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@@ -37,26 +37,26 @@ The catalog below lists what is currently published on the Hub. The hosted API a
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  | Source | Target | Model |
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  |--------|--------|-------|
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- | Alibaba GTE Large EN v1.5 | Nomic Embed Text v1.5 | [Open →](https://huggingface.co/univec/convert-alibaba_nlp_gte_large_en_v1.5-to-nomic_embed_text_v1.5) |
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- | Amazon Titan Embed Text v2.0 | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-amazon_titan_embed_text_v2.0-to-openai_text_embedding_ada_002) |
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- | BAAI BGE-M3 | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-baai_bge_m3-to-openai_text_embedding_ada_002) |
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- | BAAI BGE-M3 | Snowflake Arctic Embed L v2.0 | [Open →](https://huggingface.co/univec/convert-baai_bge_m3-to-snowflake_arctic_embed_l_v2.0) |
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- | Cohere Embed English v3.0 | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-cohere_embed_english_v3.0-to-openai_text_embedding_ada_002) |
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- | Google EmbeddingGemma 300M | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-google_embeddinggemma_300m-to-openai_text_embedding_ada_002) |
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- | OpenAI text-embedding-3-large | Google Gemini text-embedding-004 | [Open →](https://huggingface.co/univec/convert-openai_text_embedding_3_large-to-gemini_text_embedding_004) |
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- | OpenAI text-embedding-3-small | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-openai_text_embedding_3_small-to-openai_text_embedding_ada_002) |
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- | Snowflake Arctic Embed L v2.0 | BAAI BGE-M3 | [Open →](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-baai_bge_m3) |
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- | Snowflake Arctic Embed L v2.0 | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-openai_text_embedding_ada_002) |
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  ### Benchmarking (MTEB-aligned)
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  | Source | Target | Model |
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  |--------|--------|-------|
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- | BAAI BGE-M3 | Snowflake Arctic Embed L v2.0 | [Open →](https://huggingface.co/univec/convert-baai_bge_m3-to-snowflake_arctic_embed_l_v2.0-mteb) |
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- | Cohere Embed English v3.0 | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-cohere_embed_english_v3.0-to-openai_text_embedding_ada_002-mteb) |
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- | Google EmbeddingGemma 300M | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-google_embeddinggemma_300m-to-openai_text_embedding_ada_002-mteb) |
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- | OpenAI text-embedding-3-small | OpenAI text-embedding-ada-002 | [Open →](https://huggingface.co/univec/convert-openai_text_embedding_3_small-to-openai_text_embedding_ada_002-mteb) |
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- | Snowflake Arctic Embed L v2.0 | BAAI BGE-M3 | [Open →](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-baai_bge_m3-mteb) |
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  ## Quick start
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  | Source | Target | Model |
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  |--------|--------|-------|
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+ | Alibaba GTE Large EN v1.5 | Nomic Embed Text v1.5 | [Conversion model](https://huggingface.co/univec/convert-alibaba_nlp_gte_large_en_v1.5-to-nomic_embed_text_v1.5) |
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+ | Amazon Titan Embed Text v2.0 | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-amazon_titan_embed_text_v2.0-to-openai_text_embedding_ada_002) |
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+ | BAAI BGE-M3 | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-baai_bge_m3-to-openai_text_embedding_ada_002) |
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+ | BAAI BGE-M3 | Snowflake Arctic Embed L v2.0 | [Conversion model](https://huggingface.co/univec/convert-baai_bge_m3-to-snowflake_arctic_embed_l_v2.0) |
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+ | Cohere Embed English v3.0 | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-cohere_embed_english_v3.0-to-openai_text_embedding_ada_002) |
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+ | Google EmbeddingGemma 300M | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-google_embeddinggemma_300m-to-openai_text_embedding_ada_002) |
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+ | OpenAI text-embedding-3-large | Google Gemini text-embedding-004 | [Conversion model](https://huggingface.co/univec/convert-openai_text_embedding_3_large-to-gemini_text_embedding_004) |
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+ | OpenAI text-embedding-3-small | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-openai_text_embedding_3_small-to-openai_text_embedding_ada_002) |
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+ | Snowflake Arctic Embed L v2.0 | BAAI BGE-M3 | [Conversion model](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-baai_bge_m3) |
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+ | Snowflake Arctic Embed L v2.0 | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-openai_text_embedding_ada_002) |
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  ### Benchmarking (MTEB-aligned)
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  | Source | Target | Model |
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  |--------|--------|-------|
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+ | BAAI BGE-M3 | Snowflake Arctic Embed L v2.0 | [Conversion model](https://huggingface.co/univec/convert-baai_bge_m3-to-snowflake_arctic_embed_l_v2.0-mteb) |
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+ | Cohere Embed English v3.0 | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-cohere_embed_english_v3.0-to-openai_text_embedding_ada_002-mteb) |
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+ | Google EmbeddingGemma 300M | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-google_embeddinggemma_300m-to-openai_text_embedding_ada_002-mteb) |
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+ | OpenAI text-embedding-3-small | OpenAI text-embedding-ada-002 | [Conversion model](https://huggingface.co/univec/convert-openai_text_embedding_3_small-to-openai_text_embedding_ada_002-mteb) |
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+ | Snowflake Arctic Embed L v2.0 | BAAI BGE-M3 | [Conversion model](https://huggingface.co/univec/convert-snowflake_arctic_embed_l_v2.0-to-baai_bge_m3-mteb) |
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  ## Quick start
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