DocScope benchmarks long-document QA by requiring models to predict evidence pages, regions, facts, and answers, finding that even correct answers have complete evidence chains only 29% of the time at best.
The input context is restricted to the gold evidence pages while retaining the standard reasoning prompt, removing the page-localization burden
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DocScope: Benchmarking Verifiable Reasoning for Trustworthy Long-Document Understanding
DocScope benchmarks long-document QA by requiring models to predict evidence pages, regions, facts, and answers, finding that even correct answers have complete evidence chains only 29% of the time at best.