# Captioning on BreastStage Histo Source: [Captioning on BreastStage Histo]() Collection index: [llms.txt]() Data updated: 2026-06-04T13:02:21.014Z Evaluation of Captioning performance on the BreastStage Histo dataset, reporting the Wtd metric. 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 | Captioning | | Dataset (including any stated split) | BreastStage Histo | | Metric | Wtd | | Unit | SCALAR | | 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 - [Wtd](): Higher is better; unit: SCALAR. ## Recorded results | Method | Wtd | Result date | Report paper | | --- | --- | --- | --- | | BreastGPT (learn) | 68.11 | Not recorded | 6a2106e7c10484bac23f05a3 | | BreastGPT (cluster) | 66.78 | Not recorded | 6a2106e7c10484bac23f05a3 | | Qwen3-VL (SFT) | 62.42 | Not recorded | 6a2106e7c10484bac23f05a3 | | Lingshu | 46.86 | Not recorded | 6a2106e7c10484bac23f05a3 | | HuatuoGPT-V | 46.24 | Not recorded | 6a2106e7c10484bac23f05a3 | | Qwen3-VL | 46.03 | Not recorded | 6a2106e7c10484bac23f05a3 | | Gemini-3.1-Pro | 45.84 | Not recorded | 6a2106e7c10484bac23f05a3 | | InternVL3.5 | 45.77 | Not recorded | 6a2106e7c10484bac23f05a3 | | Qwen2.5-VL | 45.71 | Not recorded | 6a2106e7c10484bac23f05a3 | | Qwen3-VL | 45.38 | Not recorded | 6a2106e7c10484bac23f05a3 | | Qwen2.5-VL | 45.07 | Not recorded | 6a2106e7c10484bac23f05a3 | | Claude-opus-4-6 | 44.94 | Not recorded | 6a2106e7c10484bac23f05a3 | | Gemini-3.1-Flash | 44.89 | Not recorded | 6a2106e7c10484bac23f05a3 | | GPT-5.4 | 44.36 | Not recorded | 6a2106e7c10484bac23f05a3 | | Claude-sonnet-4-6 | 44.21 | Not recorded | 6a2106e7c10484bac23f05a3 | | MiMo-VL | 43.98 | Not recorded | 6a2106e7c10484bac23f05a3 | ### BreastGPT (learn) Wtd: 68.11. Result ID: 6a217740fbc373592c1ed171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction. ### BreastGPT (cluster) Wtd: 66.78. Result ID: 6a217740fbc373592c1ed170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-VL (SFT) Wtd: 62.42. Result ID: 6a217740fbc373592c1ed16f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction. ### Lingshu Wtd: 46.86. Result ID: 6a217740fbc373592c1ed16d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### HuatuoGPT-V Wtd: 46.24. Result ID: 6a217740fbc373592c1ed16e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### Qwen3-VL Wtd: 46.03. Result ID: 6a217740fbc373592c1ed16a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction. ### Gemini-3.1-Pro Wtd: 45.84. Result ID: 6a217740fbc373592c1ed166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":null}. This record does not assert independent reproduction. ### InternVL3.5 Wtd: 45.77. Result ID: 6a217740fbc373592c1ed16c. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.5-VL Wtd: 45.71. Result ID: 6a217740fbc373592c1ed167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"3B"}. This record does not assert independent reproduction. ### Qwen3-VL Wtd: 45.38. Result ID: 6a217740fbc373592c1ed169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"4B"}. This record does not assert independent reproduction. ### Qwen2.5-VL Wtd: 45.07. Result ID: 6a217740fbc373592c1ed168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### Claude-opus-4-6 Wtd: 44.94. Result ID: 6a217740fbc373592c1ed163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":null}. This record does not assert independent reproduction. ### Gemini-3.1-Flash Wtd: 44.89. Result ID: 6a217740fbc373592c1ed165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":null}. This record does not assert independent reproduction. ### GPT-5.4 Wtd: 44.36. Result ID: 6a217740fbc373592c1ed162. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":null}. This record does not assert independent reproduction. ### Claude-sonnet-4-6 Wtd: 44.21. Result ID: 6a217740fbc373592c1ed164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":null}. This record does not assert independent reproduction. ### MiMo-VL Wtd: 43.98. Result ID: 6a217740fbc373592c1ed16b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.