# Clinical Task Execution on MedAgentBench (val) Source: [Clinical Task Execution on MedAgentBench (val)]() Collection index: [llms.txt]() Data updated: 2026-05-29T09:53:30.787Z Evaluation of model performance on Clinical Task Execution using the validation split of the MedAgentBench dataset, 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 (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 | 86.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 86 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 84.6 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 68.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | GRASP | 66.7 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 62.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 55 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 54.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 52.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 51.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 51.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 50.7 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 49.6 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 49 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 48.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 47.9 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 47.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 46.7 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 46.2 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 45.4 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 45 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 42.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | ExpeL | 42.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 42.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Evo-MedAgent | 42.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 41.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 40.6 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 40.1 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 38.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 36.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 36.5 | Not recorded | 6a191dcfdbd7150506f82a5c | | No skills | 36.4 | Not recorded | 6a191dcfdbd7150506f82a5c | | SkillX | 33.8 | Not recorded | 6a191dcfdbd7150506f82a5c | | Seq. Memory | 33 | Not recorded | 6a191dcfdbd7150506f82a5c | | Batch Memory | 29.2 | Not recorded | 6a191dcfdbd7150506f82a5c | ### GRASP Accuracy: 86.2. Result ID: 6a1961e3fbc373592c142edb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### GRASP Accuracy: 86. Result ID: 6a1961e3fbc373592c142ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### GRASP Accuracy: 84.6. Result ID: 6a1961e3fbc373592c142ee2. [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: 6a1961e3fbc373592c142ecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### GRASP Accuracy: 66.7. Result ID: 6a1961e3fbc373592c142ed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 62.5. Result ID: 6a1961e3fbc373592c142ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### SkillX Accuracy: 55. Result ID: 6a1961e3fbc373592c142ecc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### SkillX Accuracy: 54.2. Result ID: 6a1961e3fbc373592c142ed3. [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: 52.5. Result ID: 6a1961e3fbc373592c142ecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### SkillX Accuracy: 51.5. Result ID: 6a1961e3fbc373592c142ec5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 51.2. Result ID: 6a1961e3fbc373592c142ed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 50.7. Result ID: 6a1961e3fbc373592c142eca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 49.6. Result ID: 6a1961e3fbc373592c142ed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### No skills Accuracy: 49. Result ID: 6a1961e3fbc373592c142ece. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 48.8. Result ID: 6a1961e3fbc373592c142ecf. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 47.9. Result ID: 6a1961e3fbc373592c142ede. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 47.5. Result ID: 6a1961e3fbc373592c142ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 46.7. Result ID: 6a1961e3fbc373592c142edd. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 46.2. Result ID: 6a1961e3fbc373592c142ed7. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### SkillX Accuracy: 45.4. Result ID: 6a1961e3fbc373592c142ee1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 45. Result ID: 6a1961e3fbc373592c142edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 42.5. Result ID: 6a1961e3fbc373592c142ed6. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### ExpeL Accuracy: 42.5. Result ID: 6a1961e3fbc373592c142ed8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 42.5. Result ID: 6a1961e3fbc373592c142ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### Evo-MedAgent Accuracy: 42.5. Result ID: 6a1961e3fbc373592c142ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### No skills Accuracy: 41.8. Result ID: 6a1961e3fbc373592c142ec7. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### No skills Accuracy: 40.6. Result ID: 6a1961e3fbc373592c142edc. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-5.4 (low)"}. This record does not assert independent reproduction. ### No skills Accuracy: 40.1. Result ID: 6a1961e3fbc373592c142ed5. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 38.5. Result ID: 6a1961e3fbc373592c142ec1. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 36.8. Result ID: 6a1961e3fbc373592c142ec2. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 36.5. Result ID: 6a1961e3fbc373592c142ec9. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### No skills Accuracy: 36.4. Result ID: 6a1961e3fbc373592c142ec0. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### SkillX Accuracy: 33.8. Result ID: 6a1961e3fbc373592c142eda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-4.1"}. This record does not assert independent reproduction. ### Seq. Memory Accuracy: 33. Result ID: 6a1961e3fbc373592c142ec8. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeepSeek V4 Flash"}. This record does not assert independent reproduction. ### Batch Memory Accuracy: 29.2. Result ID: 6a1961e3fbc373592c142ed0. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini 3.1 Flash Lite"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.