Image Captioning on Flickr30k (BLEU-4, Teacher Query Frequency)
27.3BLEU-4ICD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ICDBackbone=LLaVA-OneVision2025.10 | 27.3 | 21.3 | |
| Offline ICDBackbone=LLaVA-OneVision2025.10 | 26.9 | 100 | |
| 0-shotBackbone=LLaVA-OneVision2025.10 | 26.7 | — | |
| BestofNBackbone=LLaVA-OneVision2025.10 | 26 | — | |
| Self-labelingBackbone=LLaVA-OneVision2025.10 | 24.7 | — | |
| GPT-4o2025.10 | 24.6 | — | |
| CoTBackbone=LLaVA-OneVision2025.10 | 20.5 | — | |
| Offline ICDBackbone=InternVL2.52025.10 | 14.1 | 100 | |
| ICDBackbone=InternVL2.52025.10 | 13.7 | 18.3 | |
| CoTBackbone=InternVL2.52025.10 | 13.5 | — | |
| Self-labelingBackbone=InternVL2.52025.10 | 11.2 | — | |
| 0-shotBackbone=InternVL2.52025.10 | 10.7 | — | |
| BestofNBackbone=InternVL2.52025.10 | 10.2 | — |