Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Question Answering on Legal
Loading...
43.81
F1 Score
HyperGraphRAG
17.5188
24.3444
31.17
37.9956
Jul 29, 2025
F1 Score
Exact Match (EM)
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
Exact Match (EM)
HyperGraphRAG
Base Model=GPT-4o-mini
2025.07
43.81
-
StandardRAG
Base Model=GPT-4o-mini
2025.07
37.34
-
Graph-R1 (3B)
Base Model=Qwen2.5-3B-...
2025.07
33.66
21.48
LightRAG
Base Model=GPT-4o-mini
2025.07
31.64
-
PathRAG
Base Model=GPT-4o-mini
2025.07
31.29
-
GraphRAG
Base Model=GPT-4o-mini
2025.07
30.11
-
Search-R1 (3B)
Base Model=Qwen2.5-3B-...
2025.07
24.84
14.65
NaiveGeneration
Base Model=GPT-4o-mini
2025.07
21.64
-
HippoRAG2
Base Model=GPT-4o-mini
2025.07
18.53
-
Feedback
Search any
task
Search any
task