# Open-ended Writing on ArenaHard

Source: [Open-ended Writing on ArenaHard](<https://www.sota2.com/research/sota/open-ended-writing-on-arenahard>)

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

Data updated: 2026-06-02T10:46:50.366Z

Evaluation of model performance on the ArenaHard dataset for Open-ended Writing tasks, measured by accuracy.

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 | Open-ended Writing |
| Dataset (including any stated split) | ArenaHard |
| Metric | Accuracy |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/open-ended-writing-on-arenahard.md?metric=Accuracy>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Official Instruct Model | 50 | Not recorded | 6a1e640adbd7150506f8564a |
| Opus-4.7 (xHigh) | 33.84 | Not recorded | 6a1e640adbd7150506f8564a |
| GLM-4.7 & ANDES | 12.94 | Not recorded | 6a1e640adbd7150506f8564a |
| GLM-4.7 (Scaffold-only) | 5.7 | Not recorded | 6a1e640adbd7150506f8564a |
| Opus-4.6 (1M) | 3.21 | Not recorded | 6a1e640adbd7150506f8564a |
| Gemini-3.1-Pro | 2.27 | Not recorded | 6a1e640adbd7150506f8564a |
| MiniMax-M2.5 | 1.76 | Not recorded | 6a1e640adbd7150506f8564a |
| GPT-5.2 | 1.27 | Not recorded | 6a1e640adbd7150506f8564a |
| Opus-4.6 | 1.15 | Not recorded | 6a1e640adbd7150506f8564a |
| Base Model (Qwen3-1.7B) | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| MiniMax-M2.1 | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| Qwen3-Max | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| Kimi-K2-Thinking | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| GPT-5.4 (High) | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| GLM-4.7 (OpenCode) | 0.91 | Not recorded | 6a1e640adbd7150506f8564a |
| Sonnet-4.5 | 0.21 | Not recorded | 6a1e640adbd7150506f8564a |
| GPT-5.1-Codex-Max | 0.14 | Not recorded | 6a1e640adbd7150506f8564a |

### Official Instruct Model

Accuracy: 50. Result ID: 6a1eb47cfbc373592c19a1e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Official Instruct Model"}. This record does not assert independent reproduction.

### Opus-4.7 (xHigh)

Accuracy: 33.84. Result ID: 6a1eb47cfbc373592c19a1f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GLM-4.7 & ANDES

Accuracy: 12.94. Result ID: 6a1eb47cfbc373592c19a1f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Proposed Method Comparison","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GLM-4.7 (Scaffold-only)

Accuracy: 5.7. Result ID: 6a1eb47cfbc373592c19a1f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Proposed Method Comparison","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Opus-4.6 (1M)

Accuracy: 3.21. Result ID: 6a1eb47cfbc373592c19a1f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Gemini-3.1-Pro

Accuracy: 2.27. Result ID: 6a1eb47cfbc373592c19a1f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### MiniMax-M2.5

Accuracy: 1.76. Result ID: 6a1eb47cfbc373592c19a1ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GPT-5.2

Accuracy: 1.27. Result ID: 6a1eb47cfbc373592c19a1f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Opus-4.6

Accuracy: 1.15. Result ID: 6a1eb47cfbc373592c19a1ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Base Model (Qwen3-1.7B)

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Zero-Shot"}. This record does not assert independent reproduction.

### MiniMax-M2.1

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Qwen3-Max

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Kimi-K2-Thinking

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GPT-5.4 (High)

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GLM-4.7 (OpenCode)

Accuracy: 0.91. Result ID: 6a1eb47cfbc373592c19a1f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Proposed Method Comparison","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Sonnet-4.5

Accuracy: 0.21. Result ID: 6a1eb47cfbc373592c19a1e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### GPT-5.1-Codex-Max

Accuracy: 0.14. Result ID: 6a1eb47cfbc373592c19a1ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e640adbd7150506f8564a.md>)

Recorded evaluation configuration: {"Evaluation Category":"Agent-Post-Trained","Base Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

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