# RAGTruth leaderboard

external benchmark

> Every figure below is reproduced as its upstream source published it: nothing is modelled, estimated, interpolated or converted. `Unavailable` means no source published the value — it is never a zero. Each value carries its evidence state and the date it was observed.

Page: https://modelscale.dev/leaderboards/benchmarks/external-rag-truth

Every model the catalog carries a published RAGTruth value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Decision classification |
| Tasks | Detecting unsupported claims in retrieved-context answers |
| Difficulty | Depends on the evaluated split and label mapping |
| Published by | [RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models](https://github.com/ParticleMedia/RAGTruth) |

RAGTruth annotates unsupported or contradictory content in answers generated with retrieved evidence. It supports evaluation of hallucination detectors across question answering, summarization, and data-to-text tasks.

## RAGTruth ranking

No model in the catalog has a published RAGTruth score. The benchmark is defined by RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.

Rows are ordered by the value the source published, highest first. The source does not state whether a higher value is the better result, so this document does not either: for a benchmark that measures a rate of failure, read the table from the bottom.