Video-grounded Dialogue on DSTC7 (test)
47.4BLEU-4V²Dial
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| V²DialTraining=Fine-tuned2025.03 | 47.4 | 78.9 | 66.5 | 56.1 | 31.2 | 62.3 | 139.8 | |
| MST-MIXERTraining=Fine-tuned2025.03 | 47.1 | 78.4 | 66 | 55.8 | 31 | 62 | 136.5 | |
| THAMTraining=Fine-tuned2025.03 | 46.8 | 77.8 | 65.4 | 54.9 | 30.8 | 61.9 | 133.5 | |
| RLMTraining=Fine-tuned2025.03 | 45.9 | 76.5 | 64.3 | 54.3 | 29.4 | 60.6 | 130.8 | |
| DialogMCFTraining=Fine-tuned2025.03 | 45.7 | 77.7 | 65.3 | 54.7 | 30.6 | 61.3 | 135.2 | |
| P-DCITraining=Fine-tuned2025.03 | 44.9 | 77 | 65.3 | 53.9 | 29.2 | 60.6 | 129.5 | |
| VGDTraining=Fine-tuned2025.03 | 43.6 | 74.9 | 62 | 52 | 28.2 | 58.2 | 119.4 | |
| SCGATraining=Fine-tuned2025.03 | 43 | 74.5 | 62.2 | 51.7 | 28.5 | 57.8 | 120.1 | |
| BISTTraining=Fine-tuned2025.03 | 42.9 | 75.5 | 61.9 | 51 | 28.4 | 58.1 | 119.2 | |
| VGNMNTraining=Fine-tuned2025.03 | 42.9 | — | — | — | 27.8 | 57.8 | 118.8 | |
| MRLVTraining=Fine-tuned2025.03 | 41.5 | — | 59.2 | 49.3 | 26.9 | 56.9 | 115.9 | |
| AV-TRNTraining=Fine-tuned2025.03 | 40.6 | — | — | — | 26.2 | 55.4 | 107.9 | |
| COSTTraining=Fine-tuned2025.03 | 40 | 72.3 | 58.9 | 48.3 | 26.6 | 56.1 | 108.5 | |
| MTNTraining=Fine-tuned2025.03 | 39.2 | 71.5 | 58.1 | 47.6 | 26.9 | 55.9 | 106.6 | |
| JMANTraining=Fine-tuned2025.03 | 33.4 | 66.7 | 52.1 | 41.3 | 23.9 | 53.3 | 94.1 | |
| VideoLLAMA 2Training=Fine-tuned, Note=Marked with asterisk in source2025.03 | 23.2 | 56.2 | 41.1 | 30.7 | 26.4 | 48.5 | 79.2 | |
| MTNModel Scale=Large2019.07 | 0.135 | 0.356 | 0.242 | 0.174 | 0.165 | 0.365 | 1.366 | |
| Entry-top12019.07 | 0.131 | 0.331 | 0.231 | 0.171 | 0.157 | 0.363 | 1.36 | |
| MTNModel Scale=Base2019.07 | 0.128 | 0.357 | 0.241 | 0.173 | 0.162 | 0.355 | 1.249 | |
| Entry-top22019.07 | 0.126 | 0.329 | 0.228 | 0.167 | 0.154 | 0.357 | 1.306 | |
| Entry-top32019.07 | 0.123 | 0.327 | 0.225 | 0.164 | 0.155 | 0.35 | 1.269 | |
| Entry-top42019.07 | 0.115 | 0.312 | 0.21 | 0.152 | 0.148 | 0.357 | 1.271 | |
| Entry-top52019.07 | 0.114 | 0.329 | 0.216 | 0.153 | 0.14 | 0.331 | 1.103 | |
| Hori et al.2019.07 | 0.095 | 0.279 | 0.183 | 0.13 | 0.122 | 0.303 | 0.905 |