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Multilingual Retrieval-Augmented Generation on MKQA 1.0 (test)

0.6255Accuracy (AR)

DELTA

Updated 4d ago

Evaluation Results

Method	Links
DELTA 2026.01		0.6255	0.6385	0.6303	0.6259	0.6238	0.6286	0.6326	0.6251	0.6288	1.13
DELTA 2026.01		0.5946	0.5985	0.5861	0.5967	0.5902	0.5925	0.5351	0.5645	0.5823	1.13
DELTA 2026.01		0.5645	0.5697	0.5595	0.5583	0.5618	0.5598	0.5644	0.5645	0.5628	1.48
English Translation 2026.01		0.5514	-	0.6194	0.5953	0.5929	0.6072	0.5457	0.6046	0.5881	1.17
English Translation 2026.01		0.5097	-	0.5832	0.5611	0.5652	0.5692	0.5049	0.5752	0.5526	2.05
English Translation 2026.01		0.4844	-	0.5584	0.5359	0.5368	0.5517	0.4767	0.5486	0.5275	1.55
CrossRAG 2026.01		0.4834	0.6783	0.6224	0.3905	0.4927	0.6133	0.3985	0.457	0.517	2.64
MultiRAG 2026.01		0.4779	0.7005	0.6376	0.3752	0.466	0.6381	0.4014	0.4073	0.513	1.38
QTT-RAG 2026.01		0.4644	0.7011	0.6302	0.3768	0.4694	0.6279	0.4413	0.4212	0.5165	1.8
QTT-RAG 2026.01		0.4613	0.6828	0.6181	0.3724	0.4736	0.6048	0.4106	0.4129	0.5046	1.93
DKM-RAG 2026.01		0.4407	0.6784	0.6249	0.3763	0.4566	0.6165	0.403	0.4038	0.5	2.39
CrossRAG 2026.01		0.4395	0.6821	0.6114	0.3781	0.4475	0.6016	0.3813	0.4287	0.4963	1.29
MultiRAG 2026.01		0.4364	0.6077	0.5622	0.3314	0.4472	0.5416	0.3421	0.368	0.4546	2.56
DKM-RAG 2026.01		0.4269	0.6913	0.6212	0.3513	0.439	0.6113	0.3949	0.3888	0.4906	3.8
QTT-RAG 2026.01		0.4264	0.6532	0.5781	0.3156	0.4518	0.5627	0.4065	0.3597	0.4693	5.55
CrossRAG 2026.01		0.4187	0.634	0.5724	0.2974	0.4414	0.568	0.3609	0.3249	0.4522	2.6
MultiRAG 2026.01		0.4079	0.5826	0.5511	0.3081	0.4426	0.5352	0.3597	0.3165	0.438	1.53
DKM-RAG 2026.01		0.3941	0.6421	0.5926	0.3134	0.4345	0.5774	0.3726	0.3364	0.4579	5.63