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Benchmarks
Document Question Answering on MMLongBench
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43.8
Exact Match
BookRAG
3.76
14.155
24.55
34.945
Dec 3, 2025
Exact Match
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
Exact Match
F1 Score
BookRAG
Baseline Type=Our prop...
2025.12
43.8
44.9
DocETL
Baseline Type=Layout s...
2025.12
27.5
28.6
RAPTOR
Baseline Type=Graph-ba...
2025.12
21.3
21.8
GraphRanker
Baseline Type=Layout s...
2025.12
21.2
22.7
BM25
Baseline Type=Conventi...
2025.12
18.3
20.2
Layout + Vanilla
Baseline Type=Conventi...
2025.12
18.1
19.8
Vanilla RAG
Baseline Type=Conventi...
2025.12
16.5
18
Tree-Traverse
Baseline Type=Layout s...
2025.12
12.7
14.4
GraphRAG-Local
Baseline Type=Graph-ba...
2025.12
7.7
8.5
MM-Vanilla
Baseline Type=Layout s...
2025.12
6.8
8.4
GraphRAG-Global
Baseline Type=Graph-ba...
2025.12
5.3
5.6
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