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Retrieval-Augmented Generation on Hotpot-ENKB5 Out-of-Domain Average

96.45Language Consistency

Qwen3-30B-A3B-Instruct-2507

Updated 18d ago

Evaluation Results

Method	Links
Qwen3-30B-A3B-Instruct-2507 2026.07		96.45	74.46	79.22	83.37	-	-	-	-	-	-	-	-
TR-RAG 2026.07		96.41	73.19	86.68	85.43	-	-	-	-	-	-	-	-
Naive-RL 2026.07		96.41	60.36	78.67	78.48	92.91	99.91	83.15	37.56	84.91	72.43	86.99	69.97
On-Policy Distillation 2026.07		96.41	59.56	75.27	77.08	92.91	99.91	79.72	39.39	82.29	68.24	84.97	69.18
Prompt-Control 2026.07		96.4	45.28	55.77	65.82	92.9	99.9	62.57	27.99	62.09	49.44	72.52	59.11
Knowledge distillation 2026.07		96.4	55.77	71.4	74.52	92.9	99.9	76.16	35.37	79.11	63.69	82.72	66.32
SDFT 2026.07		96.4	59.55	75.76	77.23	92.9	99.9	81	38.09	82.61	68.9	85.5	68.96
TR-RAG 2026.07		96.4	63.47	80.22	80.03	92.9	99.9	83.47	43.47	85.68	74.76	87.35	72.71
Llama-3.2-3B-Instruct 2026.07		96.36	40.69	54.93	64	92.9	99.81	56.22	25.16	59.53	50.33	69.55	58.43
DIT 2026.07		96.32	41.22	53.06	63.53	92.9	99.72	58.25	24.19	60.15	45.97	70.43	56.63
Translate 2026.07		96.23	37.15	43.44	58.94	92.9	99.55	56.22	18.07	59.53	27.35	69.55	48.32
Llama-3.3-70B-Instruct 2026.07		96.11	70.2	85.68	84	92.63	99.59	90.66	49.73	87.06	84.3	90.12	77.87
SFT 2026.07		90.82	58.64	70.45	73.3	89.64	92	75.12	42.16	81.77	59.13	82.18	64.43