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ResearchFormerly WizWand

Question Answering on MRQA

62.58HotpotQA EMVanilla-RAG

Evaluation results

Method	Links
Vanilla-RAG2026.06		62.58	78.81	66.28	75.05	38.77	60.22	55.1	70.99	73.63	81.07	72.29	84.32
Knowledgeable-r12026.06		62.55	78.84	67	75.71	39.17	60.46	54.9	70.66	74.39	81.78	72.82	84.77
Shift2026.06		62.48	79.08	68.02	76.27	39.39	60.93	57.38	73.45	75.23	82.28	73.46	85.5
SFT2026.06		59.79	75.82	70.72	78.12	40.88	60.93	53.96	70.36	75.02	82.14	74.25	84.78
CK-PLUG2026.06		52.36	67.9	60.93	69.26	35.23	55.59	48.89	65.56	70.8	78.09	67.62	80.39
Shift2026.06		47.03	63.36	41.13	50.38	32.53	50.58	47.34	62.95	60.54	68.72	58.34	71.29
Knowledgeable-r12026.06		44.48	60.29	44.61	53.43	26.54	40.89	41.04	53.25	52.28	58.7	50.89	61.9
Vanilla-RAG2026.06		43.64	59.73	27.57	35.66	22.77	36.28	40.41	53.29	46.55	53.99	46.96	59.14
CK-PLUG2026.06		41.94	58.31	28.17	36.45	22.98	43.12	41.59	57.86	48.61	58.93	46.26	63.3
SFT2026.06		39.57	54.6	41.81	50.16	26.45	43.18	38.25	52.7	60.67	67.74	55.8	68.67
CtrlA2026.06		34.13	47.28	52.9	61.01	26.88	43.52	36.34	52.55	59.68	66.41	45.65	59.05
CtrlA2026.06		20.88	31.48	10.28	13.5	10.87	19.14	21.4	30.24	23.11	28.69	24.77	34.3
No-RAG2026.06		11.9	21.53	42.64	49.76	2.14	6.22	15.36	28.07	50.31	56.52	12.08	23.7
No-RAG2026.06		2.27	7.51	3.49	5.33	0.52	3.32	2.27	6.76	8.2	12.27	2.1	8.77