# Multimodal multi-span medical question answering on M3QuestionIng Source: [Multimodal multi-span medical question answering on M3QuestionIng]() Collection index: [llms.txt]() Data updated: 2026-06-30T06:39:46.365Z Evaluation of model performance on the M3QuestionIng dataset for multimodal multi-span medical question answering, reporting Accuracy, F1-Score, and Exact Match. 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 | Multimodal multi-span medical question answering | | Dataset (including any stated split) | M3QuestionIng | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. - [F1-Score](): Higher is better; unit: PERCENT. - [Exact Match](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | M3QAFrame | 94.34 | Not recorded | 6a434d6eba73165dbb7437c5 | | M3QAFrame | 90.51 | Not recorded | 6a434d6eba73165dbb7437c5 | | Longformer | 65.23 | Not recorded | 6a434d6eba73165dbb7437c5 | | Longformer | 61.85 | Not recorded | 6a434d6eba73165dbb7437c5 | | QueSemKnow | 58.31 | Not recorded | 6a434d6eba73165dbb7437c5 | | MultiCo | 46.21 | Not recorded | 6a434d6eba73165dbb7437c5 | | XLNet | 39.28 | Not recorded | 6a434d6eba73165dbb7437c5 | | XLNet | 38.01 | Not recorded | 6a434d6eba73165dbb7437c5 | | RoBERTA | 26.89 | Not recorded | 6a434d6eba73165dbb7437c5 | | BERT | 24.82 | Not recorded | 6a434d6eba73165dbb7437c5 | | TANDA | 23.48 | Not recorded | 6a434d6eba73165dbb7437c5 | ### M3QAFrame Accuracy: 94.34. Result ID: 6a436497fbc373592c92bdf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Use of image":"true"}. This record does not assert independent reproduction. ### M3QAFrame Accuracy: 90.51. Result ID: 6a436497fbc373592c92bdf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### Longformer Accuracy: 65.23. Result ID: 6a436497fbc373592c92bdf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"true"}. This record does not assert independent reproduction. ### Longformer Accuracy: 61.85. Result ID: 6a436497fbc373592c92bdf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### QueSemKnow Accuracy: 58.31. Result ID: 6a436497fbc373592c92bdf0. [Reporting paper]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### MultiCo Accuracy: 46.21. Result ID: 6a436497fbc373592c92bdef. [Reporting paper]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### XLNet Accuracy: 39.28. Result ID: 6a436497fbc373592c92bdf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"true"}. This record does not assert independent reproduction. ### XLNet Accuracy: 38.01. Result ID: 6a436497fbc373592c92bdf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### RoBERTA Accuracy: 26.89. Result ID: 6a436497fbc373592c92bded. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### BERT Accuracy: 24.82. Result ID: 6a436497fbc373592c92bdec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. ### TANDA Accuracy: 23.48. Result ID: 6a436497fbc373592c92bdee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Use of image":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.