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Sentence Embedding Evaluation on MTEB (test)

90.37Classification Score

NV-Embed-v2

Updated 1mo ago

Evaluation Results

Method
NV-Embed-v2 2025.01	90.37	60.65	62.65	84.31	58.46	88.67	30.7	72.31
SFR-Embedding-2_R 2025.01	89.05	60.14	60.18	81.26	56.17	88.07	30.71	70.31
BGE-en-ICL 2025.01	88.62	59.66	61.67	83.74	57.51	86.93	30.75	71.24
LENS-8000 2025.01	88.43	60.91	61.86	84.67	58.02	87.98	29.54	71.62
LENS-4000 2025.01	88.13	60.86	60.76	84.35	57.92	87.93	31.56	71.21
bge-multilingual-gemma2 2025.01	88.08	59.72	59.24	83.88	54.65	85.84	31.2	69.88
stella_en_1.5B_v5 2025.01	87.63	61.21	61.01	84.51	57.69	88.07	31.49	71.19
NV-Embed-v1 2025.01	87.35	60.59	59.36	82.84	52.8	86.91	31.2	69.32
stella_en_400M_v5 2025.01	86.67	60.16	58.97	84.22	56.7	87.74	31.66	70.11
gte-Qwen2-7B-instruct 2025.01	86.58	61.42	60.25	83.04	56.92	85.79	31.35	70.24
jina-embed 2025.08	82.6	58.1	53.9	85.8	45.3	84	29.7	65.5
voyage-large-2-instruct 2025.01	81.49	60.09	58.28	84.31	53.35	89.24	30.84	68.23
Gecko_lb-768 2025.08	81.2	58.9	55.7	85.1	47.5	87.6	32.6	66.3
Linq-Embed-Mistral 2025.01	80.2	60.29	60.19	84.97	51.42	88.35	30.98	68.17
GritLM-7B 2025.01	79.46	60.49	57.41	83.35	50.61	87.16	30.37	66.76
MGH 2025.08	78.8	59.8	57.5	85.6	50.1	87.9	31.3	67
MGH 2025.08	78.6	60.1	51.2	82.3	49.7	86.1	31.6	64.5
E5_mistral-7b 2025.08	78.5	60.2	56.9	84.6	50.3	88.3	31.4	66.6
E5-mistral-7b-instruct 2025.01	78.47	60.21	56.9	84.66	50.26	88.34	31.4	66.63
SPEED 2025.08	78.4	60.8	56.5	85.5	49.3	88.2	31.1	66.5
SPEED 2025.08	78.3	59.8	48.1	82.6	48.6	86.3	31.7	63.4
E5_mistral-7b 2025.08	78.2	59	46.9	81.2	50.5	86	31.9	63.1
Mistral_gpt-4o 2025.08	77.7	58.7	46.7	80.9	47.7	83.9	30.7	62.2
LLM2Vec-Mistral-supervised 2025.01	76.63	58.42	55.99	84.09	45.54	87.99	29.96	64.8
text-embedding-3_large 2025.08	75.5	59.2	55.4	81.7	49	85.7	29.9	64.6
Sentence-T5 2022.12	73.4	56.4	42.2	82.6	43.7	85.1	30.1	59.5
E5 2022.12	73.1	56.5	50	82.1	43.3	85.9	31	61.4
E5 2022.12	72.6	55.7	48.7	81	42.1	85.1	31	60.4
Sentence-T5 2022.12	72.3	54	36.7	81.8	41.7	85	29.6	57.1
E5 2022.12	71.7	54.5	46	80.9	39.5	85.1	31.4	58.9
OmniSONAR 2026.03	71.143	-	-	82.163	-	69.037	-	74.114
Gecko_lb-768 2025.08	70.3	57.6	53.2	83.1	46.8	86.2	32.2	62.6
E5-PT 2022.12	69	54.4	44.2	69.9	44.3	80.3	32.6	56.6
BERT-FT 2022.12	68.7	50.5	41.5	79.2	33.9	82.6	29	55.2
EmbeddingGemma 2026.03	68.108	-	-	84.418	-	78.644	-	77.057
E5-PT 2022.12	67.9	53.5	42.9	69.5	43.4	79.2	31.1	55.6
DALR 2025.06	67.46	48.35	23.84	79.38	-	-	-	-
GTR_xxl 2025.08	67.4	56.7	48.5	78.4	42.4	86.1	30.6	59
GTR 2022.12	67.4	56.7	48.5	78.4	42.4	86.1	30.6	59
SimCSE-BERT-sup 2022.12	67.3	47.5	21.8	79.1	33.4	73.7	23.3	48.7
GTR 2022.12	67.1	55.4	47.4	78.2	41.6	85.3	29.5	58.3
E5-PT 2022.12	67	53.1	40.8	68.8	41.7	78.2	32.7	54.3
Contriever 2022.12	66.7	53.1	41.9	76.5	41.1	82.5	30.4	56
KDMCSE w/ IML 2025.06	65.32	47.96	22.67	78.81	-	-	-	-
MEXMA 2026.03	65.197	-	-	75.678	-	63.078	-	67.984
KDMCSE 2025.06	64.83	47.5	22.06	78.34	-	-	-	-
Qwen3-Embedding-0.6B 2026.03	64.707	-	-	84.724	-	76.358	-	75.263
mE5large 2026.03	63.672	-	-	82.502	-	73.527	-	73.234
MCSE 2025.06	63.2	46.92	21.43	77.02	-	-	-	-
SimCSE 2025.06	62.54	46.47	20.29	74.33	-	-	-	-
SimCSE-BERT-unsup 2022.12	62.5	46.5	20.3	74.3	29	70.3	31.2	45.5
BERT 2022.12	61.7	43.4	10.6	54.4	30.1	56.3	29.8	38.3
LaBSE 2026.03	61.502	-	-	74.182	-	64.662	-	66.782
SONAR 2026.03	58.479	-	-	70.824	-	60.712	-	63.338
Glove 2022.12	57.3	43.3	21.6	61.9	27.7	70.9	28.9	42
HS (Full) 2026.02	-	-	-	-	-	-	-	31.25
MetaEOL 2026.02	-	-	-	-	-	-	-	50.83
VA 2026.02	-	-	-	-	-	-	-	52.25
MetaEOL 2026.02	-	-	-	-	-	-	-	52.72
VA 2026.02	-	-	-	-	-	-	-	51.59