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.
Building on (1), textual bounding-box descriptions of key evidence re- gions are injected into the prompt, additionally removing the region-grounding burden
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.