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Document Question Answering on MMLongBench-Doc (test)
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49.09
Accuracy
MDocAgent (w/ EviProp Retriever)
30.1724
35.0837
39.995
44.9063
Jun 8, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
MDocAgent (w/ EviProp Retriever)
Backbone=Qwen3-VL-8B,...
2026.06
49.09
MoLoRAG (w/ EviProp Retriever)
Backbone=Qwen3-VL-8B,...
2026.06
48.69
EviProp
Backbone=Qwen3-VL-8B,...
2026.06
47.75
MoLoRAG (Original ColPali)
Backbone=Qwen3-VL-8B,...
2026.06
47.38
MDocAgent (Original ColPali)
Backbone=Qwen3-VL-8B,...
2026.06
46.8
M3DocRAG
Backbone=Qwen3-VL-8B,...
2026.06
45.29
Direct Inference
Backbone=Qwen3-VL-8B,...
2026.06
44.88
MoLoRAG (w/ EviProp Retriever)
Backbone=Qwen2.5-VL-7B...
2026.06
39.27
MDocAgent (w/ EviProp Retriever)
Backbone=Qwen2.5-VL-7B...
2026.06
39.01
EviProp
Backbone=Qwen2.5-VL-7B...
2026.06
38.34
MoLoRAG (Original ColPali)
Backbone=Qwen2.5-VL-7B...
2026.06
38.17
MDocAgent (Original ColPali)
Backbone=Qwen2.5-VL-7B...
2026.06
38
M3DocRAG
Backbone=Qwen2.5-VL-7B...
2026.06
36.23
Direct Inference
Backbone=Qwen2.5-VL-7B...
2026.06
32.77
Text RAG
Backbone=Qwen3-VL-8B,...
2026.06
32.57
Text RAG
Backbone=Qwen2.5-VL-7B...
2026.06
30.9
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