BWhat changed
Document-grounding benchmark filters unhelpful responses before multi-judge support assessment; the later FACTS suite adds multimodal, parametric and standardized-search dimensions plus revised grounding judges.
Scientific scope
Document-grounding benchmark filters unhelpful responses before multi-judge support assessment; the later FACTS suite adds multimodal, parametric and standardized-search dimensions plus revised grounding judges. One evolving evaluation family with source-specific dates/bylines, not four additional inventions. Source grounding is not all-world truth, and benchmarks do not certify safety or universal reliability. Search access and judge protocols matter; original and revised grounding scores are not interchangeable.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. One evolving evaluation family with source-specific dates/bylines, not four additional inventions. Source grounding is not all-world truth, and benchmarks do not certify safety or universal reliability. Search access and judge protocols matter; original and revised grounding scores are not interchangeable.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input
- The FACTS Leaderboard: A Comprehensive Benchmark for Large Language Model Factuality
- FACTS Grounding: A new benchmark for evaluating the factuality of large language models
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
Full scientific record · Browse contribution grades · Request a correction