Image Captioning on Flickr30k (CIDEr, Normalized CIDEr)
98.4Normalized CIDEr (%)AdaMerging
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaMergingEvaluation Protocol=Merged, Token Strategy=Single Token, Backbone=Vicuna 7B, LoRA rank=162026.03 | 98.4 | — | |
| TAEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 97.6 | — | |
| KnOTS-TIESEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 97.2 | — | |
| EMR-MergingEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 97.1 | — | |
| RobustMergeEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.9 | — | |
| NSCEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.8 | — | |
| TIESEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.7 | — | |
| SVDEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.6 | — | |
| LoRA-LEGOEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.6 | — | |
| KnOTS-DARE-TIESEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 96.3 | — | |
| LinearEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 95.9 | — | |
| DARE-TIESEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 95.8 | — | |
| FR-MergingEvaluation Protocol=Merged, Backbone=Vicuna 7B, LoRA rank=162026.03 | 94.8 | — | |
| AdaMergingEvaluation Protocol=Merged, Token Strategy=Full Token, Backbone=Vicuna 7B, LoRA rank=162026.03 | 94.4 | — | |
| OneVision-8BModel=OneVision-8B2026.06 | 88.4 | — | |
| OneVision-4BModel=OneVision-4B2026.06 | 87 | — | |
| LLaVA-13BModel=LLaVA-13B2026.06 | 86.7 | — | |
| OneVision-4B-LNModel=OneVision-4B-LN2026.06 | 84.4 | — | |
| LLaVA-7BModel=LLaVA-7B2026.06 | 83.3 | — | |
| InternVL2-8BModel=InternVL2-8B2026.06 | 74.7 | — | |
| Llama-90BModel=Llama-90B2026.06 | 70.8 | — | |
| Cambrian-8BModel=Cambrian-8B2026.06 | 14.8 | — | |
| FinetunedEvaluation Protocol=Finetuned, Backbone=Vicuna 7B, LoRA rank=162026.03 | — | 91.3 | |
| Zero-ShotEvaluation Protocol=Zero-Shot2026.03 | — | 79.2 |