# Video Question Answering on TGIF-QA zero-shot (test) Source: [Video Question Answering on TGIF-QA zero-shot (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:14.556Z Evaluation of model performance on the zero-shot test split of the TGIF-QA dataset for Video Question Answering tasks, focusing on general accuracy and derived 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 | Video Question Answering | | Dataset (including any stated split) | TGIF-QA zero-shot (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LinVT-Qwen2-VL | 81.3 | Not recorded | 68fa762f1e209131cea6bbab | | LinVT-InternVL2 | 79.4 | Not recorded | 68fa762f1e209131cea6bbab | | LinVT-Molmo | 79.3 | Not recorded | 68fa762f1e209131cea6bbab | | Tarsier | 79.2 | Not recorded | 68fa762f1e209131cea6bbab | | SlowFast-LLaVA | 78.7 | Not recorded | 68fa762f1e209131cea6bbab | | LinVT-BLIP-3 | 78.7 | Not recorded | 68fa762f1e209131cea6bbab | | PLLaVA | 77.5 | Not recorded | 68fa762f1e209131cea6bbab | | BLIP-3-Video | 76.5 | Not recorded | 68fa762f1e209131cea6bbab | | LinVT-Aquila | 73.6 | Not recorded | 68fa762f1e209131cea6bbab | | MiniGPT4-Video | 72.2 | Not recorded | 68fa762f1e209131cea6bbab | | LinVT-Mipha | 71.1 | Not recorded | 68fa762f1e209131cea6bbab | | Video-LLaVA | 70 | Not recorded | 68fa762f1e209131cea6bbab | | Chat-UniVi | 69 | Not recorded | 68fa762f1e209131cea6bbab | | Video-ChatGPT | 51.4 | Not recorded | 68fa762f1e209131cea6bbab | | VideoChat | 34.4 | Not recorded | 68fa762f1e209131cea6bbab | ### LinVT-Qwen2-VL Accuracy: 81.3. Result ID: 69942ab03a6c3148491b8330. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### LinVT-InternVL2 Accuracy: 79.4. Result ID: 69942ab03a6c3148491b8331. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"8B","Zero-shot":true}. This record does not assert independent reproduction. ### LinVT-Molmo Accuracy: 79.3. Result ID: 69942ab03a6c3148491b832f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### Tarsier Accuracy: 79.2. Result ID: 69942ab03a6c3148491b832a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### SlowFast-LLaVA Accuracy: 78.7. Result ID: 69942ab03a6c3148491b8329. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### LinVT-BLIP-3 Accuracy: 78.7. Result ID: 69942ab03a6c3148491b832e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"4B","Zero-shot":true}. This record does not assert independent reproduction. ### PLLaVA Accuracy: 77.5. Result ID: 69942aaf3a6c3148491b8328. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### BLIP-3-Video Accuracy: 76.5. Result ID: 69942ab03a6c3148491b832b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"4B","Zero-shot":true}. This record does not assert independent reproduction. ### LinVT-Aquila Accuracy: 73.6. Result ID: 69942ab03a6c3148491b832d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"2B","Zero-shot":true}. This record does not assert independent reproduction. ### MiniGPT4-Video Accuracy: 72.2. Result ID: 69942aaf3a6c3148491b8327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### LinVT-Mipha Accuracy: 71.1. Result ID: 69942ab03a6c3148491b832c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"1.6B","Zero-shot":true}. This record does not assert independent reproduction. ### Video-LLaVA Accuracy: 70. Result ID: 69942aaf3a6c3148491b8326. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### Chat-UniVi Accuracy: 69. Result ID: 69942aaf3a6c3148491b8325. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### Video-ChatGPT Accuracy: 51.4. Result ID: 69942aaf3a6c3148491b8324. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. ### VideoChat Accuracy: 34.4. Result ID: 69942aaf3a6c3148491b8323. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.