OpenCodePapers

representation-learning-on-mmteb-v2

Representation Learning
Dataset Link
Results over time
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Leaderboard
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PaperCodeMMTEB ScoreRetrievalRerankModelNameReleaseDate
MTEB Leaderboard✓ Link72.318175.659767.2726KaLM-Embedding-Gemma3-12B-25112025-06-26
MTEB Leaderboard✓ Link70.583970.8770Qwen3-Embedding-8B2025-06-05
MTEB Leaderboard69.461368.6942llama-embed-nemotron-8b2025-11-10
MTEB Leaderboard✓ Link69.445669.604565.0792Qwen3-Embedding-4B2025-06-05
MTEB Leaderboard✓ Link68.736266.5049F2LLM-v2-14B2026-03-19
MTEB Leaderboard68.3680gemini-embedding-0012025-03-10
MTEB Leaderboard✓ Link68.085766.1461F2LLM-v2-8B2026-03-19
MTEB Leaderboard✓ Link67.063464.836669.3808F2LLM-v2-4B2026-03-19
MTEB Leaderboard✓ Link66.999864.875765.6576jina-embeddings-v5-omni-small2026-02-17
MTEB Leaderboard✓ Link65.523463.260164.6285jina-embeddings-v5-omni-nano2026-02-17
MTEB Leaderboard✓ Link65.214661.9678F2LLM-v2-1.7B2026-03-19
MTEB Leaderboard✓ Link64.335564.647061.4093Qwen3-Embedding-0.6B2025-06-05
MTEB Leaderboard63.782763.986362.7571ICT-TIME-and-Querit-embedding-v12026-02-05
MTEB Leaderboard63.543262.241564.6842BidirLM-1.7B-Embedding2026-04-02
MTEB Leaderboard63.516362.2080BOOM_4B_v12026-02-05
MTEB Leaderboard63.502461.0416BidirLM-Omni-2.5B-Embedding2026-04-02
MTEB Leaderboard✓ Link63.218057.1136multilingual-e5-large-instruct2024-02-08
MTEB Leaderboard63.211561.608363.7142BidirLM-1B-Embedding2026-04-02
MTEB Leaderboard✓ Link62.735959.298365.1379F2LLM-v2-0.6B2026-03-19
MTEB Leaderboard✓ Link62.5124gte-Qwen2-7B-instruct2023-08-07
MTEB Leaderboard✓ Link61.144062.4854embeddinggemma-300m2025-09-24
MTEB Leaderboard✓ Link60.920758.306763.7788GritLM-7B2024-02-15
MTEB Leaderboard✓ Link60.8368F2LLM-v2-330M2026-03-19
MTEB Leaderboard✓ Link60.520360.598662.3199embeddinggemma-22025-09-24
MTEB Leaderboard✓ Link60.487757.537162.6117GritLM-8x7B2024-02-15
MTEB Leaderboard60.4192BidirLM-0.6B-Embedding2026-04-02
MTEB Leaderboard✓ Link60.031055.750163.8192e5-mistral-7b-instruct2023-12-31
MTEB Leaderboard✓ Link58.365955.761757.0869jina-embeddings-v32024-09-16
MTEB Leaderboard✓ Link58.356157.516261.4547bekko-embedding-v1-a25m2026-07-28
MTEB Leaderboard✓ Link57.977860.3373F2LLM-v2-160M2026-03-19
MTEB Leaderboard✓ Link57.638457.2075nomic-embed-text-v2-moe2025-02-11
MTEB Leaderboard✓ Link57.0256snowflake-arctic-embed-l-v2.02024-12-03
MTEB Leaderboard✓ Link57.022352.721860.1764multilingual-e5-base2024-02-08
MTEB Leaderboard56.805154.591759.6491BidirLM-270M-Embedding2026-04-02
MTEB Leaderboard✓ Link56.732656.274460.5391bekko-embedding-v1-a8m2026-07-28
MTEB Leaderboard✓ Link56.576363.351265.8695zembed-12025-09-16
MTEB Leaderboard✓ Link56.529052.8355stella_en_1.5B_v52024-12-26
MTEB Leaderboard✓ Link55.956865.207961.9920granite-embedding-311m-multilingual-r22026-05-13
MTEB Leaderboard✓ Link55.232750.140158.9497F2LLM-v2-80M2026-03-19
MTEB Leaderboard✓ Link53.648936.9778Arabic-labse-Matryoshka2019-08-27
MTEB Leaderboard✓ Link52.067033.1691LaBSE2020-07-03
MTEB Leaderboard✓ Link51.995438.4716Arabic-all-nli-triplet-Matryoshka2019-08-27
MTEB Leaderboard✓ Link51.925839.7578paraphrase-multilingual-mpnet-base-v22019-08-27
MTEB Leaderboard✓ Link51.918960.318759.3911granite-embedding-97m-multilingual-r22026-05-13
MTEB Leaderboard✓ Link48.730436.6150paraphrase-multilingual-MiniLM-L12-v22019-08-27
MTEB Leaderboard✓ Link48.520750.0057STS-multilingual-mpnet-base-v22019-08-27
MTEB Leaderboard✓ Link48.323142.578146.4866stella_en_400M_v52024-12-26
MTEB Leaderboard✓ Link47.209541.209049.4477static-similarity-mrl-multilingual-v12019-08-27
MTEB Leaderboard✓ Link46.643240.0570e5-large-v22022-12-07
MTEB Leaderboard✓ Link46.093741.209948.3497UAE-Large-V12023-09-22
MTEB Leaderboard✓ Link45.981840.492747.5018e5-base-v22022-12-07
MTEB Leaderboard✓ Link45.911940.304047.5956mxbai-embed-large-v12023-09-22
MTEB Leaderboard45.403033.333439.8156mmlw-e5-large2024-02-20
MTEB Leaderboard✓ Link45.077238.9981bge-large-en-v1.52023-09-14
MTEB Leaderboard✓ Link44.519138.610147.5704bge-base-en-v1.52023-09-14
MTEB Leaderboard✓ Link44.473444.4357e5-small-v22022-12-07
MTEB Leaderboard44.152236.0740mmlw-e5-base2024-02-20
MTEB Leaderboard✓ Link44.099534.094444.8427nomic-embed-text-v1.52024-02-02
MTEB Leaderboard✓ Link43.7640bge-small-en-v1.52023-09-14
MTEB Leaderboard43.1128mmlw-e5-small2024-02-20
MTEB Leaderboard42.517231.749235.9424mmlw-roberta-large2024-02-20
MTEB Leaderboard41.991838.693142.3733snowflake-arctic-embed-m-v1.52024-07-26
MTEB Leaderboard41.573432.6825ru-en-RoSBERTa2024-08-22
MTEB Leaderboard41.511230.393634.4381mmlw-roberta-base2024-02-20
MTEB Leaderboard✓ Link41.388340.2846all-MiniLM-L6-v22019-08-27
MTEB Leaderboard✓ Link35.199535.8405Arabic-mpnet-base-all-nli-triplet2019-08-27
MTEB Leaderboard✓ Link33.113930.1438Arabert-all-nli-triplet-Matryoshka2019-08-27
MTEB Leaderboard✓ Link32.13509.186228.0528Marbert-all-nli-triplet-Matryoshka2019-08-27
MTEB Leaderboard✓ Link32.4323rubert-base-cased2019-05-17
MTEB Leaderboard✓ Link31.724848.3134arabic-english-sts-matryoshka2019-08-27
MTEB Leaderboard✓ Link35.2688sgpt-bloom-7b1-msmarco2022-02-17
MTEB Leaderboard✓ Link11.294933.5069distilrubert-small-cased-conversational2022-05-04
MTEB Leaderboard✓ Link36.250339.3035e5-small2022-12-07
MTEB Leaderboard✓ Link37.686941.4870e5-base2022-12-07
MTEB Leaderboard✓ Link38.5039e5-large2022-12-07
MTEB Leaderboard✓ Link57.7665gte-Qwen1.5-7B-instruct2023-08-07
MTEB Leaderboard✓ Link60.784462.5803gte-Qwen2-1.5B-instruct2023-08-07
MTEB Leaderboard✓ Link35.855146.9375gte-base2023-08-07
MTEB Leaderboard✓ Link35.985245.7655gte-small2023-08-07
MTEB Leaderboard✓ Link48.8698gte-large2023-08-07
MTEB Leaderboard✓ Link30.7950udever-bloom-560m2023-10-12
MTEB Leaderboard✓ Link37.0182udever-bloom-1b12023-10-12
MTEB Leaderboard✓ Link35.7207udever-bloom-3b2023-10-12
MTEB Leaderboard✓ Link13.4512jina-embeddings-v2-small-en2023-10-30
MTEB Leaderboard✓ Link10.701631.5955jina-embeddings-v2-base-en2023-10-30
MTEB Leaderboard✓ Link54.5915bge-m32024-02-05
MTEB Leaderboard✓ Link40.408047.0850GIST-large-Embedding-v02024-02-26
MTEB Leaderboard✓ Link38.4529GIST-Embedding-v02024-02-26
MTEB Leaderboard✓ Link37.223643.2506GIST-small-Embedding-v02024-02-26
MTEB Leaderboard✓ Link33.297741.4470GIST-all-MiniLM-L6-v22024-02-26
MTEB Leaderboard✓ Link43.072555.4587LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised2024-04-09
MTEB Leaderboard✓ Link44.1155LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse2024-04-09
MTEB Leaderboard✓ Link36.776542.4747e5-base-4k2024-04-18
MTEB Leaderboard56.7249NV-Embed-v22024-05-27
MTEB Leaderboard✓ Link44.238529.7003baseline-bm25s2024-07-04
MTEB Leaderboard35.229839.6855snowflake-arctic-embed-xs2024-07-26
MTEB Leaderboard39.835940.0285snowflake-arctic-embed-s2024-07-26
MTEB Leaderboard39.325042.7618snowflake-arctic-embed-m2024-07-26
MTEB Leaderboard39.2965snowflake-arctic-embed-m-long2024-07-26
MTEB Leaderboard39.655744.2717snowflake-arctic-embed-l2024-07-26
MTEB Leaderboard✓ Link48.8469speed-embedding-7b-instruct2024-10-24
MTEB Leaderboard✓ Link54.834861.6729snowflake-arctic-embed-m-v2.02024-12-03
MTEB Leaderboard✓ Link50.838758.1702KaLM-embedding-multilingual-mini-instruct-v12025-01-02
MTEB Leaderboard✓ Link60.5876KaLM-embedding-multilingual-mini-v12025-01-02
MTEB Leaderboard48.075858.4830granite-embedding-107m-multilingual2025-02-27
MTEB Leaderboard52.197259.8930granite-embedding-278m-multilingual2025-02-27
MTEB Leaderboard36.426142.5272granite-embedding-30m-english2025-02-27
MTEB Leaderboard67.8373jina-reranker-v32025-09-29
MTEB Leaderboard✓ Link65.4125pplx-embed-v1-0.6b2026-02-11
MTEB Leaderboard✓ Link69.6627pplx-embed-v1-4b2026-02-11
MTEB Leaderboard✓ Link63.260164.6285jina-embeddings-v5-text-nano2026-02-17
MTEB Leaderboard✓ Link64.875765.6576jina-embeddings-v5-text-small2026-02-17
MTEB Leaderboard65.8356Querit2026-06-17
MTEB Leaderboard69.4530Querit-4B2026-06-17
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