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Question Answering on 2WQA, HPQA, PopQA, and CWQ (test)

0.39232WQA In-DomainReFilter
0.2140440.2603220.30660.352878Feb 13, 2026

Evaluation results

MethodLinks
ReFilterBackbone=Qwen2.5-14B-Instruct2026.020.39230.28460.30370.50320.37135.2828.3627.2245.8734.180.3564
ReFilterBackbone=Llama-3-8B-Instruct2026.020.38420.35320.27380.46490.36934.2832.1923.8742.7533.270.3509
S-RAGBackbone=Llama-3-8B-Instruct2026.020.37740.24190.16230.43110.3032—————0.3032
PRAGBackbone=Llama-3-8B-Instruct2026.020.37040.33120.27210.42060.348632.1928.1824.137.2830.440.3265
DyPRAGBackbone=Llama-3-8B-Instruct2026.020.36320.28260.12030.42330.297432.8523.4410.1538.2326.170.2795
S-RAGBackbone=Qwen2.5-14B-Instruct2026.020.35710.26280.28410.46640.3426—————0.3426
PRAGBackbone=Qwen2.5-14B-Instruct2026.020.35020.27480.28380.47290.345430.1222.8726.1941.4830.170.3235
DyPRAGBackbone=Qwen2.5-14B-Instruct2026.020.3320.26590.26370.45870.330129.1924.3823.3842.3229.820.3141
VanillaBackbone=Qwen2.5-14B-Instruct2026.020.32160.25940.24840.50130.3327—————0.3327
VanillaBackbone=Llama-3-8B-Instruct2026.020.31990.22320.14270.43310.2797—————0.2797
ReFilterBackbone=Qwen2.5-1.5B-Instruct2026.020.29470.20370.18380.32660.252225.7517.5415.6526.5721.380.233
PRAGBackbone=Qwen2.5-1.5B-Instruct2026.020.27320.16160.19950.28230.229223.1815.7613.6426.4519.760.2134
ReFilterBackbone=Llama-3.2-1B-Instruct2026.020.26870.25280.23380.35980.278826.1822.4620.5733.4825.670.2678
PRAGBackbone=Llama-3.2-1B-Instruct2026.020.24470.20390.23070.35170.257821.5818.7919.5931.2122.790.2428
DyPRAGBackbone=Qwen2.5-1.5B-Instruct2026.020.24260.19370.07020.30280.202321.8614.725.2124.1716.490.1836
VanillaBackbone=Llama-3.2-1B-Instruct2026.020.23690.19050.05940.34780.2087—————0.2087
DyPRAGBackbone=Llama-3.2-1B-Instruct2026.020.23670.22980.12560.35510.236822.8720.9810.4732.3221.660.2267
S-RAGBackbone=Qwen2.5-1.5B-Instruct2026.020.22650.16220.09770.26090.1868—————0.1868
S-RAGBackbone=Llama-3.2-1B-Instruct2026.020.22380.29130.20290.32010.2595—————0.2595
VanillaBackbone=Qwen2.5-1.5B-Instruct2026.020.22090.15760.07060.28160.1827—————0.1827