End-to-end Question Answering on InfoVQA (test)
60.91EMLILaC (w/ MM-Embed)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LILaC (w/ MM-Embed)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 60.91 | 62.87 | |
| NV-Embed-v2MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 60.72 | 63.4 | |
| VisRAG-RetMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 60.16 | 61.93 | |
| ColPaliMLLM=Qwen2.5-VL 7B, In-domain fine-tuned=true2026.02 | 58.07 | 60.38 | |
| LILaC (w/ UniME)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 53.39 | 56.86 | |
| VisRAG-RetMLLM=MiniCPM V2.6, In-domain fine-tuned=true2026.02 | 50.83 | 57.55 | |
| LILaC (w/ mmE5)MLLM=Qwen2.5-VL 7B, In-domain fine-tuned=false2026.02 | 50.12 | 53.12 |