# Surgical Video Question Answering on CholeVidQA-32K Source: [Surgical Video Question Answering on CholeVidQA-32K]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:59:06.521Z Evaluation of model performance on the CholeVidQA-32K dataset for surgical video question answering, reporting metrics including BLEU, ROUGE, CIDEr, and various accuracy/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 | Surgical Video Question Answering | | Dataset (including any stated split) | CholeVidQA-32K | | Metric | CR Score | | 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 - [CR Score](): Higher is better; unit: PERCENT. - [RL Score](): Higher is better; unit: PERCENT. - [LG Score](): Higher is better; unit: PERCENT. - [BLEU](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [ROUGE-L](): Higher is better; unit: SCALAR. - [CIDEr](): Higher is better; unit: SCALAR. - [Base Accuracy (Score)](): Higher is better; unit: PERCENT. - [Base Accuracy (Rate)](): Higher is better; unit: PERCENT. - [F1 Score (Score)](): Higher is better; unit: PERCENT. - [F1 Score (Rate)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CR Score | Result date | Report paper | | --- | --- | --- | --- | | SurgTEMP | 71.62 | Not recorded | 69cca6aa0636e5bf4afcbcda | | VideoGPT+-ft | 64.06 | Not recorded | 69cca6aa0636e5bf4afcbcda | | LLaVA-Video-ft | 60.05 | Not recorded | 69cca6aa0636e5bf4afcbcda | | VideoGPT+ | 36.65 | Not recorded | 69cca6aa0636e5bf4afcbcda | | LLaVA-Video | 33.29 | Not recorded | 69cca6aa0636e5bf4afcbcda | | mPLUG-Owl3 | 32.06 | Not recorded | 69cca6aa0636e5bf4afcbcda | | LongVA | 25.81 | Not recorded | 69cca6aa0636e5bf4afcbcda | | InternVideo2.5 | 16.28 | Not recorded | 69cca6aa0636e5bf4afcbcda | ### SurgTEMP CR Score: 71.62. Result ID: 69ccde4647f34ce924b6b5ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### VideoGPT+-ft CR Score: 64.06. Result ID: 69ccde4647f34ce924b6b5b8. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### LLaVA-Video-ft CR Score: 60.05. Result ID: 69ccde4647f34ce924b6b5b9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### VideoGPT+ CR Score: 36.65. Result ID: 69ccde4647f34ce924b6b5b7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-source Zero-shot"}. This record does not assert independent reproduction. ### LLaVA-Video CR Score: 33.29. Result ID: 69ccde4647f34ce924b6b5b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-source Zero-shot"}. This record does not assert independent reproduction. ### mPLUG-Owl3 CR Score: 32.06. Result ID: 69ccde4647f34ce924b6b5b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-source Zero-shot"}. This record does not assert independent reproduction. ### LongVA CR Score: 25.81. Result ID: 69ccde4647f34ce924b6b5b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-source Zero-shot"}. This record does not assert independent reproduction. ### InternVideo2.5 CR Score: 16.28. Result ID: 69ccde4647f34ce924b6b5b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Open-source Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.