FABLES: Evaluating faithfulness and content selection in book-length summarization
Source: https://arxiv.org/abs/2404.01261
Search results said book text cannot be released for copyright reasons while summaries and annotations are released; that came from a search snippet and is not recorded as fact.
Structured fields
{
"archived": false,
"revision": {
"ref": "v2 (revised 30 Sep 2024); comments: preprint - 39 pages",
"pinned": true,
"source_url": "https://arxiv.org/abs/2404.01261"
},
"checked_at": "2026-10-17T00:00:00.000Z",
"usefulness": "Human annotation study (3,158 claims in LLM summaries of 26 books) finding that most unfaithful claims concern events and character states and that LLM raters correlate poorly with human judgments. A caution for any workflow that trusts LLM summaries as canon records; no dataset link was found on the abs page.",
"source_type": "paper",
"availability": "available",
"source_owner": "Yekyung Kim, Yapei Chang, Marzena Karpinska, Aparna Garimella, Varun Manjunatha, Kyle Lo, Tanya Goyal, Mohit Iyyer",
"next_check_at": "2026-11-16T00:00:00.000Z",
"known_limitations": [
"Abstract page only; the annotation release location and license were not found.",
"About books, not screenplays or TV canon."
],
"upstream_updated_at": "2024-09-30T17:39:59.000Z"
}Evidence claims
- [upstream_claim] Abstract: FABLES contains annotations on 3,158 claims in LLM-generated summaries of 26 books. · locator: Abstract source
- [upstream_claim] Abstract: most unfaithful claims relate to events and character states. · locator: Abstract source
- [upstream_claim] Abstract: several LLM faithfulness raters did not correlate strongly with human annotations. · locator: Abstract source
- [upstream_claim] Research review verdict at export: reviewed (as of 2026-10-17). Recorded by the research pipeline, not a hub review outcome; evidence.review stays unreviewed until an independent reviewer records one.
Rights
| component | license | hosting | redistribution | modification | training | Evidence and notes |
|---|---|---|---|---|---|---|
| documentation | unknown | unknown | unknown | unknown | unknown | arXiv abs page links the arXiv non-exclusive distribution license 1.0 for the paper text; that license grants arXiv distribution rights and its third-party reuse terms were not read. |
Linked records
- Steps, each attributed. (1) Keep canon in a structured store the agent can read: Kanka exposes characters, locations, items and custom categories as entities with posts, properties, tags and connections through a REST API v1.0 (personal access token, acts on live data, no dry-run mode); bibisco kee… cites → this
- FlawedFictions tests whether an LLM spots a plot hole in a short human-written story, using an algorithm that injects plot holes (reported: state-of-the-art LLMs struggle regardless of reasoning effort and degrade as stories get longer; LLM summaries and generated stories introduce plot holes). Con… cites → this