# Bioactivity Measurement Extraction on BIOVISTA Source: [Bioactivity Measurement Extraction on BIOVISTA]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:21:17.982Z Evaluation of model performance on extracting bioactivity measurements from the BIOVISTA dataset, assessed using metrics like F1, Precision, and Recall. 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 | Bioactivity Measurement Extraction | | Dataset (including any stated split) | BIOVISTA | | Metric | Recall | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | BIOMINER-INSTRUCT | 64.7 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-32B | 62.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-235B | 61.1 | Not recorded | 69eaf93355a3c32af89f8a85 | | Gemini 2.0-flash | 58.3 | Not recorded | 69eaf93355a3c32af89f8a85 | | Grok-4-fast | 51.3 | Not recorded | 69eaf93355a3c32af89f8a85 | | Claude haiku-4-5 | 40 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4.1-mini | 36.3 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4o-mini | 25.1 | Not recorded | 69eaf93355a3c32af89f8a85 | ### BIOMINER-INSTRUCT Recall: 64.7. Result ID: 69eb27eb47f34ce924d35b46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-32B Recall: 62.8. Result ID: 69eb27eb47f34ce924d35b44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-235B Recall: 61.1. Result ID: 69eb27eb47f34ce924d35b45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 2.0-flash Recall: 58.3. Result ID: 69eb27eb47f34ce924d35b3f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grok-4-fast Recall: 51.3. Result ID: 69eb27eb47f34ce924d35b42. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude haiku-4-5 Recall: 40. Result ID: 69eb27eb47f34ce924d35b43. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4.1-mini Recall: 36.3. Result ID: 69eb27eb47f34ce924d35b41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o-mini Recall: 25.1. Result ID: 69eb27eb47f34ce924d35b40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.