| representation-learning-on-mmteb-v2 | KaLM-Embedding-Gemma3-12B-2511 | #1 | MMTEB Score: 72.3181Retrieval: 75.6597Rerank: 67.2726 |
| representation-learning-on-mmteb-v2 | Qwen3-Embedding-8B | #2 | MMTEB Score: 70.5839Retrieval: 70.8770 |
| representation-learning-on-mmteb-v2 | Qwen3-Embedding-4B | #3 | MMTEB Score: 69.4456Retrieval: 69.6045Rerank: 65.0792 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-14B | #4 | MMTEB Score: 68.7362Retrieval: 66.5049 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-8B | #5 | MMTEB Score: 68.0857Retrieval: 66.1461 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-4B | #6 | MMTEB Score: 67.0634Retrieval: 64.8366Rerank: 69.3808 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v5-omni-small | #7 | MMTEB Score: 66.9998Retrieval: 64.8757Rerank: 65.6576 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v5-omni-nano | #8 | MMTEB Score: 65.5234Retrieval: 63.2601Rerank: 64.6285 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-1.7B | #9 | MMTEB Score: 65.2146Retrieval: 61.9678 |
| representation-learning-on-mmteb-v2 | Qwen3-Embedding-0.6B | #10 | MMTEB Score: 64.3355Retrieval: 64.6470Rerank: 61.4093 |
| representation-learning-on-mmteb-v2 | multilingual-e5-large-instruct | #11 | MMTEB Score: 63.2180Retrieval: 57.1136 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-0.6B | #12 | MMTEB Score: 62.7359Retrieval: 59.2983Rerank: 65.1379 |
| representation-learning-on-mmteb-v2 | gte-Qwen2-7B-instruct | #13 | MMTEB Score: 62.5124 |
| representation-learning-on-mmteb-v2 | embeddinggemma-300m | #14 | MMTEB Score: 61.1440Retrieval: 62.4854 |
| representation-learning-on-mmteb-v2 | GritLM-7B | #15 | MMTEB Score: 60.9207Retrieval: 58.3067Rerank: 63.7788 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-330M | #16 | MMTEB Score: 60.8368 |
| representation-learning-on-mmteb-v2 | embeddinggemma-2 | #17 | MMTEB Score: 60.5203Retrieval: 60.5986Rerank: 62.3199 |
| representation-learning-on-mmteb-v2 | GritLM-8x7B | #18 | MMTEB Score: 60.4877Retrieval: 57.5371Rerank: 62.6117 |
| representation-learning-on-mmteb-v2 | e5-mistral-7b-instruct | #19 | MMTEB Score: 60.0310Retrieval: 55.7501Rerank: 63.8192 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v3 | #20 | MMTEB Score: 58.3659Retrieval: 55.7617Rerank: 57.0869 |
| representation-learning-on-mmteb-v2 | bekko-embedding-v1-a25m | #21 | MMTEB Score: 58.3561Retrieval: 57.5162Rerank: 61.4547 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-160M | #22 | MMTEB Score: 57.9778Rerank: 60.3373 |
| representation-learning-on-mmteb-v2 | nomic-embed-text-v2-moe | #23 | MMTEB Score: 57.6384Retrieval: 57.2075 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-l-v2.0 | #24 | MMTEB Score: 57.0256 |
| representation-learning-on-mmteb-v2 | multilingual-e5-base | #25 | MMTEB Score: 57.0223Retrieval: 52.7218Rerank: 60.1764 |
| representation-learning-on-mmteb-v2 | bekko-embedding-v1-a8m | #26 | MMTEB Score: 56.7326Retrieval: 56.2744Rerank: 60.5391 |
| representation-learning-on-mmteb-v2 | zembed-1 | #27 | MMTEB Score: 56.5763Retrieval: 63.3512Rerank: 65.8695 |
| representation-learning-on-mmteb-v2 | stella_en_1.5B_v5 | #28 | MMTEB Score: 56.5290Retrieval: 52.8355 |
| representation-learning-on-mmteb-v2 | granite-embedding-311m-multilingual-r2 | #29 | MMTEB Score: 55.9568Retrieval: 65.2079Rerank: 61.9920 |
| representation-learning-on-mmteb-v2 | F2LLM-v2-80M | #30 | MMTEB Score: 55.2327Retrieval: 50.1401Rerank: 58.9497 |
| representation-learning-on-mmteb-v2 | Arabic-labse-Matryoshka | #31 | MMTEB Score: 53.6489Retrieval: 36.9778 |
| representation-learning-on-mmteb-v2 | LaBSE | #32 | MMTEB Score: 52.0670Retrieval: 33.1691 |
| representation-learning-on-mmteb-v2 | Arabic-all-nli-triplet-Matryoshka | #33 | MMTEB Score: 51.9954Retrieval: 38.4716 |
| representation-learning-on-mmteb-v2 | paraphrase-multilingual-mpnet-base-v2 | #34 | MMTEB Score: 51.9258Retrieval: 39.7578 |
| representation-learning-on-mmteb-v2 | granite-embedding-97m-multilingual-r2 | #35 | MMTEB Score: 51.9189Retrieval: 60.3187Rerank: 59.3911 |
| representation-learning-on-mmteb-v2 | paraphrase-multilingual-MiniLM-L12-v2 | #36 | MMTEB Score: 48.7304Retrieval: 36.6150 |
| representation-learning-on-mmteb-v2 | STS-multilingual-mpnet-base-v2 | #37 | MMTEB Score: 48.5207Rerank: 50.0057 |
| representation-learning-on-mmteb-v2 | stella_en_400M_v5 | #38 | MMTEB Score: 48.3231Retrieval: 42.5781Rerank: 46.4866 |
| representation-learning-on-mmteb-v2 | static-similarity-mrl-multilingual-v1 | #39 | MMTEB Score: 47.2095Retrieval: 41.2090Rerank: 49.4477 |
| representation-learning-on-mmteb-v2 | e5-large-v2 | #40 | MMTEB Score: 46.6432Retrieval: 40.0570 |
| representation-learning-on-mmteb-v2 | UAE-Large-V1 | #41 | MMTEB Score: 46.0937Retrieval: 41.2099Rerank: 48.3497 |
| representation-learning-on-mmteb-v2 | e5-base-v2 | #42 | MMTEB Score: 45.9818Retrieval: 40.4927Rerank: 47.5018 |
| representation-learning-on-mmteb-v2 | mxbai-embed-large-v1 | #43 | MMTEB Score: 45.9119Retrieval: 40.3040Rerank: 47.5956 |
| representation-learning-on-mmteb-v2 | bge-large-en-v1.5 | #44 | MMTEB Score: 45.0772Retrieval: 38.9981 |
| representation-learning-on-mmteb-v2 | bge-base-en-v1.5 | #45 | MMTEB Score: 44.5191Retrieval: 38.6101Rerank: 47.5704 |
| representation-learning-on-mmteb-v2 | e5-small-v2 | #46 | MMTEB Score: 44.4734Rerank: 44.4357 |
| representation-learning-on-mmteb-v2 | nomic-embed-text-v1.5 | #47 | MMTEB Score: 44.0995Retrieval: 34.0944Rerank: 44.8427 |
| representation-learning-on-mmteb-v2 | bge-small-en-v1.5 | #48 | MMTEB Score: 43.7640 |
| representation-learning-on-mmteb-v2 | all-MiniLM-L6-v2 | #49 | MMTEB Score: 41.3883Rerank: 40.2846 |
| representation-learning-on-mmteb-v2 | Arabic-mpnet-base-all-nli-triplet | #50 | MMTEB Score: 35.1995Rerank: 35.8405 |
| representation-learning-on-mmteb-v2 | Arabert-all-nli-triplet-Matryoshka | #51 | MMTEB Score: 33.1139Rerank: 30.1438 |
| representation-learning-on-mmteb-v2 | Marbert-all-nli-triplet-Matryoshka | #52 | MMTEB Score: 32.1350Retrieval: 9.1862Rerank: 28.0528 |
| representation-learning-on-mmteb-v2 | rubert-base-cased | #53 | Rerank: 32.4323 |
| representation-learning-on-mmteb-v2 | arabic-english-sts-matryoshka | #54 | Retrieval: 31.7248Rerank: 48.3134 |
| representation-learning-on-mmteb-v2 | sgpt-bloom-7b1-msmarco | #55 | Retrieval: 35.2688 |
| representation-learning-on-mmteb-v2 | distilrubert-small-cased-conversational | #56 | Retrieval: 11.2949Rerank: 33.5069 |
| representation-learning-on-mmteb-v2 | e5-small | #57 | Retrieval: 36.2503Rerank: 39.3035 |
| representation-learning-on-mmteb-v2 | e5-base | #58 | Retrieval: 37.6869Rerank: 41.4870 |
| representation-learning-on-mmteb-v2 | e5-large | #59 | Retrieval: 38.5039 |
| representation-learning-on-mmteb-v2 | gte-Qwen1.5-7B-instruct | #60 | Retrieval: 57.7665 |
| representation-learning-on-mmteb-v2 | gte-Qwen2-1.5B-instruct | #61 | Retrieval: 60.7844Rerank: 62.5803 |
| representation-learning-on-mmteb-v2 | gte-base | #62 | Retrieval: 35.8551Rerank: 46.9375 |
| representation-learning-on-mmteb-v2 | gte-small | #63 | Retrieval: 35.9852Rerank: 45.7655 |
| representation-learning-on-mmteb-v2 | gte-large | #64 | Rerank: 48.8698 |
| representation-learning-on-mmteb-v2 | udever-bloom-560m | #65 | Rerank: 30.7950 |
| representation-learning-on-mmteb-v2 | udever-bloom-1b1 | #66 | Rerank: 37.0182 |
| representation-learning-on-mmteb-v2 | udever-bloom-3b | #67 | Rerank: 35.7207 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v2-small-en | #68 | Retrieval: 13.4512 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v2-base-en | #69 | Retrieval: 10.7016Rerank: 31.5955 |
| representation-learning-on-mmteb-v2 | bge-m3 | #70 | Retrieval: 54.5915 |
| representation-learning-on-mmteb-v2 | GIST-large-Embedding-v0 | #71 | Retrieval: 40.4080Rerank: 47.0850 |
| representation-learning-on-mmteb-v2 | GIST-Embedding-v0 | #72 | Retrieval: 38.4529 |
| representation-learning-on-mmteb-v2 | GIST-small-Embedding-v0 | #73 | Retrieval: 37.2236Rerank: 43.2506 |
| representation-learning-on-mmteb-v2 | GIST-all-MiniLM-L6-v2 | #74 | Retrieval: 33.2977Rerank: 41.4470 |
| representation-learning-on-mmteb-v2 | LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised | #75 | Retrieval: 43.0725Rerank: 55.4587 |
| representation-learning-on-mmteb-v2 | LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse | #76 | Rerank: 44.1155 |
| representation-learning-on-mmteb-v2 | e5-base-4k | #77 | Retrieval: 36.7765Rerank: 42.4747 |
| representation-learning-on-mmteb-v2 | baseline-bm25s | #78 | Retrieval: 44.2385Rerank: 29.7003 |
| representation-learning-on-mmteb-v2 | speed-embedding-7b-instruct | #79 | Rerank: 48.8469 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-m-v2.0 | #80 | Retrieval: 54.8348Rerank: 61.6729 |
| representation-learning-on-mmteb-v2 | KaLM-embedding-multilingual-mini-instruct-v1 | #81 | Retrieval: 50.8387Rerank: 58.1702 |
| representation-learning-on-mmteb-v2 | KaLM-embedding-multilingual-mini-v1 | #82 | Rerank: 60.5876 |
| representation-learning-on-mmteb-v2 | pplx-embed-v1-0.6b | #83 | Retrieval: 65.4125 |
| representation-learning-on-mmteb-v2 | pplx-embed-v1-4b | #84 | Retrieval: 69.6627 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v5-text-nano | #85 | Retrieval: 63.2601Rerank: 64.6285 |
| representation-learning-on-mmteb-v2 | jina-embeddings-v5-text-small | #86 | Retrieval: 64.8757Rerank: 65.6576 |
| representation-learning-on-mmteb-v2 | BOOM_4B_v1 | – | MMTEB Score: 63.5163Retrieval: 62.2080 |
| representation-learning-on-mmteb-v2 | BidirLM-0.6B-Embedding | – | MMTEB Score: 60.4192 |
| representation-learning-on-mmteb-v2 | BidirLM-1.7B-Embedding | – | MMTEB Score: 63.5432Retrieval: 62.2415Rerank: 64.6842 |
| representation-learning-on-mmteb-v2 | BidirLM-1B-Embedding | – | MMTEB Score: 63.2115Retrieval: 61.6083Rerank: 63.7142 |
| representation-learning-on-mmteb-v2 | BidirLM-270M-Embedding | – | MMTEB Score: 56.8051Retrieval: 54.5917Rerank: 59.6491 |
| representation-learning-on-mmteb-v2 | BidirLM-Omni-2.5B-Embedding | – | MMTEB Score: 63.5024Retrieval: 61.0416 |
| representation-learning-on-mmteb-v2 | ICT-TIME-and-Querit-embedding-v1 | – | MMTEB Score: 63.7827Retrieval: 63.9863Rerank: 62.7571 |
| representation-learning-on-mmteb-v2 | NV-Embed-v2 | – | Retrieval: 56.7249 |
| representation-learning-on-mmteb-v2 | Querit | – | Rerank: 65.8356 |
| representation-learning-on-mmteb-v2 | Querit-4B | – | Rerank: 69.4530 |
| representation-learning-on-mmteb-v2 | gemini-embedding-001 | – | MMTEB Score: 68.3680 |
| representation-learning-on-mmteb-v2 | granite-embedding-107m-multilingual | – | Retrieval: 48.0758Rerank: 58.4830 |
| representation-learning-on-mmteb-v2 | granite-embedding-278m-multilingual | – | Retrieval: 52.1972Rerank: 59.8930 |
| representation-learning-on-mmteb-v2 | granite-embedding-30m-english | – | Retrieval: 36.4261Rerank: 42.5272 |
| representation-learning-on-mmteb-v2 | jina-reranker-v3 | – | Rerank: 67.8373 |
| representation-learning-on-mmteb-v2 | llama-embed-nemotron-8b | – | MMTEB Score: 69.4613Retrieval: 68.6942 |
| representation-learning-on-mmteb-v2 | mmlw-e5-base | – | MMTEB Score: 44.1522Rerank: 36.0740 |
| representation-learning-on-mmteb-v2 | mmlw-e5-large | – | MMTEB Score: 45.4030Retrieval: 33.3334Rerank: 39.8156 |
| representation-learning-on-mmteb-v2 | mmlw-e5-small | – | MMTEB Score: 43.1128 |
| representation-learning-on-mmteb-v2 | mmlw-roberta-base | – | MMTEB Score: 41.5112Retrieval: 30.3936Rerank: 34.4381 |
| representation-learning-on-mmteb-v2 | mmlw-roberta-large | – | MMTEB Score: 42.5172Retrieval: 31.7492Rerank: 35.9424 |
| representation-learning-on-mmteb-v2 | ru-en-RoSBERTa | – | MMTEB Score: 41.5734Retrieval: 32.6825 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-l | – | Retrieval: 39.6557Rerank: 44.2717 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-m | – | Retrieval: 39.3250Rerank: 42.7618 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-m-long | – | Retrieval: 39.2965 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-m-v1.5 | – | MMTEB Score: 41.9918Retrieval: 38.6931Rerank: 42.3733 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-s | – | Retrieval: 39.8359Rerank: 40.0285 |
| representation-learning-on-mmteb-v2 | snowflake-arctic-embed-xs | – | Retrieval: 35.2298Rerank: 39.6855 |
| representation-learning-on-mteb-english-v2 | QZhou-Embedding | #1 | MTEB Score: 75.9700 |
| representation-learning-on-mteb-english-v2 | Qwen3-Embedding-8B | #2 | MTEB Score: 75.2300 |
| representation-learning-on-mteb-english-v2 | Jasper-Token-Compression-600M | #3 | MTEB Score: 74.7500 |
| representation-learning-on-mteb-english-v2 | Qwen3-Embedding-4B | #4 | MTEB Score: 74.6100 |
| representation-learning-on-mteb-english-v2 | F2LLM-4B | #5 | MTEB Score: 73.6700 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-14B | #6 | MTEB Score: 73.0800 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-8B | #7 | MTEB Score: 72.8600 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-4B | #8 | MTEB Score: 72.4100 |
| representation-learning-on-mteb-english-v2 | F2LLM-1.7B | #9 | MTEB Score: 72.0100 |
| representation-learning-on-mteb-english-v2 | jina-embeddings-v5-text-small | #10 | MTEB Score: 71.7800 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-1.7B | #12 | MTEB Score: 71.6300 |
| representation-learning-on-mteb-english-v2 | jasper_en_vision_language_v1 | #13 | MTEB Score: 71.4100 |
| representation-learning-on-mteb-english-v2 | KaLM-embedding-multilingual-mini-instruct-v2.5 | #14 | MTEB Score: 71.2900 |
| representation-learning-on-mteb-english-v2 | gte-Qwen2-7B-instruct | #15 | MTEB Score: 70.7200 |
| representation-learning-on-mteb-english-v2 | Qwen3-Embedding-0.6B | #16 | MTEB Score: 70.4700 |
| representation-learning-on-mteb-english-v2 | F2LLM-0.6B | #17 | MTEB Score: 70.0300 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-0.6B | #18 | MTEB Score: 69.9700 |
| representation-learning-on-mteb-english-v2 | embeddinggemma-300m | #19 | MTEB Score: 69.6700 |
| representation-learning-on-mteb-english-v2 | stella_en_1.5B_v5 | #20 | MTEB Score: 69.4300 |
| representation-learning-on-mteb-english-v2 | stella_en_400M_v5 | #21 | MTEB Score: 69.3900 |
| representation-learning-on-mteb-english-v2 | F2LLM-v2-330M | #22 | MTEB Score: 68.8600 |
| representation-learning-on-mteb-english-v2 | e5-mistral-7b-instruct | #23 | MTEB Score: 67.9700 |
| representation-learning-on-mteb-english-v2 | gte-Qwen2-1.5B-instruct | #24 | MTEB Score: 67.2000 |
| representation-learning-on-mteb-english-v2 | GritLM-7B | #25 | MTEB Score: 67.0700 |
| representation-learning-on-mteb-english-v2 | UAE-Large-V1 | #26 | MTEB Score: 66.4000 |
| representation-learning-on-mteb-english-v2 | GIST-large-Embedding-v0 | #27 | MTEB Score: 66.2500 |
| representation-learning-on-mteb-english-v2 | GritLM-8x7B | #28 | MTEB Score: 66.1600 |
| representation-learning-on-mteb-english-v2 | ICT-TIME-and-Querit-embedding-v1 | – | MTEB Score: 70.1200 |
| representation-learning-on-mteb-english-v2 | LGAI-Embedding-Preview | – | MTEB Score: 74.1200 |
| representation-learning-on-mteb-english-v2 | Linq-Embed-Mistral | – | MTEB Score: 69.8000 |
| representation-learning-on-mteb-english-v2 | NV-Embed-v1 | – | MTEB Score: 68.3200 |
| representation-learning-on-mteb-english-v2 | NV-Embed-v2 | – | MTEB Score: 69.8100 |
| representation-learning-on-mteb-english-v2 | SFR-Embedding-Mistral | – | MTEB Score: 69.3100 |
| representation-learning-on-mteb-english-v2 | gemini-embedding-001 | – | MTEB Score: 73.3000 |
| representation-learning-on-mteb-english-v2 | mxbai-embed-large-v1 | – | MTEB Score: 66.2600 |
| visual-document-retrieval-on-vidore-v3 | jina-embeddings-v4 | #2 | NDCG@10: 57.54 |
| visual-document-retrieval-on-vidore-v3 | ColQwen2.5 v0.2 | #3 | NDCG@10: 52.44 |
| visual-document-retrieval-on-vidore-v3 | ColQwen2 v1.0 | #8 | NDCG@10: 44.18 |
| visual-document-retrieval-on-vidore-v3 | ColPali v1.3 | #9 | NDCG@10: 42.95 |
| visual-document-retrieval-on-vidore-v3 | ColModernVBERT | #10 | NDCG@10: 26.12 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Large Patch16 384 | #11 | NDCG@10: 17.68135417 |
| visual-document-retrieval-on-vidore-v3 | SigLIP SO400M Patch14 384 | #12 | NDCG@10: 17.2255 |
| visual-document-retrieval-on-vidore-v3 | BiModernVBERT | #13 | NDCG@10: 15.41 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Base Patch16 512 | #14 | NDCG@10: 15.17822917 |
| visual-document-retrieval-on-vidore-v3 | ModernVBERT-embed | #15 | NDCG@10: 14.96 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Base Patch16 384 | #16 | NDCG@10: 12.3615625 |
| visual-document-retrieval-on-vidore-v3 | CLIP ViT-L/14 | #17 | NDCG@10: 9.02 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Base Patch16 256 | #18 | NDCG@10: 7.7263125 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Base Patch16 256 Multilingual | #19 | NDCG@10: 7.236 |
| visual-document-retrieval-on-vidore-v3 | SigLIP Base Patch16 224 | #20 | NDCG@10: 6.31527083 |
| visual-document-retrieval-on-vidore-v3 | CLIP ViT-B/16 | #21 | NDCG@10: 5.25 |
| visual-document-retrieval-on-vidore-v3 | CLIP ViT-B/32 | #22 | NDCG@10: 2.68 |
| visual-document-retrieval-on-vidore-v3 | ColNomic 3B | – | NDCG@10: 56.4 |
| visual-document-retrieval-on-vidore-v3 | ColNomic 7B | – | NDCG@10: 57.64 |