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Question Answering on ASQA (test)

42.3Correctness EM Recall

FineRef

Updated 4d ago

Evaluation Results

Method	Links
FineRef 2025.11		42.3	-	34.7	87.2	40.5	81.3
LLAMA-2-7B + f.g.(RS+RL) 2024.02		41.33	79.71	77.9	91.14	-	-
LLAMA-2-7B + f.g.RS 2024.02		40.24	77.65	74.96	83.1	-	-
+f.g.RS 2024.02		40.07	-	74.35	-	-	-
LLAMA-2-7B + f.g.RS 2024.02		40.07	76.71	74.35	87.04	-	-
+f.g.(RS+RL) 2024.02		40.05	-	76.33	-	-	-
LLAMA-2-7B + f.g.(RS+RL) 2024.02		40.05	77.83	76.33	89.08	-	-
Calf 2025.11		40	-	33.2	86.6	40.1	79.5
ICL ChatGPT 2024.02		39.96	-	70.97	-	-	-
ChatGPT 2024.02		39.96	74.72	70.97	76.49	-	-
Zero-Shot 2025.11		39.5	-	31.6	78.9	39	5.7
Few-shot FT 2025.11		38.5	-	31.4	90.1	39.7	71.7
+h.RS 2024.02		37.96	-	68.48	-	-	-
+h.(RS+RL) 2024.02		37.33	-	69.37	-	-	-
LLAMA-2-7B + f.g.RL 2024.02		36.94	71.86	69.75	77.21	-	-
+f.g.RL 2024.02		35.99	-	72.38	-	-	-
LLAMA-2-7B + f.g.RL 2024.02		35.99	76.3	72.38	69.99	-	-
LLAMA-2-13B 2024.02		35.97	21.59	25.27	88.01	-	-
Mdist 2024.02		35.56	-	67.99	-	-	-
LLAMA-2-7B Mdist 2024.02		35.56	74.8	67.99	62.08	-	-
LLAMA-2-7B Mdist 2024.02		34.84	69.3	62.2	59.93	-	-
+h.RL 2024.02		34.33	-	70.12	-	-	-
LLAMA-2-7B 2024.02		34.15	14.12	15.26	85.31	-	-
ICL LLaMA-2-7B 2024.02		34.15	-	15.26	-	-	-
T5 + f.g.RL 2024.02		33.75	74.24	68.3	61.11	-	-
T5 Mdist 2024.02		33.6	71.98	65.15	66.81	-	-
Self-RAG 13B 2024.02		31.7	71.3	70.3	71.6	-	-
Self-RAG 7B 2024.02		30	67.8	66.9	74.3	-	-
Self-RAG 7B 2025.11		30	-	-	74.3	35.7	67.3