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Multilingual Information Retrieval on Belebele (nDCG@20 & Recall@20 per Language)

0.681Arabic nDCG@20

LangSAE Editing

Updated 4d ago

Evaluation Results

Method	Links
LangSAE Editing 2026.01		0.681	0.6719	0.7635	0.7461	0.75	0.7288	0.4483	0.4103	0.2766	0.196	0.6947	0.6821	0.7304	0.7099	0.7485	0.7276	0.7119	0.7008	0.7292	0.7068	0.6534	0.628
SAE Reconstructed 2026.01		0.493	0.4844	0.737	0.7298	0.6888	0.6633	0.3884	0.3393	0.2749	0.1804	0.3461	0.2731	0.6918	0.6656	0.6603	0.6308	0.5171	0.4836	0.6165	0.5712	0.5414	0.5022
multilingual-e5-large 2026.01		0.4853	0.475	0.7322	0.7246	0.6857	0.66	0.3836	0.3329	0.2738	0.1794	0.3397	0.2649	0.6847	0.658	0.6522	0.6227	0.5116	0.4769	0.6107	0.5634	0.5359	0.4958
All-but-the-Top 2026.01		0.4194	0.3909	0.7087	0.7028	0.6692	0.6458	0.3727	0.3209	0.2631	0.1674	0.4175	0.3728	0.6842	0.6569	0.6416	0.6134	0.5503	0.5344	0.6642	0.6229	0.5391	0.5028