# Bioactivity-Structure Annotation on BIOVISTA Source: [Bioactivity-Structure Annotation on BIOVISTA]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:21:18.037Z Evaluation of model performance on Bioactivity-Structure Annotation using the BIOVISTA dataset, assessed using Top-K accuracy metrics. 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-Structure Annotation | | Dataset (including any stated split) | BIOVISTA | | Metric | Top-1 Accuracy | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-3 Accuracy](): Higher is better; unit: PERCENT. - [Top-10 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-VL-235B | 23.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4o-mini | 21.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | Claude haiku-4-5 | 21.4 | Not recorded | 69eaf93355a3c32af89f8a85 | | BIOMINER-INSTRUCT | 20.2 | Not recorded | 69eaf93355a3c32af89f8a85 | | Gemini 2.0-flash | 19.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | Grok-4-fast | 19.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-32B | 19.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4.1-mini | 19.2 | Not recorded | 69eaf93355a3c32af89f8a85 | ### Qwen3-VL-235B Top-1 Accuracy: 23.8. Result ID: 69eb27eb47f34ce924d35b55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o-mini Top-1 Accuracy: 21.8. Result ID: 69eb27eb47f34ce924d35b50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude haiku-4-5 Top-1 Accuracy: 21.4. Result ID: 69eb27eb47f34ce924d35b53. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIOMINER-INSTRUCT Top-1 Accuracy: 20.2. Result ID: 69eb27eb47f34ce924d35b56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 2.0-flash Top-1 Accuracy: 19.8. Result ID: 69eb27eb47f34ce924d35b4f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grok-4-fast Top-1 Accuracy: 19.8. Result ID: 69eb27eb47f34ce924d35b52. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-32B Top-1 Accuracy: 19.8. Result ID: 69eb27eb47f34ce924d35b54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4.1-mini Top-1 Accuracy: 19.2. Result ID: 69eb27eb47f34ce924d35b51. [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.