End-to-end Question Answering on MP-DocVQA (test)
65.48EMLILaC (w/ MM-Embed)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LILaC (w/ MM-Embed)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 65.48 | 72.42 | |
| VisRAG-RetMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 65.34 | 72.24 | |
| ColPaliMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 64.46 | 71.16 | |
| LILaC (w/ UniME)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 62.43 | 69.4 | |
| NV-Embed-v2MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 56.51 | 63.16 | |
| VisRAG-RetMLLM=MiniCPM V2.6, In-domain fine-tuned=true2026.02 | 54.31 | 68.86 | |
| LILaC (w/ mmE5)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 52.96 | 59.53 |