# Markush Enumeration on BIOVISTA Source: [Markush Enumeration on BIOVISTA]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:21:17.921Z Evaluation of model performance on Markush Enumeration using the BIOVISTA dataset, assessed using Recall, Precision, and F1 scores. 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 | Markush Enumeration | | Dataset (including any stated split) | BIOVISTA | | Metric | Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | 74.3 | Not recorded | 69eaf93355a3c32af89f8a85 | | BIOMINER-INSTRUCT | 70.9 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-235B | 65.5 | Not recorded | 69eaf93355a3c32af89f8a85 | | Gemini 2.0-flash | 62.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-235B | 61.1 | Not recorded | 69eaf93355a3c32af89f8a85 | | Gemini 2.0-flash | 57.9 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-32B | 42.2 | Not recorded | 69eaf93355a3c32af89f8a85 | | Claude haiku-4-5 | 38 | Not recorded | 69eaf93355a3c32af89f8a85 | | Qwen3-VL-32B | 37.5 | Not recorded | 69eaf93355a3c32af89f8a85 | | Claude haiku-4-5 | 30.9 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4.1-mini | 25.5 | Not recorded | 69eaf93355a3c32af89f8a85 | | Grok-4-fast | 22.3 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4.1-mini | 21.9 | Not recorded | 69eaf93355a3c32af89f8a85 | | Grok-4-fast | 16.8 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4o-mini | 5 | Not recorded | 69eaf93355a3c32af89f8a85 | | GPT-4o-mini | 3.9 | Not recorded | 69eaf93355a3c32af89f8a85 | ### BIOMINER-INSTRUCT Recall: 74.3. Result ID: 69eb27eb47f34ce924d35b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### BIOMINER-INSTRUCT Recall: 70.9. Result ID: 69eb27eb47f34ce924d35b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### Qwen3-VL-235B Recall: 65.5. Result ID: 69eb27eb47f34ce924d35b34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### Gemini 2.0-flash Recall: 62.8. Result ID: 69eb27eb47f34ce924d35b28. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### Qwen3-VL-235B Recall: 61.1. Result ID: 69eb27eb47f34ce924d35b33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### Gemini 2.0-flash Recall: 57.9. Result ID: 69eb27eb47f34ce924d35b27. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Recall: 42.2. Result ID: 69eb27eb47f34ce924d35b32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### Claude haiku-4-5 Recall: 38. Result ID: 69eb27eb47f34ce924d35b30. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Recall: 37.5. Result ID: 69eb27eb47f34ce924d35b31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### Claude haiku-4-5 Recall: 30.9. Result ID: 69eb27eb47f34ce924d35b2f. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### GPT-4.1-mini Recall: 25.5. Result ID: 69eb27eb47f34ce924d35b2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### Grok-4-fast Recall: 22.3. Result ID: 69eb27eb47f34ce924d35b2e. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### GPT-4.1-mini Recall: 21.9. Result ID: 69eb27eb47f34ce924d35b2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### Grok-4-fast Recall: 16.8. Result ID: 69eb27eb47f34ce924d35b2d. [Reporting paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. This record does not assert independent reproduction. ### GPT-4o-mini Recall: 5. Result ID: 69eb27eb47f34ce924d35b2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"without"}. This record does not assert independent reproduction. ### GPT-4o-mini Recall: 3.9. Result ID: 69eb27eb47f34ce924d35b29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coreference Status (with/without)":"with"}. 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