# LLM Chat Evaluation on Arena-Hard v0.1 (test)

Source: [LLM Chat Evaluation on Arena-Hard v0.1 (test)](<https://www.sota2.com/research/sota/llm-chat-evaluation-on-arena-hard-v0-1-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-04T11:54:28.463Z

Evaluation of LLM chat performance using the test split of the Arena-Hard v0.1 dataset, typically measured by Win Rate (WR).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | LLM Chat Evaluation |
| Dataset (including any stated split) | Arena-Hard v0.1 (test) |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Win Rate](<https://www.sota2.com/research/sota/llm-chat-evaluation-on-arena-hard-v0-1-test.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 40.1 | Not recorded | 68fa7bef1e209131cea8b6e1 |
| Full Dataset | 38.8 | Not recorded | 68fa7bef1e209131cea8b6e1 |
| Random | 34.1 | Not recorded | 68fa7bef1e209131cea8b6e1 |
| Ours | 23.1 | Not recorded | 68fa7bef1e209131cea8b6e1 |
| Full Dataset | 21.2 | Not recorded | 68fa7bef1e209131cea8b6e1 |
| Random | 20.2 | Not recorded | 68fa7bef1e209131cea8b6e1 |

### Ours

Win Rate: 40.1. Result ID: 69a81d636dbb7075b94e1445.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1-Tulu-3-8B","Data Selection":"30% easiest prompts"}. This record does not assert independent reproduction.

### Full Dataset

Win Rate: 38.8. Result ID: 69a81d636dbb7075b94e1443.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1-Tulu-3-8B","Data Selection":"Full Dataset"}. This record does not assert independent reproduction.

### Random

Win Rate: 34.1. Result ID: 69a81d636dbb7075b94e1444.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Llama-3.1-Tulu-3-8B","Data Selection":"30% random prompts"}. This record does not assert independent reproduction.

### Ours

Win Rate: 23.1. Result ID: 69a81d636dbb7075b94e1448.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Mistral-7B-Instruct-v0.2","Data Selection":"30% easiest prompts"}. This record does not assert independent reproduction.

### Full Dataset

Win Rate: 21.2. Result ID: 69a81d636dbb7075b94e1446.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Mistral-7B-Instruct-v0.2","Data Selection":"Full Dataset"}. This record does not assert independent reproduction.

### Random

Win Rate: 20.2. Result ID: 69a81d636dbb7075b94e1447.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bef1e209131cea8b6e1.md>)

Recorded evaluation configuration: {"Base Model":"Mistral-7B-Instruct-v0.2","Data Selection":"30% random prompts"}. This record does not assert independent reproduction.

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