# Video Reasoning on SEED-Bench L2 OOD R1 Source: [Video Reasoning on SEED-Bench L2 OOD R1]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:46:50.793Z Evaluation of Video Reasoning capabilities using the SEED-Bench L2 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 L2 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 | 51.6 | Not recorded | 69a5195f2d603e6de3e3c777 | | DAPO | 51.3 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO | 49.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | SFT | 42.8 | Not recorded | 69a5195f2d603e6de3e3c777 | | APPO | 40 | Not recorded | 69a5195f2d603e6de3e3c777 | | APPO | 39.1 | Not recorded | 69a5195f2d603e6de3e3c777 | | DAPO | 37.5 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO | 35.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | VideoChat-R1 | 34.4 | Not recorded | 69a5195f2d603e6de3e3c777 | | SFT | 33.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | Base Model | 32.7 | Not recorded | 69a5195f2d603e6de3e3c777 | | VideoRFT | 32.5 | Not recorded | 69a5195f2d603e6de3e3c777 | | Video-R1 | 32.3 | Not recorded | 69a5195f2d603e6de3e3c777 | | Base Model | 29.4 | Not recorded | 69a5195f2d603e6de3e3c777 | | TW-GRPO | 29 | Not recorded | 69a5195f2d603e6de3e3c777 | | GRPO-CARE | 28.3 | Not recorded | 69a5195f2d603e6de3e3c777 | ### APPO Accuracy: 51.6. Result ID: 69a87e046dbb7075b950bb3a. [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: 51.3. Result ID: 69a87e046dbb7075b950bb39. [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: 49.7. Result ID: 69a87e046dbb7075b950bb38. [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: 42.8. Result ID: 69a87e046dbb7075b950bb37. [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: 40. Result ID: 69a87e046dbb7075b950bb82. [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. ### APPO Accuracy: 39.1. Result ID: 69a87e046dbb7075b950bb35. [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. ### DAPO Accuracy: 37.5. Result ID: 69a87e046dbb7075b950bb34. [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: 35.7. Result ID: 69a87e046dbb7075b950bb33. [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. ### VideoChat-R1 Accuracy: 34.4. Result ID: 69a87e046dbb7075b950bb7e. [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. ### SFT Accuracy: 33.7. Result ID: 69a87e046dbb7075b950bb32. [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. ### Base Model Accuracy: 32.7. Result ID: 69a87e046dbb7075b950bb36. [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. ### VideoRFT Accuracy: 32.5. Result ID: 69a87e046dbb7075b950bb81. [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. ### Video-R1 Accuracy: 32.3. Result ID: 69a87e046dbb7075b950bb80. [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. ### Base Model Accuracy: 29.4. Result ID: 69a87e046dbb7075b950bb31. [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. ### TW-GRPO Accuracy: 29. Result ID: 69a87e046dbb7075b950bb7d. [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. ### GRPO-CARE Accuracy: 28.3. Result ID: 69a87e046dbb7075b950bb7f. [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. Page 1 of 1. This is an index page, not the full collection.