# Web Navigation on WebArena (online)

Source: [Web Navigation on WebArena (online)](<https://www.sota2.com/research/sota/web-navigation-on-webarena-online>)

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

Data updated: 2026-03-05T07:21:08.414Z

Evaluation of web agent performance on the online execution environment of the WebArena dataset, reporting success rates across specific domains such as Shopping, GitLab, and Multi-site tasks.

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 |
| Dataset (including any stated split) | WebArena (online) |
| Metric | Shopping Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

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

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

## Recorded results

| Method | Shopping Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| PLUGMEM | 52.6 | Not recorded | 69a90ddd2d603e6de3e4058a |
| A-Mem | 44.7 | Not recorded | 69a90ddd2d603e6de3e4058a |
| Van. Retrieval | 43 | Not recorded | 69a90ddd2d603e6de3e4058a |
| AgentOccam | 42.1 | Not recorded | 69a90ddd2d603e6de3e4058a |
| AWM | 26.3 | Not recorded | 69a90ddd2d603e6de3e4058a |

### PLUGMEM

Shopping Success Rate: 52.6. Result ID: 69a92ed76dbb7075b952279c.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

Recorded evaluation configuration: {"Emb":"NVE","Agent":"Q32+4o","#TokAvg.":"301","Info. Density":"1.4e-3"}. This record does not assert independent reproduction.

### A-Mem

Shopping Success Rate: 44.7. Result ID: 69a92ed76dbb7075b952279a.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf31e209131cea8b869.md>)

Recorded evaluation configuration: {"Emb":"NVE","Agent":"Q32+4o","#TokAvg.":"20516","Info. Density":"3.4e-7"}. This record does not assert independent reproduction.

### Van. Retrieval

Shopping Success Rate: 43. Result ID: 69a92ed76dbb7075b9522799.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Emb":"NVE","Agent":"Q32+4o","#TokAvg.":"8733","Info. Density":"2.0e-6"}. This record does not assert independent reproduction.

### AgentOccam

Shopping Success Rate: 42.1. Result ID: 69a92ed76dbb7075b9522798.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c41e209131cea7a605.md>)

Recorded evaluation configuration: {"Emb":"-","Agent":"4o"}. This record does not assert independent reproduction.

### AWM

Shopping Success Rate: 26.3. Result ID: 69a92ed76dbb7075b952279b.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddd2d603e6de3e4058a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74cb1e209131cea63e3b.md>)

Recorded evaluation configuration: {"Emb":"-","Agent":"4o","#TokAvg.":"696","Info. Density":"-7.9e-4"}. This record does not assert independent reproduction.

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