End-to-end Question Answering on MMCoQA (test)
36.31EMLILaC (w/ MM-Embed)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LILaC (w/ MM-Embed)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 36.31 | 43.22 | |
| LILaC (w/ mmE5)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 33.9 | 40.38 | |
| LILaC (w/ UniME)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 33.39 | 40.12 | |
| NV-Embed-v2MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 28.05 | 34.67 | |
| VisRAG-RetMLLM=MiniCPM V2.6, In-domain fine-tuned=true2026.02 | 21.51 | 27.87 | |
| ColPaliMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 18.07 | 22.3 | |
| VisRAG-RetMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 16.69 | 20.9 |