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Benchmarks
Retrieval-Augmented Generation on CHAMP
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45.2
Accuracy
ReFeedL
12.856
21.253
29.65
38.047
Feb 9, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
ReFeedL
Model=Qwen3-8B, Retrie...
2026.02
45.2
Ours
Model=Qwen3-8B, Retrie...
2026.02
45.2
InstructRAG
Model=Qwen3-8B, Retrie...
2026.02
44.8
DPR
Model=Qwen3-8B, Retrie...
2026.02
43.7
BM25
Model=Qwen3-8B, Retrie...
2026.02
42.6
Zero
Model=Qwen3-8B, Retrie...
2026.02
39.6
Ours
Model=Llama-3.1-8B, Re...
2026.02
25.2
ReFeedL
Model=Llama-3.1-8B, Re...
2026.02
24.8
InstructRAG
Model=Llama-3.1-8B, Re...
2026.02
24.1
DPR
Model=Llama-3.1-8B, Re...
2026.02
23
BM25
Model=Llama-3.1-8B, Re...
2026.02
22.2
Zero
Model=Llama-3.1-8B, Re...
2026.02
14.1
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