# Web Agent Navigation on MiniWoB (full)

Source: [Web Agent Navigation on MiniWoB (full)](<https://www.sota2.com/research/sota/web-agent-navigation-on-miniwob-full>)

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

Data updated: 2026-04-10T08:05:12.655Z

Evaluation of web agent performance on the full set of tasks within the MiniWoB dataset, focusing on navigation capabilities, measured by Success Rate.

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 Agent Navigation |
| Dataset (including any stated split) | MiniWoB (full) |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/web-agent-navigation-on-miniwob-full.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini 3.1 Pro | 77.1 | Not recorded | 69d883f37d0172140ec77912 |
| Qwen3.5-27B | 70.9 | Not recorded | 69d883f37d0172140ec77912 |
| Claude 3.5 Sonnet | 69.8 | Not recorded | 69d883f37d0172140ec77912 |
| A3-Qwen3.5-9B | 69 | Not recorded | 69d883f37d0172140ec77912 |
| o1-mini | 67.8 | Not recorded | 69d883f37d0172140ec77912 |
| Llama 3.1 405B | 64.6 | Not recorded | 69d883f37d0172140ec77912 |
| GPT-4o | 63.8 | Not recorded | 69d883f37d0172140ec77912 |
| Qwen3.5-9B (base) | 63.2 | Not recorded | 69d883f37d0172140ec77912 |
| Llama 3.1 70B | 57.6 | Not recorded | 69d883f37d0172140ec77912 |
| GPT-4o-mini | 56.6 | Not recorded | 69d883f37d0172140ec77912 |

### Gemini 3.1 Pro

Success Rate: 77.1. Result ID: 69d8af1c47f34ce924c15e41.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

Recorded evaluation configuration: {"Agent harness":"This work"}. This record does not assert independent reproduction.

### Qwen3.5-27B

Success Rate: 70.9. Result ID: 69d8af1c47f34ce924c15e42.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Params":"27B","Agent harness":"This work"}. This record does not assert independent reproduction.

### Claude 3.5 Sonnet

Success Rate: 69.8. Result ID: 69d8af1c47f34ce924c15e3b.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

### A3-Qwen3.5-9B

Success Rate: 69. Result ID: 69d8af1c47f34ce924c15e43.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Implementation](<https://github.com/McGill-NLP/agent-as-annotators>)

Recorded evaluation configuration: {"Params":"9B","Agent harness":"This work"}. This record does not assert independent reproduction.

### o1-mini

Success Rate: 67.8. Result ID: 69d8af1c47f34ce924c15e3c.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

### Llama 3.1 405B

Success Rate: 64.6. Result ID: 69d8af1c47f34ce924c15e3e.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Params":"405B","Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

### GPT-4o

Success Rate: 63.8. Result ID: 69d8af1c47f34ce924c15e3d.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

### Qwen3.5-9B (base)

Success Rate: 63.2. Result ID: 69d8af1c47f34ce924c15e44.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Params":"9B","Agent harness":"This work"}. This record does not assert independent reproduction.

### Llama 3.1 70B

Success Rate: 57.6. Result ID: 69d8af1c47f34ce924c15e3f.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Params":"70B","Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

### GPT-4o-mini

Success Rate: 56.6. Result ID: 69d8af1c47f34ce924c15e40.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f37d0172140ec77912.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7167a.md>)

Recorded evaluation configuration: {"Agent harness":"BrowserGym ecosystem"}. This record does not assert independent reproduction.

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