# Web Navigation Question Answering on WebWalker QA (Pass@1)

Source: [Web Navigation Question Answering on WebWalker QA (Pass@1)](<https://www.sota2.com/research/sota/web-navigation-question-answering-on-webwalker-qa-pass-at-1>)

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

Data updated: 2026-05-19T10:32:17.828Z

Evaluation of model performance on the WebWalker QA dataset for Web Navigation Question Answering, measured using the Pass@1 metric.

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 | Web Navigation Question Answering |
| Dataset (including any stated split) | WebWalker QA |
| Metric | Pass@1 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/web-navigation-question-answering-on-webwalker-qa-pass-at-1.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Tongyi DeepResearch | 72.2 | Not recorded | 69019f853ef7ccd74e5e3b7f |
| OpenAI o3 | 71.7 | Not recorded | 69019f853ef7ccd74e5e3b7f |
| GLM 4.5 | 65.6 | Not recorded | 69019f853ef7ccd74e5e3b7f |
| Kimi K2 | 63 | Not recorded | 69019f853ef7ccd74e5e3b7f |
| Claude-4-Sonnet | 61.7 | Not recorded | 69019f853ef7ccd74e5e3b7f |
| DeepSeek-V3.1 | 61.2 | Not recorded | 69019f853ef7ccd74e5e3b7f |

### Tongyi DeepResearch

Pass@1: 72.2. Result ID: 6a0c3bb2fbc373592c02fbc7.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

Recorded evaluation configuration: {"Agent Type":"DeepResearch Agent","Configuration":"30B-A3B"}. This record does not assert independent reproduction.

### OpenAI o3

Pass@1: 71.7. Result ID: 6a0c3bb2fbc373592c02fbc6.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

Recorded evaluation configuration: {"Agent Type":"LLM-based ReAct Agent"}. This record does not assert independent reproduction.

### GLM 4.5

Pass@1: 65.6. Result ID: 6a0c3bb2fbc373592c02fbc2.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a891e209131cea83c41.md>)

Recorded evaluation configuration: {"Agent Type":"LLM-based ReAct Agent"}. This record does not assert independent reproduction.

### Kimi K2

Pass@1: 63. Result ID: 6a0c3bb2fbc373592c02fbc3.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4a1e209131cea823a1.md>)

Recorded evaluation configuration: {"Agent Type":"LLM-based ReAct Agent"}. This record does not assert independent reproduction.

### Claude-4-Sonnet

Pass@1: 61.7. Result ID: 6a0c3bb2fbc373592c02fbc5.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

Recorded evaluation configuration: {"Agent Type":"LLM-based ReAct Agent"}. This record does not assert independent reproduction.

### DeepSeek-V3.1

Pass@1: 61.2. Result ID: 6a0c3bb2fbc373592c02fbc4.

[Reporting paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

Recorded evaluation configuration: {"Agent Type":"LLM-based ReAct Agent"}. This record does not assert independent reproduction.

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