to develop efficient and aesthetically pleasing resort layouts that maximize the natural beauty of the mountain village, creating a seamless experience for guests as they are transported to various idyllic locations.\", \"evidence_ids\":[\"E3\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 6, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "Picturesque", "uri": "https://en.wikipedia.org/wiki/Picturesque", "used": false}, {"title": "A Game of Thrones (card game)", "uri": "https://en.wikipedia.org/wiki/A_Game_of_Thrones_(card_game)", "used": false}, {"title": "Questioning", "uri": "https://en.wikipedia.org/wiki/Questioning", "used": false}, {"title": "Roman De Salvo", "uri": "https://en.wikipedia.org/wiki/Roman_De_Salvo", "used": false}, {"title": "St. John's-on-the-Hill", "uri": "https://en.wikipedia.org/wiki/St._John's-on-the-Hill", "used": false}], "cache_key": "02db8b1af6afd7aee12b16bc4bf181c89baf20194539484b0a88d3f2f4761c90", "answer_mode": "claim_lattice", "answer_seconds": 26.88, "total_seconds": 27.58, "student_error": null, "teacher": null} +{"ts": 1777742663, "iso_ts": "2026-05-02T17:24:23Z", "words": ["sacked", "worrying", "prelates"], "question": "What could be the worrying reason behind the sudden and unexpected sacking of several high-ranking prelates within the church hierarchy?", "question_gen_seconds": 0.41, "answer": "{\"claims\":[{\"text\":\"The sudden and unexpected sacking of several high-ranking prelates within the church hierarchy could be due to allegations of sexual abuse or misconduct.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Felix Abt", "uri": "https://en.wikipedia.org/wiki/Felix_Abt", "used": false}, {"title": "Pyongsu Joint Venture Company", "uri": "https://en.wikipedia.org/wiki/Pyongsu_Joint_Venture_Company", "used": false}], "cache_key": "7c312d5658e04ab815c6919309d0242eb4fa21280f6a5d3203463a5e573d2d66", "answer_mode": "claim_lattice", "answer_seconds": 9.75, "total_seconds": 10.16, "student_error": null, "teacher": null} +{"ts": 1777742673, "iso_ts": "2026-05-02T17:24:33Z", "words": ["Frederick", "bicycled", "having"], "question": "Having just finished his daily exercise, Frederick wondered how his recent bicycle riding habit had positively impacted his overall health and energy levels.", "question_gen_seconds": 0.46, "answer": "- The First Partition of Poland was carried out by Austria, Prussia, and Russia in 1772.\n [E3 | First Partition of Poland | 425a71f0: \"...some border territories of the Commonwealth, with Austria taking Szepes County in 1769-1770 and Prussia incorporating Lauenburg and Bütow. On February 19, 1772, the agreement of partition was signed in Vienna. A previous agreement between Prussia and Russia had been made in Saint Petersburg on February 6, 1772. Early in August Russian, Prussian and Austrian troops simultaneously entered the...\"]\n- In a GUID Partition Table, partition table information is stored in the GPT header, but to maintain compatibility, GPT retains the MBR entry as the first sector on the disk followed by a primary partition table header, the actual beginning of a GPT.\n [E6 | GUID Partition Table | cceaa142: \"...In a GPT, partition table information is stored in the GPT header, but to maintain compatibility, GPT retains the MBR entry as the first sector on the disk followed by a primary partition table header, the actual beginning of a GPT....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 4, "n_verified": 2, "violation_kinds": ["DEFLECTION_DETECTED", "MANUAL_QUOTE_VIOLATION", "SOURCE_ROLE_BLOCKED"], "sources": [{"title": "Frederick II of Prussia", "uri": "https://en.wikipedia.org/wiki/Frederick_II_of_Prussia", "used": false}, {"title": "First Partition of Poland", "uri": "https://en.wikipedia.org/wiki/First_Partition_of_Poland", "used": true}, {"title": "VP-tree", "uri": "https://en.wikipedia.org/wiki/VP-tree", "used": false}, {"title": "GUID Partition Table", "uri": "https://en.wikipedia.org/wiki/GUID_Partition_Table", "used": true}, {"title": "List of mathematics articles (N)", "uri": "https://en.wikipedia.org/wiki/List_of_mathematics_articles_(N)", "used": false}], "cache_key": "51501210a4d4d38ddc8fe61edaf97acf2d29cdf1a6b7af620f247a72b57dfee0", "answer_mode": "claim_lattice", "answer_seconds": 29.55, "total_seconds": 30.01, "student_error": null, "teacher": null} +{"ts": 1777742703, "iso_ts": "2026-05-02T17:25:03Z", "words": ["locus", "silliness", "Hamburg"], "question": "What could be the locus of silliness in a city like Hamburg, where the antics and humorous activities of its inhabitants might converge and create a unique cultural phenomenon, contributing to the city's dynamic and entertaining atmosphere?", "question_gen_seconds": 0.75, "answer": "{\"claims\":[{\"text\":\"The locus of silliness in a city like Hamburg could be the Reeperbahn, a well-known entertainment district known for its nightlife, bars, and clubs, where the antics and humorous activities of its inhabitants might converge and create a unique cultural phenomenon, contributing to the city's dynamic and entertaining atmosphere.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Anachronox", "uri": "https://en.wikipedia.org/wiki/Anachronox", "used": false}, {"title": "Mike Super", "uri": "https://en.wikipedia.org/wiki/Mike_Super", "used": false}, {"title": "Banachek", "uri": "https://en.wikipedia.org/wiki/Banachek", "used": false}, {"title": "Islamic Missionary Activity", "uri": "https://en.wikipedia.org/wiki/Islamic_Missionary_Activity", "used": false}, {"title": "Ekşi Sözlük", "uri": "https://en.wikipedia.org/wiki/Ekşi_Sözlük", "used": false}], "cache_key": "0343a7259f3627b425b53760587a99f2925937b34ae5f4ff03faa4bdf1c6a6f1", "answer_mode": "claim_lattice", "answer_seconds": 30.61, "total_seconds": 31.36, "student_error": null, "teacher": null} +{"ts": 1777742734, "iso_ts": "2026-05-02T17:25:34Z", "words": ["inhabitable", "Madden", "outstrips"], "question": "Does Madden, the popular video game franchise, outstrip the boundaries of what is considered inhabitable, creating immersive and engaging virtual worlds that challenge our understanding of reality and the places in which we can thrive?", "question_gen_seconds": 0.63, "answer": "{\"claims\":[{\"text\":\"Madden, the popular video game franchise, creates immersive and engaging virtual worlds that challenge our understanding of reality and the places in which we can thrive.\",\"evidence_ids\":[\"E1\",\"E2\",\"E3\",\"E4\",\"E5\",\"E6\",\"E7\",\"E8\",\"E9\",\"E10\",\"E11\",\"E12\",\"E13\",\"E14\",\"E15\",\"E16\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 16, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH", "TOO_MANY_EVIDENCE_IDS"], "sources": [{"title": "CSI: Crime Scene Investigation", "uri": "https://en.wikipedia.org/wiki/CSI:_Crime_Scene_Investigation", "used": false}, {"title": "Nature", "uri": "https://en.wikipedia.org/wiki/Nature", "used": false}, {"title": "Minigames of Final Fantasy", "uri": "https://en.wikipedia.org/wiki/Minigames_of_Final_Fantasy", "used": false}, {"title": "Superfiction", "uri": "https://en.wikipedia.org/wiki/Superfiction", "used": false}, {"title": "Artists books: centers of activity", "uri": "https://en.wikipedia.org/wiki/Artists_books:_centers_of_activity", "used": false}, {"title": "Jon Coffelt", "uri": "https://en.wikipedia.org/wiki/Jon_Coffelt", "used": false}, {"title": "Evil Nine", "uri": "https://en.wikipedia.org/wiki/Evil_Nine", "used": false}, {"title": "Martin Luther King, Jr.", "uri": "https://en.wikipedia.org/wiki/Martin_Luther_King,_Jr.", "used": false}], "cache_key": "f079aff3e8ea6724ed7b48829280867060d6e66f4e8437de3931ddbe6f6b087c", "answer_mode": "claim_lattice", "answer_seconds": 39.41, "total_seconds": 40.05, "student_error": null, "teacher": null} +{"ts": 1777742774, "iso_ts": "2026-05-02T17:26:14Z", "words": ["sprayers", "hearties", "xxviii"], "question": "How did the hearties, who passionately participated in their annual xxviii celebration, manage to use their sprayers to create a spectacular, community-wide water fight festival?", "question_gen_seconds": 0.53, "answer": "- The hearties, who passionately participated in their annual xxviii celebration, managed to use their sprayers to create a spectacular, community-wide water fight festival by engaging in various water-related activities and games, such as using buckets, balloons, and water guns to soak opponents while trying to remain dry. The festival often involved a large number of participants, including children and adults, who would engage in casual fights, long campaigns, and tournament-style games. In some cases, the common objective was to soak opponents while trying to remain dry, while in other cases, the focus was on cooling down during hot summer days and maintaining aspects of competitiveness.\n [E1 | Water fight | ab31c016: \"...engaging in water fights, from quick, casual fights to long, objective-oriented-style water warfare campaigns, and tournament-style games. In most but not all cases, the common objective is to soak (spray with water) one's opponents while trying to remain dry. ==History== It is unknown precisely when humans first began splashing their friends with water. Water play is exhibited by other animals...\"]\n [E2 | Water fight | 0621d5ba: \"...It is also not uncommon for randomly selected pedestrians to be soaked with water by the children. Most common \"weapons\" are water guns, water balloons and buckets full of water. ==Water Wars== There are a number of different methods used by various groups as means to judge which side has won or lost. ===Methods of scoring=== There are a variety of methods used to score water warfare games....\"]", "audit_mode": "STRICT", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 2, "violation_kinds": [], "sources": [{"title": "Water fight", "uri": "https://en.wikipedia.org/wiki/Water_fight", "used": true}, {"title": "Water use", "uri": "https://en.wikipedia.org/wiki/Water_use", "used": false}, {"title": "Thrissur", "uri": "https://en.wikipedia.org/wiki/Thrissur", "used": false}, {"title": "Orange County Performing Arts Center", "uri": "https://en.wikipedia.org/wiki/Orange_County_Performing_Arts_Center", "used": false}, {"title": "Paul of the Cross", "uri": "https://en.wikipedia.org/wiki/Paul_of_the_Cross", "used": false}], "cache_key": "0b1f7822a51f7bcd9724f5bb19fb17760672c23f48f2a116daeafc478f44e267", "answer_mode": "claim_lattice", "answer_seconds": 24.81, "total_seconds": 25.35, "student_error": null, "teacher": null} +{"ts": 1777742800, "iso_ts": "2026-05-02T17:26:40Z", "words": ["facilities", "redundantly", "hotheads"], "question": "How can the presence of hotheads, individuals prone to impulsive and irrational behavior, potentially impact the efficiency and functionality of modern facilities, and could this lead to redundancies in management systems or emergency protocols as precautionary measures?", "question_gen_seconds": 0.77, "answer": "- The European Commission for the Efficiency of Justice (CEPEJ) is a judicial body that prepares tools to improve the efficiency and functioning of justice in Europe.\n [E1 | European Commission for the Efficiency of Justice | 22882300: \"The European Commission for the Efficiency of Justice (CEPEJ) is a judicial body, composed of experts from all the 47 member States of the Council of Europe and prepares tools to improve the efficiency and functioning of justice in Europe (including granting observer status to and consultations with non-governmental organisations outside of Europe). ==Notes== ==External links== *Official website\"]\n- The CEPEJ is composed of experts from all 47 member States of the Council of Europe.\n [E1 | European Commission for the Efficiency of Justice | 22882300: \"The European Commission for the Efficiency of Justice (CEPEJ) is a judicial body, composed of experts from all the 47 member States of the Council of Europe and prepares tools to improve the efficiency and functioning of justice in Europe (including granting observer status to and consultations with non-governmental organisations outside of Europe). ==Notes== ==External links== *Official website\"]\n- The CEPEJ grants observer status to and consults with non-governmental organisations outside of Europe.\n [E1 | European Commission for the Efficiency of Justice | 22882300: \"The European Commission for the Efficiency of Justice (CEPEJ) is a judicial body, composed of experts from all the 47 member States of the Council of Europe and prepares tools to improve the efficiency and functioning of justice in Europe (including granting observer status to and consultations with non-governmental organisations outside of Europe). ==Notes== ==External links== *Official website\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 3, "violation_kinds": ["DEFLECTION_DETECTED", "TITLE_MISMATCH"], "sources": [{"title": "European Commission for the Efficiency of Justice", "uri": "https://en.wikipedia.org/wiki/European_Commission_for_the_Efficiency_of_Justice", "used": true}], "cache_key": "d9ff8c6bb2c97b6cc5e3b60c2cd9061d2bddc4c69406429a6b311e6ff5390fae", "answer_mode": "claim_lattice", "answer_seconds": 25.06, "total_seconds": 25.83, "student_error": null, "teacher": null} +{"ts": 1777742826, "iso_ts": "2026-05-02T17:27:06Z", "words": ["experimenter", "riven", "excludes"], "question": "How is the experimenter's role both riven and limited by the necessity to excludes certain variables or factors in order to maintain the integrity and validity of scientific research?", "question_gen_seconds": 0.51, "answer": "{\"claims\":[{\"text\":\"The experimenter's role is both riven and limited by the necessity to exclude certain variables or factors in order to maintain the integrity and validity of scientific research.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Data warehouse", "uri": "https://en.wikipedia.org/wiki/Data_warehouse", "used": false}, {"title": "The Orange Box", "uri": "https://en.wikipedia.org/wiki/The_Orange_Box", "used": false}, {"title": "Rorschach test", "uri": "https://en.wikipedia.org/wiki/Rorschach_test", "used": false}, {"title": "Grey market", "uri": "https://en.wikipedia.org/wiki/Grey_market", "used": false}, {"title": "Anti-Armenianism", "uri": "https://en.wikipedia.org/wiki/Anti-Armenianism", "used": false}, {"title": "Capability-based security", "uri": "https://en.wikipedia.org/wiki/Capability-based_security", "used": false}, {"title": "Tower Bridge", "uri": "https://en.wikipedia.org/wiki/Tower_Bridge", "used": false}, {"title": "Backyard Wildlife Habitat", "uri": "https://en.wikipedia.org/wiki/Backyard_Wildlife_Habitat", "used": false}], "cache_key": "45bd092dc899fa17d6419e5102fd1d17163709e0a6cf85d77bd1e6ee4e1f9552", "answer_mode": "claim_lattice", "answer_seconds": 28.9, "total_seconds": 29.41, "student_error": null, "teacher": null} +{"ts": 1777742855, "iso_ts": "2026-05-02T17:27:35Z", "words": ["Tomas", "pulls", "transceivers"], "question": "How does Tomas manage to pull off such impressive feats of strength using his specialized transceivers?", "question_gen_seconds": 0.35, "answer": "- The question contains a name error: it should refer to 'Manjit Singh' instead of 'Tomas'. Manjit Singh is a strongman who holds 31 Guinness World Records for feats of strength, including pulling large obstacles using his teeth, ears, and body.\n [E1 | Manjit Singh (strongman) | 6ddd6567: \"Manjit Singh is a strongman originally from India, who moved to Leicestershire in 1977. He holds a number of Guinness World Records for feats of strength concerned with pulling large obstacles. Singh has recently come to greater attention in the UK after his appearance in the third series of Britain's Got Talent. ==Record breaking== He is a serial breaker and setter of Guinness World Records and...\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 1, "violation_kinds": ["DEFLECTION_DETECTED"], "sources": [{"title": "Manjit Singh (strongman)", "uri": "https://en.wikipedia.org/wiki/Manjit_Singh_(strongman)", "used": true}, {"title": "Shriner's Convention", "uri": "https://en.wikipedia.org/wiki/Shriner's_Convention", "used": false}], "cache_key": "f7e43aa8022a2679c15f9734c61be64af79785d8cab8f7b45adbdb17ebae13dd", "answer_mode": "claim_lattice", "answer_seconds": 17.46, "total_seconds": 17.81, "student_error": null, "teacher": null} +{"ts": 1777742873, "iso_ts": "2026-05-02T17:27:53Z", "words": ["arguments", "publicists", "apparatuses"], "question": "How do publicists, who are often involved in managing the public image of individuals or organizations, navigate and respond to various arguments that may arise regarding the apparatuses they are responsible for promoting or defending?", "question_gen_seconds": 0.61, "answer": "- Publicists can also provide management and consulting services to their clients, helping them navigate business and career decisions while maintaining a positive public image.\n [E11 | Sacks and Co. | 30b373d6: \"Sacks & Co. is a public relations, marketing, management and consulting firm. Public Relations Founded in 1994, Sacks & Co. manages the public image of major and debuting artists—musicians, authors, comedians, actors and filmmakers, among others—as well as record labels, television & film producers, theater companies, and arts presenters....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 11, "n_verified": 1, "violation_kinds": ["CITATION_MISMATCH", "DEFLECTION_DETECTED", "TITLE_MISMATCH"], "sources": [{"title": "Anti-Counterfeiting Trade Agreement", "uri": "https://en.wikipedia.org/wiki/Anti-Counterfeiting_Trade_Agreement", "used": false}, {"title": "Sh'erit ha-Pletah", "uri": "https://en.wikipedia.org/wiki/Sh'erit_ha-Pletah", "used": false}, {"title": "Zaibatsu", "uri": "https://en.wikipedia.org/wiki/Zaibatsu", "used": false}, {"title": "Carlos Alazraki", "uri": "https://en.wikipedia.org/wiki/Carlos_Alazraki", "used": false}, {"title": "A.D. Police: To Protect and Serve", "uri": "https://en.wikipedia.org/wiki/A.D._Police:_To_Protect_and_Serve", "used": false}, {"title": "Sacks and Co.", "uri": "https://en.wikipedia.org/wiki/Sacks_and_Co.", "used": true}], "cache_key": "3af42f044f7efdedf5795a6fa817095e2969ddbd1ba46b28df84790397acca33", "answer_mode": "claim_lattice", "answer_seconds": 37.98, "total_seconds": 38.59, "student_error": null, "teacher": null} +{"ts": 1777742912, "iso_ts": "2026-05-02T17:28:32Z", "words": ["holdup", "reunifying", "member"], "question": "How can a holdup, which impedes the process of reunifying a group, impact the role of a member within that reestablished community?", "question_gen_seconds": 0.49, "answer": "{\"claims\":[{\"text\":\"A holdup can delay the process of reunifying a group, which may impact the role of a member within that reestablished community by preventing them from fully participating or contributing to the group's goals and activities until reunification is complete.\",\"evidence_ids\":[\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Château Citran", "uri": "https://en.wikipedia.org/wiki/Château_Citran", "used": false}, {"title": "Socialist Convergence (Mexico)", "uri": "https://en.wikipedia.org/wiki/Socialist_Convergence_(Mexico)", "used": false}, {"title": "William Joseph Chaminade", "uri": "https://en.wikipedia.org/wiki/William_Joseph_Chaminade", "used": false}, {"title": "Bordeaux-Mérignac Air Base", "uri": "https://en.wikipedia.org/wiki/Bordeaux-Mérignac_Air_Base", "used": false}, {"title": "Château d'Angludet", "uri": "https://en.wikipedia.org/wiki/Château_d'Angludet", "used": false}], "cache_key": "20478380c97f1a9b7064f86483d58093246f78aa92f641575326fa33a81fee73", "answer_mode": "claim_lattice", "answer_seconds": 19.12, "total_seconds": 19.61, "student_error": null, "teacher": null} +{"ts": 1777742932, "iso_ts": "2026-05-02T17:28:52Z", "words": ["surfboards", "crafted", "passionately"], "question": "How are surfboards crafted with such passion that they become an extension of their creator's soul, embodying their dedication and spirit in every wave they ride?", "question_gen_seconds": 0.63, "answer": "{\"claims\":[{\"text\":\"Surfboards are crafted with passion by their creators, who pour their dedication and spirit into every wave they ride, making the boards an extension of their soul.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Ploegsteert Memorial to the Missing", "uri": "https://en.wikipedia.org/wiki/Ploegsteert_Memorial_to_the_Missing", "used": false}, {"title": "H Chalton Bradshaw", "uri": "https://en.wikipedia.org/wiki/H_Chalton_Bradshaw", "used": false}, {"title": "James MacKenzie (VC)", "uri": "https://en.wikipedia.org/wiki/James_MacKenzie_(VC)", "used": false}, {"title": "Ploegsteert", "uri": "https://en.wikipedia.org/wiki/Ploegsteert", "used": false}, {"title": "William Hackett", "uri": "https://en.wikipedia.org/wiki/William_Hackett", "used": false}], "cache_key": "b148974880dd3149d704e5948e325df945c77fa67f27b5190c9538a8b305473d", "answer_mode": "claim_lattice", "answer_seconds": 18.09, "total_seconds": 18.72, "student_error": null, "teacher": null} +{"ts": 1777742950, "iso_ts": "2026-05-02T17:29:10Z", "words": ["showiness", "Tycho", "kerosene"], "question": "How did the showiness of Tycho's observatory, lit by kerosene lamps, contribute to the advancement of astronomy during the Renaissance?", "question_gen_seconds": 0.49, "answer": "{\"claims\":[{\"text\":\"The showiness of Tycho's observatory, lit by kerosene lamps, likely contributed to the advancement of astronomy during the Renaissance by attracting more visitors and students, thereby increasing the spread of astronomical knowledge and techniques.\",\"evidence_ids\":[\"E1\",\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "International Association for the Advancement of Teaching and Research in Intellectual Property", "uri": "https://en.wikipedia.org/wiki/International_Association_for_the_Advancement_of_Teaching_and_Research_in_Intellectual_Property", "used": false}, {"title": "Clinton B. Ford", "uri": "https://en.wikipedia.org/wiki/Clinton_B._Ford", "used": false}, {"title": "Astronomical Society of Australia", "uri": "https://en.wikipedia.org/wiki/Astronomical_Society_of_Australia", "used": false}, {"title": "Tom Boles", "uri": "https://en.wikipedia.org/wiki/Tom_Boles", "used": false}, {"title": "Royal Medal", "uri": "https://en.wikipedia.org/wiki/Royal_Medal", "used": false}, {"title": "M. K. Rajakumar", "uri": "https://en.wikipedia.org/wiki/M._K._Rajakumar", "used": false}, {"title": "King Abdulaziz University", "uri": "https://en.wikipedia.org/wiki/King_Abdulaziz_University", "used": false}, {"title": "Sami Michael", "uri": "https://en.wikipedia.org/wiki/Sami_Michael", "used": false}], "cache_key": "252418e00aa3ff609b2a884d8e3d061d7d1a7b5210a22e1a8ece099a27743a1e", "answer_mode": "claim_lattice", "answer_seconds": 23.68, "total_seconds": 24.17, "student_error": null, "teacher": null} +{"ts": 1777742975, "iso_ts": "2026-05-02T17:29:35Z", "words": ["radiogram", "moonlighted", "nautically"], "question": "How is it possible for a radiogram, a form of communication, to moonlight as nautically useful information during a night-time voyage, when the ship is illuminated by the silvery glow of the moonlight?", "question_gen_seconds": 0.63, "answer": "{\"claims\":[{\"text\":\"Radiograms can be used to convey nautical information during a night-time voyage when the ship is illuminated by moonlight.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Alexandrov Ensemble soloists", "uri": "https://en.wikipedia.org/wiki/Alexandrov_Ensemble_soloists", "used": false}, {"title": "Sino-Indian War", "uri": "https://en.wikipedia.org/wiki/Sino-Indian_War", "used": false}, {"title": "Canary Islands", "uri": "https://en.wikipedia.org/wiki/Canary_Islands", "used": false}, {"title": "Computational creativity", "uri": "https://en.wikipedia.org/wiki/Computational_creativity", "used": false}, {"title": "OntoClean", "uri": "https://en.wikipedia.org/wiki/OntoClean", "used": false}, {"title": "Ralph Regenvanu", "uri": "https://en.wikipedia.org/wiki/Ralph_Regenvanu", "used": false}, {"title": "A Treatise Concerning the Principles of Human Knowledge", "uri": "https://en.wikipedia.org/wiki/A_Treatise_Concerning_the_Principles_of_Human_Knowledge", "used": false}, {"title": "Monk (season 1)", "uri": "https://en.wikipedia.org/wiki/Monk_(season_1)", "used": false}], "cache_key": "f42a6d1897dd2f0a5706e4be15eebdfcdc4de30409fba5a5c99fc6573a762a86", "answer_mode": "claim_lattice", "answer_seconds": 36.2, "total_seconds": 36.83, "student_error": null, "teacher": null} +{"ts": 1777743012, "iso_ts": "2026-05-02T17:30:12Z", "words": ["alone", "roguish", "rinsing"], "question": "Does a roguish individual find solace in the act of rinsing, creating an unexpected harmony between solitude and the cleansing process?", "question_gen_seconds": 0.46, "answer": "- The Animorphs book series features a character named Cassie who is known for her moral compass and concern for the costs of war.\n [E5 | Cassie (Animorphs) | ad1cae51: \"...other Animorphs== *Jake: Jake and Cassie have crushes on each other right from the beginning of the series, and a romance slowly develops between them. They finally kiss in book #26; in later books they both acknowledge the love they have for each other in their narratives, though they have not stated in outright. Towards the end of\"]\n- In the book 'The Unexpected', Cassie morphs into a Hork-Bajir and helps amputate a Yeerk's leg.\n [E3 | Animorphs | bee7b4eb: \"...series. In #5 Marco says \" Cassie is the one who is least like me. If I'm comedy, she's poetry.\" Cassie describes Marco as \"cute\" but not her type. Book 24 is a rare exception to this, as they are with each other for most of the book. They are the main opposing forces when it comes to debates of morality, with Marco advocating the \"necessary evil\" and Cassie acting as a constant moral voice. At...\"]\n- The Animorphs series includes a book titled 'The Unexpected', which is the forty-fourth book in the series.\n [E2 | The Unexpected (Animorphs) | c214ff6f: \"The Unexpected is the forty-fourth book in the Animorphs series, written by K.A. Applegate. It is known to have been ghostwritten by Lisa Harkrader....\"]", "audit_mode": "HYBRID", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 3, "violation_kinds": ["DEFLECTION_DETECTED", "TITLE_MISMATCH"], "sources": [{"title": "Unexpected", "uri": "https://en.wikipedia.org/wiki/Unexpected", "used": false}, {"title": "The Unexpected (Animorphs)", "uri": "https://en.wikipedia.org/wiki/The_Unexpected_(Animorphs)", "used": true}, {"title": "Animorphs", "uri": "https://en.wikipedia.org/wiki/Animorphs", "used": true}, {"title": "Cassie (Animorphs)", "uri": "https://en.wikipedia.org/wiki/Cassie_(Animorphs)", "used": true}, {"title": "List of Animorphs books", "uri": "https://en.wikipedia.org/wiki/List_of_Animorphs_books", "used": false}], "cache_key": "b8677c967e44b75a12223effceacc8a95197f6f2e23ef774775e2153167e040b", "answer_mode": "claim_lattice", "answer_seconds": 22.76, "total_seconds": 23.21, "student_error": null, "teacher": null} +{"ts": 1777743046, "iso_ts": "2026-05-02T17:30:46Z", "words": ["arousing", "coalesce", "misfeasance"], "question": "How does the concept of misfeasance, an act of wrongdoing that does not rise to the level of a crime, coalesce with arousing factors, such as intense emotions or provocative situations, to create a complex narrative that challenges our understanding of right and wrong?", "question_gen_seconds": 1.28, "answer": "{\"claims\":[{\"text\":\"Misfeasance refers to an act of wrongdoing that does not rise to the level of a crime, but rather involves a breach of duty or negligence in the performance of a legal obligation.\",\"evidence_ids\":[\"E3\",\"E4\"]},{\"text\":\"Arousing factors, such as intense emotions or provocative situations, can influence an individual's decision-making and behavior, potentially leading to misfeasance.\",\"evidence_ids\":[\"E5\"]},{\"text\":\"The coalescence of misfeasance and arousing factors creates a complex narrative that challenges our understanding of right and wrong, as it blurs the line between intentional wrongdoing and unintentional misconduct.\",\"evidence_ids\":[\"E6\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 4, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "CIA transnational human rights actions", "uri": "https://en.wikipedia.org/wiki/CIA_transnational_human_rights_actions", "used": false}, {"title": "High crimes and misdemeanours", "uri": "https://en.wikipedia.org/wiki/High_crimes_and_misdemeanours", "used": false}, {"title": "Military effects of the Cold War", "uri": "https://en.wikipedia.org/wiki/Military_effects_of_the_Cold_War", "used": false}, {"title": "Clarence Thomas", "uri": "https://en.wikipedia.org/wiki/Clarence_Thomas", "used": false}, {"title": "Conversion (law)", "uri": "https://en.wikipedia.org/wiki/Conversion_(law)", "used": false}, {"title": "Torture and the United States", "uri": "https://en.wikipedia.org/wiki/Torture_and_the_United_States", "used": false}, {"title": "Torture Memos", "uri": "https://en.wikipedia.org/wiki/Torture_Memos", "used": false}, {"title": "Peter Breggin", "uri": "https://en.wikipedia.org/wiki/Peter_Breggin", "used": false}], "cache_key": "259cf8342e33a42c9a6eb83078ffd65ce7b085d0ddcc4be56a374d71e12d683a", "answer_mode": "claim_lattice", "answer_seconds": 35.01, "total_seconds": 36.3, "student_error": null, "teacher": null} +{"ts": 1777743082, "iso_ts": "2026-05-02T17:31:22Z", "words": ["viewing", "octopus", "exculpated"], "question": "What could be the connection between a viewing of an octopus and the exculpation of someone's actions?", "question_gen_seconds": 0.45, "answer": "- The octopus in the Captain Underpants books is associated with the villain Wedgie Woman, who has octopus-like hair. When her actions are exculpated, it could be a reference to this connection with the octopus.\n [E2 | Captain Underpants | 1cc4ac4f: \"by Wedgie Woman based on George and Harold. They want to destroy everything, and will attack Captain Underpants every time they hear him shout \"Tra la laaaaa!\"...\"]", "audit_mode": "STRICT", "verifier_method": "claim_lattice", "n_quotes": 1, "n_verified": 1, "violation_kinds": [], "sources": [{"title": "Captain Underpants", "uri": "https://en.wikipedia.org/wiki/Captain_Underpants", "used": true}], "cache_key": "e6703f17f72ae63f8cfaead89f3a2c8c8aa5caeb6e2db46647e2af3c3d51f7d1", "answer_mode": "claim_lattice", "answer_seconds": 38.95, "total_seconds": 39.4, "student_error": null, "teacher": null} +{"ts": 1777743122, "iso_ts": "2026-05-02T17:32:02Z", "words": ["Amanda", "Serra", "craziness"], "question": "What connection could there be between Amanda, Serra, and craziness, and how does their intertwined history reflect the broader societal perceptions of mental health and the acceptance of individuals who struggle with it?", "question_gen_seconds": 0.59, "answer": "{\"claims\":[{\"text\":\"Amanda's story highlights the societal stigma and lack of understanding surrounding mental health issues, as she faced isolation and rejection due to her perceived craziness.\",\"evidence_ids\":[\"E1\"]},{\"text\":\"Serra's actions and the way she was treated by the community reflect the broader societal perceptions of mental health and the acceptance of individuals who struggle with it.\",\"evidence_ids\":[\"E2\"]},{\"text\":\"The intertwined history of Amanda, Serra, and craziness in the novel demonstrates the complex relationship between individuals and society, and how societal perceptions of mental health can impact the lives of those struggling with it.\",\"evidence_ids\":[\"E3\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 3, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Group Health Research Institute", "uri": "https://en.wikipedia.org/wiki/Group_Health_Research_Institute", "used": false}, {"title": "Heritability of autism", "uri": "https://en.wikipedia.org/wiki/Heritability_of_autism", "used": false}, {"title": "Norman Farberow", "uri": "https://en.wikipedia.org/wiki/Norman_Farberow", "used": false}, {"title": "National Institute of Neurological Disorders and Stroke", "uri": "https://en.wikipedia.org/wiki/National_Institute_of_Neurological_Disorders_and_Stroke", "used": false}, {"title": "University of Missouri School of Law", "uri": "https://en.wikipedia.org/wiki/University_of_Missouri_School_of_Law", "used": false}, {"title": "Chaos theory", "uri": "https://en.wikipedia.org/wiki/Chaos_theory", "used": false}, {"title": "Neighborhoods of Albany, New York", "uri": "https://en.wikipedia.org/wiki/Neighborhoods_of_Albany,_New_York", "used": false}, {"title": "The Village Integrated Services Agency", "uri": "https://en.wikipedia.org/wiki/The_Village_Integrated_Services_Agency", "used": false}], "cache_key": "1fd7fe6f786f5b94ad58fad1144855241b1d5b12f264c7f1038e5426a23a717e", "answer_mode": "claim_lattice", "answer_seconds": 36.99, "total_seconds": 37.58, "student_error": null, "teacher": null} +{"ts": 1777743160, "iso_ts": "2026-05-02T17:32:40Z", "words": ["Deborah", "spermatozoon", "pantsuit"], "question": "What is the connection between Deborah, who proudly wore a stylish pantsuit to a scientific conference, and the unexpected yet fascinating discussion about the intricate journey of a spermatozoon during her presentation?", "question_gen_seconds": 0.68, "answer": "{\"claims\":[{\"text\":\"Deborah's stylish pantsuit may have symbolized her confidence and assertiveness in the scientific field, which is often male-dominated. This confidence could have been reflected in her presentation, which delved into the intricate journey of a spermatozoon, a topic that is often considered taboo or not traditionally associated with women's interests. The connection between Deborah's attire and her presentation topic highlights her willingness to challenge societal norms and explore topics that are not typically associated with her gender, demonstrating her strength and determination in the scientific community.\",\"evidence_ids\":[\"E1\",\"E2\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Philosophy of language", "uri": "https://en.wikipedia.org/wiki/Philosophy_of_language", "used": false}, {"title": "Scenario planning", "uri": "https://en.wikipedia.org/wiki/Scenario_planning", "used": false}, {"title": "Philosophy of artificial intelligence", "uri": "https://en.wikipedia.org/wiki/Philosophy_of_artificial_intelligence", "used": false}, {"title": "International X-ray Observatory", "uri": "https://en.wikipedia.org/wiki/International_X-ray_Observatory", "used": false}, {"title": "Transformation of culture", "uri": "https://en.wikipedia.org/wiki/Transformation_of_culture", "used": false}, {"title": "Western astrology", "uri": "https://en.wikipedia.org/wiki/Western_astrology", "used": false}, {"title": "An Open Swimmer", "uri": "https://en.wikipedia.org/wiki/An_Open_Swimmer", "used": false}, {"title": "Silambattam (film)", "uri": "https://en.wikipedia.org/wiki/Silambattam_(film)", "used": false}], "cache_key": "ec39487c612be2b01b8fa6baa66e42c00a40f7f9c7978eb5ccf17fece46eeb66", "answer_mode": "claim_lattice", "answer_seconds": 36.94, "total_seconds": 37.62, "student_error": null, "teacher": null} +{"ts": 1777743197, "iso_ts": "2026-05-02T17:33:17Z", "words": ["automotive", "selloff", "Earlene"], "question": "How might Earlene, an avid automotive enthusiast, be affected by a selloff in the industry, and could this event influence her decisions regarding car purchases or investments?", "question_gen_seconds": 1.03, "answer": "{\"claims\":[{\"text\":\"A selloff in the automotive industry could cause Earlene to delay or cancel her car purchases, as prices may drop, making it a less attractive time to buy.\",\"evidence_ids\":[\"E1\"]},{\"text\":\"The selloff might also lead Earlene to reconsider any automotive investments she was considering, as the market uncertainty could impact returns.\",\"evidence_ids\":[\"E1\"]}]}", "audit_mode": "UNGROUNDED", "verifier_method": "claim_lattice", "n_quotes": 2, "n_verified": 0, "violation_kinds": ["CITATION_MISMATCH"], "sources": [{"title": "Journalist (Russian magazine)", "uri": "https://en.wikipedia.org/wiki/Journalist_(Russian_magazine)", "used": false}], "cache_key": "eac1d3d11838a4cffb8dbbcd19bd894381dd46e26af8d63c8d5b0d0f9d887ed7", "answer_mode": "claim_lattice", "answer_seconds": 20.58, "total_seconds": 21.61, "student_error": null, "teacher": null} diff --git a/tests/test_claim_lattice.py b/tests/test_claim_lattice.py index 97f00af..a75ebdb 100644 --- a/tests/test_claim_lattice.py +++ b/tests/test_claim_lattice.py @@ -273,7 +273,7 @@ def test_no_evidence_pointer_downgrades(): em = build_evidence_map(_sample_chunks()) answer = ( "Trex appears in the film.\n" # no pointer - "Velociraptors are shown. [E2]\n" + "Velociraptors are shown in the film. [E2]\n" # 'film' overlaps title ) # Opt out of bare-name check (Velociraptors stems to 1 content token # after spotlight stopword strip); test exercises NO_EVIDENCE_POINTER. @@ -289,7 +289,7 @@ def test_no_evidence_pointer_downgrades(): def test_partial_resolution_yields_hybrid(): em = build_evidence_map(_sample_chunks()) answer = ( - "Tyrannosaurus rex appears. [E1]\n" + "Tyrannosaurus rex appears in the film. [E1]\n" # 'film' overlaps title "Made-up. [E99]\n" ) # Test exercises mixed-pointer-resolution behavior; bare-name check @@ -302,7 +302,7 @@ def test_partial_resolution_yields_hybrid(): def test_partial_pointer_within_claim_yields_partial(): em = build_evidence_map(_sample_chunks()) - answer = "Tyrannosaurus rex appears. [E1,E99]\n" + answer = "Tyrannosaurus rex appears in the film. [E1,E99]\n" # 'film' overlaps title v = verify_claim_lattice(answer, em, min_claim_content_tokens=0) assert v["audit_mode"] == "HYBRID" assert v["claim_statuses"][0]["status"] == "EVIDENCE_LINKED_PARTIAL" @@ -1029,7 +1029,7 @@ def test_citation_mismatch_partial_when_one_pointer_overlaps(): em = build_evidence_map(_sample_chunks()) # E1 contains "Tyrannosaurus rex"; E2 contains "Velociraptors". # Claim mentions Tyrannosaurus → E1 overlaps, E2 does not. - answer = "Tyrannosaurus rex appears. [E1,E2]\n" + answer = "Tyrannosaurus rex appears in the film. [E1,E2]\n" # 'film' overlaps title # Test exercises CITATION_MISMATCH on a single pointer; bare-name # check is orthogonal so opt out. v = verify_claim_lattice(answer, em, min_claim_content_tokens=0) diff --git a/tests/test_verify_json.py b/tests/test_verify_json.py index 3090646..19e50be 100644 --- a/tests/test_verify_json.py +++ b/tests/test_verify_json.py @@ -134,7 +134,7 @@ def test_verify_json_strict_when_all_claims_resolve(): def test_verify_json_hybrid_when_some_unknown_evidence_id(): evidence = [ - _ev("E1f8e4c2a", "Brachiosaurus appears in the Jurassic Park film as a herbivore.", pointer_id="E1"), + _ev("E1f8e4c2a", "Brachiosaurus appears in the Jurassic Park film as a herbivore.", pointer_id="E1", title="Jurassic Park (film)"), ] answer = json.dumps({ "claims": [ @@ -244,9 +244,15 @@ def test_claim_title_overlap_vacuous_pass_on_empty(): assert _claim_title_overlap("", "Some Title") -def test_verify_json_title_mismatch_demotes_to_hybrid(): +def test_verify_json_title_mismatch_demotes_to_ungrounded(): """End-to-end Rule 8: claim cited to a source with no title-token - overlap → TITLE_MISMATCH violation, audit_mode demoted to HYBRID. + overlap → TITLE_MISMATCH violation. When EVERY resolving claim is + title-mismatched (here only 1 claim, 1/1 mismatched), audit_mode + demotes to UNGROUNDED — the substrate has zero structural grounding + for the user's question. Earlier behavior was HYBRID; tightened + 2026-05-02 after the cashback emergent case ('widescreens offer + cashback' cited to a generic Coupon article) showed n_verified=1 + overclaimed when the citation was meaningless. Span is intentionally rich with claim tokens (covers Rule 5 citation-coverage threshold) so the failure path is Rule 8 @@ -278,9 +284,10 @@ def test_verify_json_title_mismatch_demotes_to_hybrid(): ] }) v = verify_claim_lattice_json(answer, evidence) - assert v["audit_mode"] == "HYBRID", ( - f"expected HYBRID via TITLE_MISMATCH; got {v['audit_mode']} " - f"with violations {[v['kind'] for v in v['violations']]}" + assert v["audit_mode"] == "UNGROUNDED", ( + f"expected UNGROUNDED via all-claims TITLE_MISMATCH demote; " + f"got {v['audit_mode']} with violations " + f"{[v['kind'] for v in v['violations']]}" ) assert any(vio["kind"] == "TITLE_MISMATCH" for vio in v["violations"])