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ResearchFormerly WizWand

Reranking on MMTEB

85.4Allo ScoreOcten-Embedding-8B

Evaluation results

Method	Links
Octen-Embedding-8B2026.06		85.4	76.88	67.14	68	17.41	91	67.64	—	—	—	—
Qwen3-Embedding-4B2026.06		85.13	72.28	67.27	65.61	11.3	88.89	65.08	68.81	32.71	50.76	61.5
Qwen3-Embedding-8B2026.06		84.88	73.47	68.29	65.08	11.79	90.28	65.63	70.2	32.93	51.56	62.12
Querit-Reranker-4B2026.06		83.89	79.84	69.39	70.74	30.87	91.78	71.08	66.25	32.15	49.2	65.61
F2LLM-v2-8B2026.06		82.71	77.61	67.41	82.17	22.46	89.65	70.34	66.99	33.43	50.21	65.3
jina-reranker-v32026.06		82.34	79.01	70.28	73.52	8.8	93.08	67.84	66	—	—	—
F2LLM-v2-4B2026.06		82.25	76.43	67.27	81.74	19.19	89.4	69.38	67.12	33.01	50.07	64.55
jina-embeddings-v5-omni-small2026.06		81.39	74.89	68.04	68.84	11.33	89.46	65.66	66.08	32.69	49.38	61.59
jina-embeddings-v5-text-small2026.06		81.39	74.89	68.04	68.84	11.33	89.46	65.66	66.08	32.69	49.38	61.59
llama-embed-nemotron-8b2026.06		81.29	80.49	68.29	71.25	13.66	91.68	67.78	—	—	—	—
gte-Qwen2-7B-instruct2026.06		81.1	74.13	67.8	70.06	12.5	87.73	65.55	67.58	33.36	50.47	61.78
F2LLM-v2-1.7B2026.06		80.11	75.33	66.96	75.94	15.62	89.08	67.17	65.98	32.49	49.24	62.69
Querit-Reranker-A0.4B2026.06		79.39	75.37	68.98	68.59	11.63	91.05	65.84	64.02	32.52	48.27	61.44
F2LLM-v2-0.6B2026.06		78.39	71.52	67	72.57	13.61	87.73	65.14	64.26	31.1	47.68	60.77
F2LLM-v2-330M2026.06		75.91	69.63	66.64	69.48	11.18	87.25	63.35	63	30.99	47	59.26
gte-Qwen2-1.5B-instruct2026.06		73.49	73.88	67.43	65.22	8.16	87.31	62.58	64.55	33.94	49.25	59.25