# Clinical Task Execution on MedAgentBench v2 (val) Source: [Clinical Task Execution on MedAgentBench v2 (val)]() Collection index: [llms.txt]() Data updated: 2026-05-29T09:53:30.885Z Evaluation of model performance on Clinical Task Execution using the validation split of MedAgentBench version 2, measured by Accuracy. 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 | Clinical Task Execution | | Dataset (including any stated split) | MedAgentBench v2 (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GRASP | 77 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 73.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 72.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 72.1 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 71.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 70.4 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 68.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 68.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 68.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 68.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 68.3 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 67.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 66.7 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 65.9 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 65.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 65.4 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 65.3 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 63.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 62.9 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 62.9 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 62.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 62.1 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 60 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 58.3 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 57.6 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 55.4 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 54.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 47.6 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 36.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 31.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 25.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 23.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 19.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 17.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 17.8 | Not recorded | 6a191dcfdbd7150506f82a5c | ### GRASP Accuracy: 77. Result ID: 6a1961e3fbc373592c142f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### GRASP Accuracy: 73.8. Result ID: 6a1961e3fbc373592c142f44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 72.5. Result ID: 6a1961e3fbc373592c142f41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### SkillX Accuracy: 72.1. Result ID: 6a1961e3fbc373592c142f43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### GRASP Accuracy: 71.2. Result ID: 6a1961e3fbc373592c142f4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 70.4. Result ID: 6a1961e3fbc373592c142f48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### GRASP Accuracy: 68.8. Result ID: 6a1961e3fbc373592c142f3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 68.8. Result ID: 6a1961e3fbc373592c142f3f. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 68.8. Result ID: 6a1961e3fbc373592c142f49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### SkillX Accuracy: 68.8. Result ID: 6a1961e3fbc373592c142f4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 68.3. Result ID: 6a1961e3fbc373592c142f40. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### SkillX Accuracy: 67.5. Result ID: 6a1961e3fbc373592c142f2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 66.7. Result ID: 6a1961e3fbc373592c142f42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### No skills Accuracy: 65.9. Result ID: 6a1961e3fbc373592c142f3e. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 65.5. Result ID: 6a1961e3fbc373592c142f2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### SkillX Accuracy: 65.4. Result ID: 6a1961e3fbc373592c142f3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 65.3. Result ID: 6a1961e3fbc373592c142f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### No skills Accuracy: 63.5. Result ID: 6a1961e3fbc373592c142f45. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 62.9. Result ID: 6a1961e3fbc373592c142f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 62.9. Result ID: 6a1961e3fbc373592c142f47. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 62.2. Result ID: 6a1961e3fbc373592c142f2b. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 62.1. Result ID: 6a1961e3fbc373592c142f46. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 60. Result ID: 6a1961e3fbc373592c142f38. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 58.3. Result ID: 6a1961e3fbc373592c142f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### No skills Accuracy: 57.6. Result ID: 6a1961e3fbc373592c142f29. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 55.4. Result ID: 6a1961e3fbc373592c142f39. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 54.2. Result ID: 6a1961e3fbc373592c142f2a. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### No skills Accuracy: 47.6. Result ID: 6a1961e3fbc373592c142f37. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### GRASP Accuracy: 36.8. Result ID: 6a1961e3fbc373592c142f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 31.5. Result ID: 6a1961e3fbc373592c142f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 25.5. Result ID: 6a1961e3fbc373592c142f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### No skills Accuracy: 23.8. Result ID: 6a1961e3fbc373592c142f30. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### SkillX Accuracy: 19.5. Result ID: 6a1961e3fbc373592c142f35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 17.8. Result ID: 6a1961e3fbc373592c142f31. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 17.8. Result ID: 6a1961e3fbc373592c142f32. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.