Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
FAQ Annotation on LCQMC (test)
Loading...
69.4
Top-1 Accuracy
MAFA
45.584
51.767
57.95
64.133
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
Fine-Tuning=None
2025.10
69.4
80.9
74.2
77.3
Best Single Agent
2025.10
63.1
74.2
67.7
71.3
Direct LLM
2025.10
60.2
72.5
65.1
69.4
Embedding-Only
2025.10
57.5
70.3
62.9
67.5
BM25
2025.10
46.5
62.4
53.3
60.1
Feedback
Search any
task
Search any
task