Text Embedding on MTEB

90.4Classification ScoreQwen3-Embedding-8B

Evaluation Results

Method
Qwen3-Embedding-8B2026.06	90.4	—	58.3	88	67.6	88.7	50.9	35.2	74.8
harrier-oss-v1-0.6b2026.06	88.3	—	56.6	86.7	58.6	85.1	47	31.5	70.6
embeddinggemma-300m2026.06	87.5	—	53.3	84.8	54.6	82.9	46.9	37.8	68.4
jina-embeddings-v32026.06	85.4	—	48	84	52.6	85.7	48	32.9	66.9
SEA-LION-E5-Embedding-600M2026.06	77.8	—	51.1	87.4	50.2	84.8	47.1	31.6	65.5
SEA-LION-ModernBERT-Embedding-300M2026.06	77.6	—	48.4	83.2	44.8	81.8	44.6	27	62.4
bge-m3 (Dense)2026.06	77.4	—	40.7	84.5	49.6	80.9	46	34.8	62.2
harrier-oss-v1-270m2026.06	76.5	—	47.2	81.2	41	76.6	44.4	24	59.6
multilingual-e5-large-instruct2026.06	75.3	—	51.7	86.2	53.6	84.6	46.4	30.6	65.7
MetaEOL2026.06	74.89	—	41.31	72.5	32.16	71.23	52.44	29.87	56.73
MetaEOL + EmbFilter2026.06	74.74	—	42.47	74.55	35.89	73.49	53.39	30.72	58.25
ReverseEOL2026.06	73.61	—	38.64	69.67	34.15	—	59.75	—	49.91
ReverseEOL2026.06	73.14	—	40.53	70.69	33.29	—	61.56	—	50.43
PromptEOL + EmbFilter2026.06	73.1	—	40.32	66.41	29.7	76.33	54.41	27.93	56.46
ReverseEOL2026.06	72.81	—	36.95	69.03	31.95	—	60.06	—	48.57
PromptEOL w/ TP2026.06	72.8	—	34.14	64.65	29.84	—	58.81	—	46.56
HyTE-H2026.02	72.71	59.89	44.83	83.82	43.56	78.38	46.01	30.87	57.15
PromptEOL w/ CP2026.06	72.45	—	33.2	63.31	28.22	—	58.41	—	45.57
turkish-base-bert-uncased-Retrieval2026.01	72.29	57.89	43.23	61.77	47.95	64.18	—	—	—
PromptEOL2026.06	71.97	—	31.94	62.36	26.92	—	57.94	—	44.57
PromptEOL w/ TP2026.06	71.83	—	33.17	60.82	26.28	—	59.67	—	44.76
PromptEOL w/ TP2026.06	71.71	—	35.69	61.93	28.21	—	60.18	—	46.22
ECHO2026.06	71.6	—	38.06	74.04	25.73	—	59.15	—	47.28
PromptEOL2026.06	71.55	—	36.21	61.09	28.06	—	60.39	—	46.25
PromptEOL w/ CP2026.06	71.43	—	35.68	60.78	27.14	—	60.54	—	45.79
PromptEOL2026.06	70.87	—	31.77	57.63	25.66	—	58.59	—	43.54
PromptEOL w/ CP2026.06	70.47	—	32.11	57.21	25.11	—	58.7	—	43.38
KV-Embedding2026.01	69.51	53.41	39.02	75.64	30.14	77.2	51.45	30.88	—
bert-base-turkish-cased-Retrieval2026.01	69.45	56.61	42.25	60.95	49.7	60.71	—	—	—
ModernBert-embed*2026.02	69.25	58.32	40.87	83.84	43.28	78	44.29	28.37	55.59
EucBERT2026.02	69.07	54.11	35.31	80.02	37.01	75.02	35.18	27.62	51.31
bert-base-turkish-uncased-Retrieval2026.01	69.05	55.39	41.52	61.39	50.2	54.77	—	—	—
PromptEOL2026.06	68.8	—	38.89	66.98	30.14	70.43	49.26	25.41	53.52
ECHO2026.06	68.8	—	38.89	66.98	30.14	70.43	49.26	25.41	53.52
HyTE-H (bert)2026.02	68.77	56.41	41.95	79.7	40.54	74.39	42.05	28.87	53.75
HyTE-H (Euc)2026.02	68.76	54.57	38.67	80.02	34.26	73.33	44.54	36.45	53.71
ECHO2026.06	68.7	—	31.98	72.03	24.77	—	53.08	—	43.72
ECHO2026.06	68.59	—	34.29	70.55	21.41	—	52.02	—	43.23
turkish-large-bert-cased-Retrieval2026.01	68.13	54.41	41.5	60.77	48.23	53.4	—	—	—
ECHO + EmbFilter2026.06	67.5	—	41.88	73.76	37.75	74.05	52.75	28.58	56.61
Mursit-Large-TR-Retrieval2026.01	67.47	56.43	38.76	59.88	51.59	64.44	—	—	—
SimCSE-BERT-sup2026.06	67.32	—	33.43	74.89	26.34	79.12	47.53	31.17	53.54
Mursit-Base-TR-Retrieval2026.01	66.25	55.86	39.75	61.31	50.07	61.9	—	—	—
KV-Embedding2026.01	66.02	52.7	44.48	73.32	30.79	73.98	52.37	27.96	—
Token Prepending2026.01	65.8	44.68	28.25	57.64	16.19	67.75	47.9	29.21	—
Token Prepending2026.01	65.77	46.19	33.65	57.34	18.17	69.68	49.92	28.8	—
PromptEOL2026.01	65.71	45.37	31.58	56.29	17.46	69.53	48.35	28.63	—
tabibert-Retrieval2026.01	65.36	52.52	36.3	60.1	47.68	53.17	—	—	—
mmbert-base-Retrieval2026.01	65.16	54.48	33.24	61.51	48.93	63.56	—	—	—
berturk-legal-Retrieval2026.01	64.95	53.94	39.77	58.81	48.64	57.54	—	—	—
coCondenser-msmarco2026.06	64.71	—	37.64	81.74	35.14	76.47	51.85	29.5	55.48
Echo2026.01	63.98	50.08	36.81	75.6	24.14	73.33	47.51	29.22	—
KV-Embedding2026.01	63.75	49.37	39.03	68	27.65	71.41	50.07	25.66	—
Token Prepending2026.01	62.83	43.2	33.72	52.06	16.22	63.7	49.01	24.83	—
Echo2026.01	62.61	50.34	41.89	71.25	29.41	71.24	50.74	25.27	—
PromptEOL2026.01	62.5	47.02	40.35	59.11	20.17	69.19	49.91	27.88	—
USMoE2025.03	61.4	—	32.1	68.9	—	71.1	55.1	30.5	53.2
PromptEOL2026.01	61.38	44.78	36.51	56.37	18.57	67.41	49.24	23.96	—
USMoE2025.03	60.4	—	32.8	67.9	—	68.1	52.4	30.7	52
w/o KV Re-routing2026.01	60.08	45.02	36.11	59.31	20.14	64.78	48.04	26.64	—
USMoE2025.03	59.7	—	37.5	66.6	—	69	56.8	31	53.4
TC2025.03	58	—	34.2	60.5	—	50.1	46.6	23	45.4
TC2025.03	57.7	—	24.8	62	—	63.5	51.3	28.9	48
Echo2026.01	57.61	43.75	35.3	63.67	17.27	66.34	43.15	22.94	—
TC2025.03	56.4	—	29	59.8	—	49	45.7	24.4	44
EC2025.03	56.2	—	26.9	58.9	—	44.2	51	29.7	44.5
w/o KV Re-routing2026.01	56.11	45.13	40.76	58.39	20.88	61.87	50.44	27.46	—
EC2025.03	55.4	—	20.3	53.8	—	37.1	40.9	25.7	38.9
MoEE2025.03	54	—	30.1	60.3	—	64.3	51.1	27.3	47.9
Last Token2026.01	53.14	32.45	25.16	34.4	10.36	39.15	36.73	28.23	—
MoEE2025.03	53	—	28.5	63.3	—	63.4	50.6	29.2	48
MoEE2025.03	51.7	—	23.2	66	—	67.8	53.2	30.4	48.7
Mean Pooling2026.01	51.57	37.75	34.72	56.81	8.86	48.85	37.9	25.57	—
w/o KV Re-routing2026.01	50.94	40.96	37.69	52.96	20.23	56.31	46	22.57	—
Router2025.03	48.8	—	14.3	51.9	—	48.3	41	27	38.6
Router2025.03	48.6	—	17.8	57.4	—	52.8	43.8	29.1	41.6
Mean Pooling2026.01	48.48	35.07	35.77	51.76	7.13	47.02	35.37	19.96	—
Last Token2026.01	47.69	30.73	26.52	35.54	8.87	35.13	36.08	25.26	—
Mean Pooling2026.01	46.56	33.31	33.05	52.69	2.94	45.71	32.72	19.49	—
Router2025.03	43.1	—	16.2	53.5	—	49.4	41.7	25.6	38.3
Last Token2026.01	42.43	27.21	23.95	30.54	7.22	28.18	34.76	23.41	—
EC2025.03	35.2	—	29.2	56	—	50	45	21.9	39.6
bge-en-icl2025.08	—	64.83	—	—	—	—	—	—	—
bge-en-icl2025.08	—	66.08	—	—	—	—	—	—	—
bge-large-en-v1.52025.08	—	64.23	—	—	—	—	—	—	—
ECHO2025.08	—	64.68	—	—	—	—	—	—	—
LLM2Vec2025.08	—	64.8	—	—	—	—	—	—	—
MGH2025.08	—	65.87	—	—	—	—	—	—	—
MGH2025.08	—	66.43	—	—	—	—	—	—	—
NV-Embed2025.08	—	64.18	—	—	—	—	—	—	—
SGPT2025.08	—	58.93	—	—	—	—	—	—	—
UDEVER-bloom-7b2025.08	—	60.63	—	—	—	—	—	—	—