Share your thoughts, 1 month free Claude Pro on usSee more

Text Embedding on SkMTEB

77.49Overall Score

multilingual-e5-large-instruct

Updated 1mo ago

Evaluation Results

Method
multilingual-e5-large-instruct 2026.06	77.49	78.44	97.09	70.28	49.69	70.55	86.49	86.08	88.86
gemini-embedding-001 2026.06	77.23	78.07	96.76	71.01	46.26	67.08	88.27	88.34	88.74
jina-embeddings-v3 2026.06	75.1	76.2	96.43	66.89	44.63	66.44	83.44	85.77	89.82
text-embedding-3-large 2026.06	75.07	75.89	96.79	66.91	44.22	66.58	86.96	85.55	84.21
e5-sk-large 2026.06	74.7	75.88	96.39	66.34	41.43	67.32	87.81	85.6	86.25
Qwen3-Embedding-8B 2026.06	74.53	75.75	94.43	65.94	43.36	66.65	87.04	86.27	86.54
bge-m3 2026.06	74.43	75.55	96.29	66.81	39.97	67.03	86.72	85.63	86.39
multilingual-e5-large 2026.06	74.25	75.49	96.29	65.34	40.35	66.78	87.96	85.8	85.9
Qwen3-Embedding-4B 2026.06	73.7	74.96	94.21	64.26	44.22	65.82	86.29	84.11	85.82
nomic-embed-text-v2-moe 2026.06	72.58	73.84	90.03	63.98	43.53	64.19	85.15	85.37	84.6
snowflake-arctic-embed-l-v2.0 2026.06	72.54	73.63	93.46	63.4	40.41	63.11	87.11	85.17	82.76
jina-embeddings-v4 2026.06	72.44	73.87	90.49	62.99	44.65	64.43	85.25	83.64	85.65
multilingual-e5-base 2026.06	72.39	73.57	94.76	62.35	40.91	64.1	85.71	83.57	83.59
gte-multilingual-base 2026.06	71.76	73.26	94.36	61.7	39.28	67.24	83.04	81.63	85.57
embed-v4.0 2026.06	71.26	72.82	90.23	60.12	40.13	63.12	87.45	85.71	82.95
e5-sk-small 2026.06	70.56	72.01	91.34	60.84	40.95	66.05	84.94	78.64	81.32
Qwen3-Embedding-0.6B 2026.06	70.53	71.8	90.12	62.84	44.28	64.46	82.02	75.73	83.14
text-embedding-3-small 2026.06	70.48	71.39	91.82	62.13	43.64	63.24	82.37	76.96	79.56
paraphrase-multilingual-mpnet-base-v2 2026.06	70.34	71.67	96.23	64.05	38.95	68.21	76.79	70.03	87.44
multilingual-e5-small 2026.06	70.32	71.78	91.29	59.81	41.09	64.66	85.13	79.21	81.25
embeddinggemma-300m 2026.06	69.25	70.56	83.89	62.08	43.76	65.54	81	78.4	79.28
sturovec-base 2026.06	68.99	70.13	86.97	62.19	41.55	63.27	80.66	76.54	79.73
paraphrase-multilingual-MiniLM-L12-v2 2026.06	67.86	69.16	94.91	60.83	37.44	67.82	73.46	66.03	83.62
granite-embedding-278m-multilingual 2026.06	67.69	69.09	87.56	57.81	42.41	61.4	81.25	73.92	79.3
slovakbert-skquad-mnlr 2026.06	67.49	68.91	85.07	62.49	38.07	65.13	76.91	72.82	81.9
amazon-titan-embed-text-v2 2026.06	67.24	69.21	84.98	59.26	33.39	62.78	83.99	77.43	82.67
LaBSE 2026.06	66.44	67.52	97.48	58.73	34.28	64.39	73.52	63.39	80.85
granite-embedding-107m-multilingual 2026.06	65.81	67.31	85.85	56.04	40.8	60.88	78.1	70.93	78.54
slovakbert-sts-stsb 2026.06	63.44	65.37	81.75	63.05	31.82	68.9	67.15	59.2	85.69
static-similarity-mrl-multilingual-v1 2026.06	58.51	60.9	87.98	48.87	17.47	63.66	70.76	59.35	78.22
nomic-embed-text-v1.5 2026.06	51.52	55.03	46.64	51.4	28.77	61.98	68.6	55.39	72.43