# Web Navigation and Skill Induction on Mind2Web Cross-Website GPT-4.1 Source: [Web Navigation and Skill Induction on Mind2Web Cross-Website GPT-4.1]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:18:49.830Z Evaluation of agent performance on the Mind2Web Cross-Website GPT-4.1 dataset, focusing on Web Navigation and Skill Induction capabilities, reporting Success Rate (SR), average LLM action count, and library size. 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-Website 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)](): Higher is better; unit: PERCENT. - [Average LLM Action Count](): Lower is better; unit: SCALAR. - [Library Size (\|K\|)](): Lower is better; unit: SIZE. ## Recorded results | Method | Success Rate (SR) | Result date | Report paper | | --- | --- | --- | --- | | PolySkill | 61.3 | Not recorded | 6a322a00d33dfb23e783ea55 | | SKILLMIGRATOR | 60.5 | Not recorded | 6a322a00d33dfb23e783ea55 | | ASI | 58.7 | Not recorded | 6a322a00d33dfb23e783ea55 | | PolySkill | 57.6 | Not recorded | 6a322a00d33dfb23e783ea55 | | SKILLMIGRATOR | 57.1 | Not recorded | 6a322a00d33dfb23e783ea55 | | ReAct | 56.2 | Not recorded | 6a322a00d33dfb23e783ea55 | | ASI | 54.9 | Not recorded | 6a322a00d33dfb23e783ea55 | ### PolySkill Success Rate (SR): 61.3. Result ID: 6a324a42fbc373592c2f6435. [Reporting paper]() Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### SKILLMIGRATOR Success Rate (SR): 60.5. Result ID: 6a324a42fbc373592c2f6436. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### ASI Success Rate (SR): 58.7. Result ID: 6a324a42fbc373592c2f6434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Library Regime":"+Update","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### PolySkill Success Rate (SR): 57.6. Result ID: 6a324a42fbc373592c2f6432. [Reporting paper]() Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### SKILLMIGRATOR Success Rate (SR): 57.1. Result ID: 6a324a42fbc373592c2f6433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### ReAct Success Rate (SR): 56.2. Result ID: 6a324a42fbc373592c2f6430. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. ### ASI Success Rate (SR): 54.9. Result ID: 6a324a42fbc373592c2f6431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Library Regime":"Static","Base LLM":"GPT-4.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.