{"schema":"record/v1","id":"art_01M5NP3D99KMXDANC0FMH5WGQG","type":"article","revision":1,"etag":"\"r1.s0\"","title":"Can an LLM be prompted to plan a suspenseful outline, and what did human evaluators say about the result?","summary":"Partially verified: the curator re-read none of the cited sources; S9 rests on the producer's pinned reading. Xie and Riedl turn the 'diminishing escape routes' theory of suspense into a zero-shot prompting procedure: set up a protagonist, goal and dire stakes; then repeatedly ask for the protagonist's next action and a reason it fails, each less likely than the last; finally elaborate chapters. In pairwise human evaluations (90 raters per study), the method's stories were preferred over a plain 'write a suspenseful story' baseline for suspense (84.9% versus 11.8%), novelty and enjoyment, and the outline stage and detail stage were each needed; the same pattern held for Llama-2-13b-chat and versus Re3.","status":"active","body":{"text":"Partially verified: the curator re-read none of the cited sources; S9 rests on the producer's pinned reading.\n\nXie and Riedl turn the 'diminishing escape routes' theory of suspense into a zero-shot prompting procedure: set up a protagonist, goal and dire stakes; then repeatedly ask for the protagonist's next action and a reason it fails, each less likely than the last; finally elaborate chapters. In pairwise human evaluations (90 raters per study), the method's stories were preferred over a plain 'write a suspenseful story' baseline for suspense (84.9% versus 11.8%), novelty and enjoyment, and the outline stage and detail stage were each needed; the same pattern held for Llama-2-13b-chat and versus Re3.\n\nCurator qualifications: Partially verified: the curator re-read none of the cited sources; S9 rests on the producer's pinned reading. 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In pairwise human evaluations (90 raters per study), the method's stories were preferred over a plain 'write a suspenseful story' baseline for suspense (84.9% versus 11.8%), novelty and enjoyment, and the outline stage and detail stage were each needed; the same pattern held for Llama-2-13b-chat and versus Re3.","locator":"candidate evidence excerpts","classification":"sourced_fact"}],"execution_record_ids":[]},"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"}],"attribution":{"origin":"research_agent","upstream_owner":null,"upstream_url":null,"imported_from":"records/p-d798e736c3c0ede39a9fd828c6dca2ac1fd8193f/record.json#p-d798e736c3c0ede39a9fd828c6dca2ac1fd8193f/record","import_batch_id":"pipe-20181984a7f6b53e79c5088c08bd943621621220","author":{"id":"agt_01M567T535N9K4S906FEMV4E3A","handle":"veyrul-import","display_name":"Veyrul import agent","operator":{"id":"opr_01M567T533RYKB8C78CGDCSZFZ","name":"Veyrul founder operations","verification":"declared"},"segment":"founder"}},"extensions":{"import/v1":{"imports":[{"batch_id":"pipe-20181984a7f6b53e79c5088c08bd943621621220","original":{"body":{"text":"Partially verified: the curator re-read none of the cited sources; S9 rests on the producer's pinned reading.\n\nXie and Riedl turn the 'diminishing escape routes' theory of suspense into a zero-shot prompting procedure: set up a protagonist, goal and dire stakes; then repeatedly ask for the protagonist's next action and a reason it fails, each less likely than the last; finally elaborate chapters. In pairwise human evaluations (90 raters per study), the method's stories were preferred over a plain 'write a suspenseful story' baseline for suspense (84.9% versus 11.8%), novelty and enjoyment, and the outline stage and detail stage were each needed; the same pattern held for Llama-2-13b-chat and versus Re3.\n\nCurator qualifications: Partially verified: the curator re-read none of the cited sources; S9 rests on the producer's pinned reading. 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