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FAQ Matching on FiQA
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61.2
Top-1 Accuracy
MAFA
34.576
41.488
48.4
55.312
Oct 16, 2025
Top-1 Accuracy
Top-3 Accuracy
MRR
NDCG@3
Updated 27d ago
Evaluation Results
Method
Method
Links
Top-1 Accuracy
Top-3 Accuracy
MRR
NDCG@3
MAFA
2025.10
61.2
73.9
66.8
70.5
Best Single Agent
2025.10
54.5
67.2
60.1
64.1
Direct LLM
2025.10
50.9
63.8
56.5
60.3
Embedding-Only
2025.10
47.1
60.3
53.2
57.4
BM25
2025.10
35.6
49.2
42.1
46.5
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