# Video Reasoning on SEED-Bench L3 OOD R1 Source: [Video Reasoning on SEED-Bench L3 OOD R1]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:46:50.815Z Evaluation of Video Reasoning capabilities using the SEED-Bench L3 OOD R1 subset, measured by Accuracy. 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 Reasoning | | Dataset (including any stated split) | SEED-Bench L3 OOD R1 | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | APPO | 49.3 | Not recorded | 69a5195f2d603e6de3e3c777 | | DAPO | 48.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO | 48.2 | Not recorded | 69a5195f2d603e6de3e3c777 | | SFT | 43.9 | Not recorded | 69a5195f2d603e6de3e3c777 | | APPO | 35 | Not recorded | 69a5195f2d603e6de3e3c777 | | APPO | 34.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | DAPO | 31.8 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO | 31 | Not recorded | 69a5195f2d603e6de3e3c777 | | Base Model | 29.6 | Not recorded | 69a5195f2d603e6de3e3c777 | | Video-R1 | 28.8 | Not recorded | 69a5195f2d603e6de3e3c777 | | SFT | 28.6 | Not recorded | 69a5195f2d603e6de3e3c777 | | VideoChat-R1 | 27.8 | Not recorded | 69a5195f2d603e6de3e3c777 | | VideoRFT | 27.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | Base Model | 27 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO-CARE | 26 | Not recorded | 69a5195f2d603e6de3e3c777 | | TW-GRPO | 25.6 | Not recorded | 69a5195f2d603e6de3e3c777 | ### APPO Accuracy: 49.3. Result ID: 69a87e046dbb7075b950bb44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### DAPO Accuracy: 48.7. Result ID: 69a87e046dbb7075b950bb43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### GRPO Accuracy: 48.2. Result ID: 69a87e046dbb7075b950bb42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### SFT Accuracy: 43.9. Result ID: 69a87e046dbb7075b950bb41. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### APPO Accuracy: 35. Result ID: 69a87e046dbb7075b950bb3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### APPO Accuracy: 34.7. Result ID: 69a87e046dbb7075b950bb88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"34K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. ### DAPO Accuracy: 31.8. Result ID: 69a87e046dbb7075b950bb3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### GRPO Accuracy: 31. Result ID: 69a87e046dbb7075b950bb3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### Base Model Accuracy: 29.6. Result ID: 69a87e046dbb7075b950bb40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### Video-R1 Accuracy: 28.8. Result ID: 69a87e046dbb7075b950bb86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"260K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. ### SFT Accuracy: 28.6. Result ID: 69a87e046dbb7075b950bb3c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### VideoChat-R1 Accuracy: 27.8. Result ID: 69a87e046dbb7075b950bb84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"18K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. ### VideoRFT Accuracy: 27.7. Result ID: 69a87e046dbb7075b950bb87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"310K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. ### Base Model Accuracy: 27. Result ID: 69a87e046dbb7075b950bb3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction. ### GRPO-CARE Accuracy: 26. Result ID: 69a87e046dbb7075b950bb85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"260K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. ### TW-GRPO Accuracy: 25.6. Result ID: 69a87e046dbb7075b950bb83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B","Training Data":"1K","Resolution":"224 x 224","Sampling Rate (fps)":"1fps","Maximum Frames":"30","Zero-shot evaluation":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.