| { |
| "models": [ |
| { |
| "model": "Qwen3-VL-235B-A22B-Thinking", |
| "org": "Alibaba", |
| "total_b": 235, |
| "active_b": 22, |
| "moe": true, |
| "thinking": true, |
| "year": 2026, |
| "n": 1487, |
| "exact": 38.4, |
| "exact_lo": 35.93, |
| "exact_hi": 40.87, |
| "overlap": 76.32, |
| "wellformed": 72.16, |
| "by_unit": { |
| "cross_video": 30.3, |
| "whole_video": 52.0, |
| "cross_recording": 34.1, |
| "multi_caption_multi_clip": 29.9, |
| "anonymous_multi_clip": 21.1 |
| } |
| }, |
| { |
| "model": "GLM-4.6V", |
| "org": "Z.ai", |
| "total_b": 106, |
| "active_b": null, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 36.85, |
| "exact_lo": 34.4, |
| "exact_hi": 39.3, |
| "overlap": 68.57, |
| "wellformed": 82.45, |
| "by_unit": { |
| "whole_video": 35.4, |
| "cross_video": 53.0, |
| "cross_recording": 34.1, |
| "multi_caption_multi_clip": 38.8, |
| "anonymous_multi_clip": 31.5 |
| } |
| }, |
| { |
| "model": "Gemma-4-31B-it", |
| "org": "Google", |
| "total_b": 31, |
| "active_b": 31, |
| "moe": false, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 33.15, |
| "exact_lo": 30.76, |
| "exact_hi": 35.55, |
| "overlap": 59.85, |
| "wellformed": 99.73, |
| "by_unit": { |
| "whole_video": 40.5, |
| "cross_video": 32.6, |
| "multi_caption_multi_clip": 25.0, |
| "cross_recording": 34.9, |
| "anonymous_multi_clip": 24.1 |
| } |
| }, |
| { |
| "model": "Qwen3-VL-235B-A22B-Instruct", |
| "org": "Alibaba", |
| "total_b": 235, |
| "active_b": 22, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 28.58, |
| "exact_lo": 26.28, |
| "exact_hi": 30.88, |
| "overlap": 55.57, |
| "wellformed": 99.6, |
| "by_unit": { |
| "whole_video": 38.2, |
| "cross_video": 40.2, |
| "multi_caption_multi_clip": 16.1, |
| "cross_recording": 27.1, |
| "anonymous_multi_clip": 14.4 |
| } |
| }, |
| { |
| "model": "Qwen2.5-VL-72B-Instruct", |
| "org": "Alibaba", |
| "total_b": 72, |
| "active_b": 72, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 26.36, |
| "exact_lo": 24.12, |
| "exact_hi": 28.6, |
| "overlap": 53.46, |
| "wellformed": 99.66, |
| "by_unit": { |
| "cross_video": 41.7, |
| "whole_video": 35.6, |
| "multi_caption_multi_clip": 11.8, |
| "cross_recording": 25.6, |
| "anonymous_multi_clip": 13.3 |
| } |
| }, |
| { |
| "model": "InternVL3.5-241B-A28B", |
| "org": "OpenGVLab", |
| "total_b": 241, |
| "active_b": 28, |
| "moe": true, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 24.21, |
| "exact_lo": 22.03, |
| "exact_hi": 26.39, |
| "overlap": 51.93, |
| "wellformed": 99.8, |
| "by_unit": { |
| "cross_video": 40.2, |
| "whole_video": 34.4, |
| "cross_recording": 14.0, |
| "multi_caption_multi_clip": 12.2, |
| "anonymous_multi_clip": 10.4 |
| } |
| }, |
| { |
| "model": "Gemma-4-26B-A4B-it", |
| "org": "Google", |
| "total_b": 26, |
| "active_b": 4, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 21.99, |
| "exact_lo": 19.89, |
| "exact_hi": 24.1, |
| "overlap": 51.69, |
| "wellformed": 99.73, |
| "by_unit": { |
| "whole_video": 32.4, |
| "cross_video": 29.5, |
| "multi_caption_multi_clip": 8.2, |
| "cross_recording": 14.7, |
| "anonymous_multi_clip": 12.2 |
| } |
| }, |
| { |
| "model": "Qwen3-VL-30B-A3B-Thinking", |
| "org": "Alibaba", |
| "total_b": 30, |
| "active_b": 3, |
| "moe": true, |
| "thinking": true, |
| "year": 2026, |
| "n": 1487, |
| "exact": 19.97, |
| "exact_lo": 17.94, |
| "exact_hi": 22.01, |
| "overlap": 63.21, |
| "wellformed": 67.38, |
| "by_unit": { |
| "whole_video": 34.7, |
| "cross_video": 22.0, |
| "cross_recording": 9.3, |
| "multi_caption_multi_clip": 5.3, |
| "anonymous_multi_clip": 5.2 |
| } |
| }, |
| { |
| "model": "Kimi-VL-A3B-Thinking-2506", |
| "org": "Moonshot", |
| "total_b": 16, |
| "active_b": 3, |
| "moe": true, |
| "thinking": true, |
| "year": 2025, |
| "n": 1487, |
| "exact": 18.9, |
| "exact_lo": 16.91, |
| "exact_hi": 20.89, |
| "overlap": 56.75, |
| "wellformed": 74.31, |
| "by_unit": { |
| "whole_video": 29.0, |
| "cross_video": 28.0, |
| "multi_caption_multi_clip": 10.5, |
| "cross_recording": 7.8, |
| "anonymous_multi_clip": 4.8 |
| } |
| }, |
| { |
| "model": "InternVL3.5-38B", |
| "org": "OpenGVLab", |
| "total_b": 38, |
| "active_b": 38, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1486, |
| "exact": 18.1, |
| "exact_lo": 16.14, |
| "exact_hi": 20.06, |
| "overlap": 48.21, |
| "wellformed": 95.49, |
| "by_unit": { |
| "whole_video": 26.1, |
| "cross_video": 30.3, |
| "multi_caption_multi_clip": 6.9, |
| "cross_recording": 11.6, |
| "anonymous_multi_clip": 8.5 |
| } |
| }, |
| { |
| "model": "Qwen3-VL-8B", |
| "org": "Alibaba", |
| "total_b": 8, |
| "active_b": 8, |
| "moe": false, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 16.88, |
| "exact_lo": 14.98, |
| "exact_hi": 18.78, |
| "overlap": 43.82, |
| "wellformed": 99.66, |
| "by_unit": { |
| "whole_video": 27.3, |
| "cross_video": 25.8, |
| "multi_caption_multi_clip": 3.9, |
| "cross_recording": 5.4, |
| "anonymous_multi_clip": 7.4 |
| } |
| }, |
| { |
| "model": "InternVL3.5-14B", |
| "org": "OpenGVLab", |
| "total_b": 14, |
| "active_b": 14, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 16.48, |
| "exact_lo": 14.59, |
| "exact_hi": 18.36, |
| "overlap": 45.72, |
| "wellformed": 99.46, |
| "by_unit": { |
| "whole_video": 27.0, |
| "cross_video": 26.5, |
| "multi_caption_multi_clip": 3.0, |
| "cross_recording": 4.7, |
| "anonymous_multi_clip": 7.0 |
| } |
| }, |
| { |
| "model": "Qwen3.5-122B-A10B", |
| "org": "Alibaba", |
| "total_b": 122, |
| "active_b": 10, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 16.34, |
| "exact_lo": 14.46, |
| "exact_hi": 18.22, |
| "overlap": 73.42, |
| "wellformed": 24.28, |
| "by_unit": { |
| "whole_video": 25.2, |
| "cross_video": 6.8, |
| "multi_caption_multi_clip": 14.1, |
| "cross_recording": 7.8, |
| "anonymous_multi_clip": 6.3 |
| } |
| }, |
| { |
| "model": "Qwen3.5-27B", |
| "org": "Alibaba", |
| "total_b": 27, |
| "active_b": 27, |
| "moe": false, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 16.01, |
| "exact_lo": 14.14, |
| "exact_hi": 17.87, |
| "overlap": 75.44, |
| "wellformed": 24.01, |
| "by_unit": { |
| "whole_video": 23.9, |
| "cross_video": 9.1, |
| "cross_recording": 12.4, |
| "multi_caption_multi_clip": 10.9, |
| "anonymous_multi_clip": 7.8 |
| } |
| }, |
| { |
| "model": "Qwen3.5-35B-A3B", |
| "org": "Alibaba", |
| "total_b": 35, |
| "active_b": 3, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 15.13, |
| "exact_lo": 13.31, |
| "exact_hi": 16.95, |
| "overlap": 73.93, |
| "wellformed": 23.54, |
| "by_unit": { |
| "whole_video": 25.0, |
| "cross_video": 6.1, |
| "multi_caption_multi_clip": 11.2, |
| "cross_recording": 4.7, |
| "anonymous_multi_clip": 5.2 |
| } |
| }, |
| { |
| "model": "InternVL3.5-20B-A4B", |
| "org": "OpenGVLab", |
| "total_b": 20, |
| "active_b": 4, |
| "moe": true, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 13.92, |
| "exact_lo": 12.16, |
| "exact_hi": 15.68, |
| "overlap": 40.03, |
| "wellformed": 99.46, |
| "by_unit": { |
| "whole_video": 23.8, |
| "cross_video": 17.4, |
| "multi_caption_multi_clip": 3.3, |
| "cross_recording": 4.7, |
| "anonymous_multi_clip": 4.8 |
| } |
| }, |
| { |
| "model": "InternVL3.5-30B-A3B", |
| "org": "OpenGVLab", |
| "total_b": 30, |
| "active_b": 3, |
| "moe": true, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 13.38, |
| "exact_lo": 11.65, |
| "exact_hi": 15.11, |
| "overlap": 39.94, |
| "wellformed": 98.52, |
| "by_unit": { |
| "whole_video": 20.6, |
| "cross_video": 23.5, |
| "multi_caption_multi_clip": 3.9, |
| "cross_recording": 7.0, |
| "anonymous_multi_clip": 4.8 |
| } |
| }, |
| { |
| "model": "GLM-4.1V-9B-Thinking", |
| "org": "Z.ai", |
| "total_b": 9, |
| "active_b": 9, |
| "moe": false, |
| "thinking": true, |
| "year": 2025, |
| "n": 1487, |
| "exact": 13.25, |
| "exact_lo": 11.53, |
| "exact_hi": 14.97, |
| "overlap": 49.23, |
| "wellformed": 76.53, |
| "by_unit": { |
| "whole_video": 14.4, |
| "cross_video": 28.0, |
| "cross_recording": 14.0, |
| "multi_caption_multi_clip": 8.9, |
| "anonymous_multi_clip": 7.8 |
| } |
| }, |
| { |
| "model": "Qwen3.5-9B", |
| "org": "Alibaba", |
| "total_b": 9, |
| "active_b": 9, |
| "moe": false, |
| "thinking": false, |
| "year": 2026, |
| "n": 1487, |
| "exact": 10.89, |
| "exact_lo": 9.31, |
| "exact_hi": 12.48, |
| "overlap": 61.77, |
| "wellformed": 21.65, |
| "by_unit": { |
| "whole_video": 18.6, |
| "cross_video": 6.8, |
| "cross_recording": 8.5, |
| "multi_caption_multi_clip": 4.9, |
| "anonymous_multi_clip": 2.2 |
| } |
| }, |
| { |
| "model": "InternVL3.5-8B", |
| "org": "OpenGVLab", |
| "total_b": 8, |
| "active_b": 8, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 10.42, |
| "exact_lo": 8.87, |
| "exact_hi": 11.98, |
| "overlap": 38.43, |
| "wellformed": 97.31, |
| "by_unit": { |
| "cross_video": 15.2, |
| "whole_video": 15.8, |
| "multi_caption_multi_clip": 4.6, |
| "cross_recording": 2.3, |
| "anonymous_multi_clip": 5.6 |
| } |
| }, |
| { |
| "model": "Qwen2.5-VL-7B", |
| "org": "Alibaba", |
| "total_b": 7, |
| "active_b": 7, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 9.82, |
| "exact_lo": 8.31, |
| "exact_hi": 11.33, |
| "overlap": 34.49, |
| "wellformed": 99.26, |
| "by_unit": { |
| "whole_video": 16.6, |
| "cross_video": 13.6, |
| "multi_caption_multi_clip": 2.3, |
| "cross_recording": 3.1, |
| "anonymous_multi_clip": 3.3 |
| } |
| }, |
| { |
| "model": "Gemma-3n-E4B-it", |
| "org": "Google", |
| "total_b": 8, |
| "active_b": 4, |
| "moe": false, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 9.01, |
| "exact_lo": 7.56, |
| "exact_hi": 10.47, |
| "overlap": 33.04, |
| "wellformed": 90.79, |
| "by_unit": { |
| "whole_video": 13.5, |
| "cross_video": 14.4, |
| "cross_recording": 5.4, |
| "multi_caption_multi_clip": 2.3, |
| "anonymous_multi_clip": 4.8 |
| } |
| }, |
| { |
| "model": "Pixtral-12B-2409", |
| "org": "Mistral", |
| "total_b": 12, |
| "active_b": 12, |
| "moe": false, |
| "thinking": false, |
| "year": 2024, |
| "n": 704, |
| "exact": 8.81, |
| "exact_lo": 6.71, |
| "exact_hi": 10.9, |
| "overlap": 33.0, |
| "wellformed": 100.0, |
| "by_unit": { |
| "whole_video": 12.0, |
| "cross_video": 19.0, |
| "multi_caption_multi_clip": 2.9, |
| "cross_recording": 3.0, |
| "anonymous_multi_clip": 4.5 |
| } |
| }, |
| { |
| "model": "ERNIE-4.5-VL-28B-A3B", |
| "org": "Baidu", |
| "total_b": 28, |
| "active_b": 3, |
| "moe": true, |
| "thinking": false, |
| "year": 2025, |
| "n": 1487, |
| "exact": 4.03, |
| "exact_lo": 3.03, |
| "exact_hi": 5.04, |
| "overlap": 67.79, |
| "wellformed": 40.08, |
| "by_unit": { |
| "whole_video": 5.8, |
| "cross_video": 7.6, |
| "cross_recording": 2.3, |
| "multi_caption_multi_clip": 2.0, |
| "anonymous_multi_clip": 1.1 |
| } |
| } |
| ], |
| "stats": { |
| "n_models": 24, |
| "r_active_params": 0.554, |
| "r_total_params": 0.713, |
| "moe_mean": 21.0, |
| "moe_n": 12, |
| "dense_mean": 15.8, |
| "dense_n": 12, |
| "thinking_mean": 22.6, |
| "thinking_n": 4, |
| "nonthinking_mean": 17.5, |
| "nonthinking_n": 20, |
| "org_avg": { |
| "Z.ai": 25.1, |
| "Google": 21.4, |
| "Alibaba": 19.8, |
| "Moonshot": 18.9, |
| "OpenGVLab": 16.1, |
| "Mistral": 8.8, |
| "Baidu": 4.0 |
| }, |
| "instruct_vs_thinking_235B": { |
| "Qwen3-VL-235B-A22B-Instruct": 28.58, |
| "Qwen3-VL-235B-A22B-Thinking": 38.4 |
| }, |
| "unit_avg_exact": { |
| "anonymous_multi_clip": 9.1, |
| "multi_caption_multi_clip": 10.1, |
| "cross_recording": 12.4, |
| "cross_video": 23.7, |
| "whole_video": 26.2 |
| } |
| } |
| } |
