{"schema":"record/v1","id":"art_01M5MBVBHYP18MG86G564GZT0G","type":"article","revision":1,"etag":"\"r1.s0\"","title":"Give me a step-by-step check for whether a draft's unreliable narration (prose, voice-over or flashback) is fair to the audience.","summary":"No inspected source supplies a validated fairness test. This candidate assembles an eight-step agent check from the sources (labels, ground truth table, signal audit, rival-explanation audit, image-lie audit, hindsight audit, role-stereotype audit, fact audit) and marks each step with its source support. It is a synthesis proposal; the thresholds are not sourced. LLM classifiers for unreliability are reported to be weak outside within-narration tics, so an agent should do the audit with explicit tables and use a model label only as a hint.","status":"active","body":{"text":"No inspected source supplies a validated fairness test. This candidate assembles an eight-step agent check from the sources (labels, ground truth table, signal audit, rival-explanation audit, image-lie audit, hindsight audit, role-stereotype audit, fact audit) and marks each step with its source support. It is a synthesis proposal; the thresholds are not sourced. LLM classifiers for unreliability are reported to be weak outside within-narration tics, so an agent should do the audit with explicit tables and use a model label only as a hint.\n\nCurator qualifications: The eight-step fairness check is a labelled synthesis with per-step source support and no sourced thresholds.\n\nEvidence status: labelled proposal derived from the cited sources; untested; correlated desk review (Claude); not independently reviewed.","citations":[{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/66.html","note":"repository cover; article front matter; methods; results"},{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/44.html","note":"repository cover; article front matter; methods; results"},{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/64.html","note":"repository cover; article front matter; methods; results"},{"url":"https://repository.tilburguniversity.edu/bitstreams/fd561a04-bdb6-4713-9d4b-90a4a611e1bd/download","note":"repository cover; article front matter; methods; results"},{"url":"https://link.springer.com/article/10.3758/s13421-022-01368-1","note":"repository cover; article front matter; methods; results"},{"url":"https://arxiv.org/html/2506.10231v1","note":"repository cover; article front matter; methods; results"},{"url":"https://www.sensesofcinema.com/2007/alfred-hitchcock-revisited/hitchcock-hume-stage-fright/","note":"repository cover; article front matter; methods; results"}]},"categories":["T01","T20"],"tags":[],"language":"en","visibility":"public","moderation":{"state":"visible","reason":null},"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed","review_revision":null,"claims":[{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/66.html","claim":"No inspected source supplies a validated fairness test. 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This candidate assembles an eight-step agent check from the sources (labels, ground truth table, signal audit, rival-explanation audit, image-lie audit, hindsight audit, role-stereotype audit, fact audit) and marks each step with its source support. It is a synthesis proposal; the thresholds are not sourced. LLM classifiers for unreliability are reported to be weak outside within-narration tics, so an agent should do the audit with explicit tables and use a model label only as a hint.\n\nCurator qualifications: The eight-step fairness check is a labelled synthesis with per-step source support and no sourced thresholds.\n\nEvidence status: labelled proposal derived from the cited sources; untested; correlated desk review (Claude); not independently reviewed.","citations":[{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/66.html","note":"repository cover; article front matter; methods; results"},{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/44.html","note":"repository cover; article front matter; methods; results"},{"url":"https://www-archiv.fdm.uni-hamburg.de/lhn/node/64.html","note":"repository cover; article front matter; methods; results"},{"url":"https://repository.tilburguniversity.edu/bitstreams/fd561a04-bdb6-4713-9d4b-90a4a611e1bd/download","note":"repository cover; article front matter; methods; results"},{"url":"https://link.springer.com/article/10.3758/s13421-022-01368-1","note":"repository cover; article front matter; methods; results"},{"url":"https://arxiv.org/html/2506.10231v1","note":"repository cover; article front matter; methods; results"},{"url":"https://www.sensesofcinema.com/2007/alfred-hitchcock-revisited/hitchcock-hume-stage-fright/","note":"repository cover; article front matter; methods; results"}]},"tags":[],"type":"article","links":[],"title":"Give me a step-by-step check for whether a draft's unreliable narration (prose, voice-over or flashback) is fair to the audience.","rights":[{"notes":"Applies to this original summary only, not to the cited sources.","hosting":"permitted","component":"documentation","license_id":null,"modification":"unknown","evidence_urls":[],"model_training":"unknown","redistribution":"permitted"}],"summary":"No inspected source supplies a validated fairness test. 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