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Benchmarks
Document Question Answering on LongDocURL (test)
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55.52
Accuracy
MoLoRAG (w/ EviProp Retriever)
25.2144
33.0822
40.95
48.8178
Jun 8, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
MoLoRAG (w/ EviProp Retriever)
Backbone=Qwen3-VL-8B,...
2026.06
55.52
MDocAgent (w/ EviProp Retriever)
Backbone=Qwen3-VL-8B,...
2026.06
53.65
EviProp
Backbone=Qwen3-VL-8B,...
2026.06
53.52
MoLoRAG (Original ColPali)
Backbone=Qwen3-VL-8B,...
2026.06
53.21
MDocAgent (Original ColPali)
Backbone=Qwen3-VL-8B,...
2026.06
52.91
M3DocRAG
Backbone=Qwen3-VL-8B,...
2026.06
51.75
MoLoRAG (w/ EviProp Retriever)
Backbone=Qwen2.5-VL-7B...
2026.06
51.17
EviProp
Backbone=Qwen2.5-VL-7B...
2026.06
50.65
MDocAgent (w/ EviProp Retriever)
Backbone=Qwen2.5-VL-7B...
2026.06
50.61
MoLoRAG (Original ColPali)
Backbone=Qwen2.5-VL-7B...
2026.06
50.49
M3DocRAG
Backbone=Qwen2.5-VL-7B...
2026.06
49.38
MDocAgent (Original ColPali)
Backbone=Qwen2.5-VL-7B...
2026.06
46.91
Text RAG
Backbone=Qwen3-VL-8B,...
2026.06
39.79
Text RAG
Backbone=Qwen2.5-VL-7B...
2026.06
36.61
Direct Inference
Backbone=Qwen3-VL-8B,...
2026.06
30.24
Direct Inference
Backbone=Qwen2.5-VL-7B...
2026.06
26.38
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