# Reward Performance on Webshop Agent High-data

Source: [Reward Performance on Webshop Agent High-data](<https://www.sota2.com/research/sota/reward-performance-on-webshop-agent-high-data>)

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

Data updated: 2026-05-26T06:47:51.958Z

Evaluation of model performance on the Webshop Agent High-data dataset, specifically measuring test-time reward.

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 | Reward Performance |
| Dataset (including any stated split) | Webshop Agent High-data |
| Metric | Test-Time Reward |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Test-Time Reward](<https://www.sota2.com/research/sota/reward-performance-on-webshop-agent-high-data.md?metric=Test-Time%20Reward>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test-Time Reward | Result date | Report paper |
| --- | --- | --- | --- |
| MC | 45 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| MC | 43 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| ILQL | 41 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| MC | 38 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| ILQL | 36 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| MC | 31 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| ILQL | 31 | Not recorded | 6a15293bdbd7150506f7e0c4 |
| ILQL | 27 | Not recorded | 6a15293bdbd7150506f7e0c4 |

### MC

Test-Time Reward: 45. Result ID: 6a15416efbc373592c0c01c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"BOOST"}. This record does not assert independent reproduction.

### MC

Test-Time Reward: 43. Result ID: 6a15416efbc373592c0c01c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Bilevel Only"}. This record does not assert independent reproduction.

### ILQL

Test-Time Reward: 41. Result ID: 6a15416efbc373592c0c01c5.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Bilevel Only"}. This record does not assert independent reproduction.

### MC

Test-Time Reward: 38. Result ID: 6a15416efbc373592c0c01bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Vanilla"}. This record does not assert independent reproduction.

### ILQL

Test-Time Reward: 36. Result ID: 6a15416efbc373592c0c01c6.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"BOOST"}. This record does not assert independent reproduction.

### MC

Test-Time Reward: 31. Result ID: 6a15416efbc373592c0c01c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Vanilla+Syn"}. This record does not assert independent reproduction.

### ILQL

Test-Time Reward: 31. Result ID: 6a15416efbc373592c0c01c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Vanilla"}. This record does not assert independent reproduction.

### ILQL

Test-Time Reward: 27. Result ID: 6a15416efbc373592c0c01c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15293bdbd7150506f7e0c4.md>)

Recorded evaluation configuration: {"training\_regime":"Vanilla+Syn"}. This record does not assert independent reproduction.

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