# Web Navigation / Skill Induction on Mind2Web Cross-Domain GPT-4.1

Source: [Web Navigation / Skill Induction on Mind2Web Cross-Domain GPT-4.1](<https://www.sota2.com/research/sota/web-navigation-skill-induction-on-mind2web-cross-domain-gpt-4-1>)

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

Data updated: 2026-06-17T07:18:49.862Z

Evaluation of agent performance on the Mind2Web Cross-Domain GPT-4.1 subset, focusing on Web Navigation success rate (SR), average LLM action count, induced skill library size, and reuse percentage.

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 / Skill Induction |
| Dataset (including any stated split) | Mind2Web Cross-Domain GPT-4.1 |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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 (SR)](<https://www.sota2.com/research/sota/web-navigation-skill-induction-on-mind2web-cross-domain-gpt-4-1.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [Average LLM Action Count](<https://www.sota2.com/research/sota/web-navigation-skill-induction-on-mind2web-cross-domain-gpt-4-1.md?metric=Average%20LLM%20Action%20Count>): Lower is better; unit: SCALAR.

- [Induced Skill Library Size](<https://www.sota2.com/research/sota/web-navigation-skill-induction-on-mind2web-cross-domain-gpt-4-1.md?metric=Induced%20Skill%20Library%20Size>): Higher is better; unit: SCALAR.

- [Skill Reuse Percentage](<https://www.sota2.com/research/sota/web-navigation-skill-induction-on-mind2web-cross-domain-gpt-4-1.md?metric=Skill%20Reuse%20Percentage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| PolySkill | 63.4 | Not recorded | 6a322a00d33dfb23e783ea55 |
| SKILLMIGRATOR | 63 | Not recorded | 6a322a00d33dfb23e783ea55 |
| ReAct | 62.3 | Not recorded | 6a322a00d33dfb23e783ea55 |
| ASI | 62.1 | Not recorded | 6a322a00d33dfb23e783ea55 |
| PolySkill | 60.1 | Not recorded | 6a322a00d33dfb23e783ea55 |
| SKILLMIGRATOR | 59.4 | Not recorded | 6a322a00d33dfb23e783ea55 |
| ASI | 57.3 | Not recorded | 6a322a00d33dfb23e783ea55 |

### PolySkill

Success Rate (SR): 63.4. Result ID: 6a324a42fbc373592c2f643c.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### SKILLMIGRATOR

Success Rate (SR): 63. Result ID: 6a324a42fbc373592c2f643d.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### ReAct

Success Rate (SR): 62.3. Result ID: 6a324a42fbc373592c2f6437.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### ASI

Success Rate (SR): 62.1. Result ID: 6a324a42fbc373592c2f643b.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aee1e209131cea85d66.md>)

Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### PolySkill

Success Rate (SR): 60.1. Result ID: 6a324a42fbc373592c2f6439.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### SKILLMIGRATOR

Success Rate (SR): 59.4. Result ID: 6a324a42fbc373592c2f643a.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

### ASI

Success Rate (SR): 57.3. Result ID: 6a324a42fbc373592c2f6438.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a00d33dfb23e783ea55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aee1e209131cea85d66.md>)

Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction.

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