Referring Expression Generation on RefCOCOg
18.1MeteorQwen2.5-VL-7B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Qwen2.5-VL-7BLLM=true, Evaluation Protocol=Zero-shot2026.01 | 18.1 | 12.8 | 16.3 | 14.6 | 16 | 9.9 | |
| InternVL3-8BLLM=true, Evaluation Protocol=Zero-shot2026.01 | 17 | 11.6 | 19.4 | 13.5 | 14 | 10 | |
| unleash-then-eliminateLLM=true2026.01 | 16.9 | 18.1 | 18.6 | 14.1 | 22.5 | 14.8 | |
| SLR+RerankSetting=Finetuning2023.06 | 15.9 | 66.2 | — | — | — | — | |
| GPT-4o miniLLM=true, Evaluation Protocol=Zero-shot2026.01 | 15.7 | 12.2 | 15.4 | 13.2 | 16.4 | 9.3 | |
| SLRSetting=Finetuning2023.06 | 15.4 | 59.2 | — | — | — | — | |
| KOSMOS-2Setting=Few-shot (k = 4)2023.06 | 14.1 | 62.3 | — | — | — | — | |
| KOSMOS-2Setting=Few-shot (k = 2)2023.06 | 13.8 | 62.2 | — | — | — | — | |
| GLaMMLLM=true2026.01 | 12.5 | 15.1 | 14 | 10.7 | 18.3 | 11.9 | |
| KOSMOS-2Setting=Zero-shot2023.06 | 12.2 | 60.3 | — | — | — | — | |
| IREGLLM=false2026.01 | 11.1 | 12.4 | 12.9 | 9.3 | 14.7 | 9.8 | |
| Kosmos-2LLM=true2026.01 | 10.9 | 10.9 | 12.3 | 9.2 | 16 | 5.5 | |
| DisCLIPLLM=false2026.01 | 10.4 | 14 | 10.8 | 9.9 | 17.4 | 9.3 |