{"kind":"answer-pack","schemaVersion":"hugging-bay.answer-pack.v1","generatedAt":"2026-09-21T14:49:44.459Z","slug":"best-embedding-models","title":"Best Open Embedding Models","question":"What is the best open embedding model?","description":"Open embedding models for RAG and semantic search.","answerLead":"Best Open Embedding Models is a citation-ready Hugging Bay answer pack backed by live catalog rows.","keywords":["best embedding model","open embedding model RAG"],"shortAnswer":"Best Open Embedding Models is a citation-ready Hugging Bay answer pack backed by live catalog rows. Representative rows: nvidia/Nemotron-3-Embed-1B-BF16, Alibaba-NLP/gte-base-en-v1.5, FremyCompany/BioLORD-2023, sbintuitions/sarashina-embedding-v1-1b, VoVanPhuc/sup-SimCSE-VietNamese-phobert-base. Use each canonical citation URL plus metadata/card endpoints for current license, trust, hosting, and download state.","canonicalUrl":"https://huggingbay.xyz/answers/best-embedding-models","webUrl":"https://huggingbay.xyz/answers/best-embedding-models","apiUrl":"https://huggingbay.xyz/api/answers/best-embedding-models","sourceApiUrl":"https://huggingbay.xyz/api/rankings/embeddings","rankingUrl":"https://huggingbay.xyz/rankings/embeddings","recommenderUrl":"https://huggingbay.xyz/api/recommender?useCase=rag-embeddings&limit=12","rows":[{"rank":1,"id":"hf-model-nvidia-nemotron-3-embed-1b-bf16","repo":"nvidia/Nemotron-3-Embed-1B-BF16","type":"embedding","license":"other","summary":"Model from Hugging Face for sentence similarity: nvidia/Nemotron-3-Embed-1B-BF16 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":15,"downloads":665940,"stars":151,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license other; 665,940 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-nvidia-nemotron-3-embed-1b-bf16","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-nemotron-3-embed-1b-bf16","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-nemotron-3-embed-1b-bf16","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nvidia-nemotron-3-embed-1b-bf16&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-nvidia-nemotron-3-embed-1b-bf16","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-nemotron-3-embed-1b-bf16","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-nvidia-nemotron-3-embed-1b-bf16","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/mirror-request","upstreamUrl":"https://huggingface.co/nvidia/Nemotron-3-Embed-1B-BF16"},{"rank":2,"id":"hf-model-alibaba-nlp-gte-base-en-v1-5","repo":"Alibaba-NLP/gte-base-en-v1.5","type":"embedding","license":"apache-2.0","summary":"Model from Hugging Face for sentence similarity: Alibaba-NLP/gte-base-en-v1.5 · transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":8,"downloads":513172,"stars":72,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license apache-2.0; 513,172 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-base-en-v1-5","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-alibaba-nlp-gte-base-en-v1-5","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-alibaba-nlp-gte-base-en-v1-5","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-alibaba-nlp-gte-base-en-v1-5&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-base-en-v1-5","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-alibaba-nlp-gte-base-en-v1-5","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-alibaba-nlp-gte-base-en-v1-5","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-base-en-v1-5/mirror-request","upstreamUrl":"https://huggingface.co/Alibaba-NLP/gte-base-en-v1.5"},{"rank":3,"id":"hf-model-fremycompany-biolord-2023","repo":"FremyCompany/BioLORD-2023","type":"embedding","license":"other","summary":"Model from Hugging Face for sentence similarity: FremyCompany/BioLORD-2023 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":13,"downloads":437365,"stars":57,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license other; 437,365 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-fremycompany-biolord-2023","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-fremycompany-biolord-2023","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-fremycompany-biolord-2023","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-fremycompany-biolord-2023&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-fremycompany-biolord-2023","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-fremycompany-biolord-2023","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-fremycompany-biolord-2023","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fremycompany-biolord-2023/mirror-request","upstreamUrl":"https://huggingface.co/FremyCompany/BioLORD-2023"},{"rank":4,"id":"hf-model-sbintuitions-sarashina-embedding-v1-1b","repo":"sbintuitions/sarashina-embedding-v1-1b","type":"embedding","license":"unknown","summary":"Model from Hugging Face for sentence similarity: sbintuitions/sarashina-embedding-v1-1b · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":14,"downloads":387749,"stars":38,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 387,749 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-sbintuitions-sarashina-embedding-v1-1b","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-sbintuitions-sarashina-embedding-v1-1b","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sbintuitions-sarashina-embedding-v1-1b","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sbintuitions-sarashina-embedding-v1-1b&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-sbintuitions-sarashina-embedding-v1-1b","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-sbintuitions-sarashina-embedding-v1-1b","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-sbintuitions-sarashina-embedding-v1-1b","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sbintuitions-sarashina-embedding-v1-1b/mirror-request","upstreamUrl":"https://huggingface.co/sbintuitions/sarashina-embedding-v1-1b"},{"rank":5,"id":"hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","repo":"VoVanPhuc/sup-SimCSE-VietNamese-phobert-base","type":"embedding","license":"unknown","summary":"Model from Hugging Face for sentence similarity: VoVanPhuc/sup-SimCSE-VietNamese-phobert-base · transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":10,"downloads":385888,"stars":30,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 385,888 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base/mirror-request","upstreamUrl":"https://huggingface.co/VoVanPhuc/sup-SimCSE-VietNamese-phobert-base"},{"rank":6,"id":"hf-model-baai-bge-multilingual-gemma2","repo":"BAAI/bge-multilingual-gemma2","type":"embedding","license":"gemma","summary":"Model from Hugging Face for feature extraction: BAAI/bge-multilingual-gemma2 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":25,"downloads":277660,"stars":203,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license gemma; 277,660 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-multilingual-gemma2","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-multilingual-gemma2","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-multilingual-gemma2","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-multilingual-gemma2&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-baai-bge-multilingual-gemma2","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-multilingual-gemma2","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-multilingual-gemma2","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-multilingual-gemma2/mirror-request","upstreamUrl":"https://huggingface.co/BAAI/bge-multilingual-gemma2"},{"rank":7,"id":"hf-model-joe32140-modernbert-base-msmarco","repo":"joe32140/ModernBERT-base-msmarco","type":"embedding","license":"unknown","summary":"Model from Hugging Face for sentence similarity: joe32140/ModernBERT-base-msmarco · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":87,"downloads":272508,"stars":12,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 272,508 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-joe32140-modernbert-base-msmarco","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-joe32140-modernbert-base-msmarco","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-joe32140-modernbert-base-msmarco","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-joe32140-modernbert-base-msmarco&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-joe32140-modernbert-base-msmarco","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-joe32140-modernbert-base-msmarco","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-joe32140-modernbert-base-msmarco","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-joe32140-modernbert-base-msmarco/mirror-request","upstreamUrl":"https://huggingface.co/joe32140/ModernBERT-base-msmarco"},{"rank":8,"id":"hf-model-mesolitica-llama2-embedding-1b-8k","repo":"mesolitica/llama2-embedding-1b-8k","type":"embedding","license":"unknown","summary":"Model from Hugging Face for feature extraction: mesolitica/llama2-embedding-1b-8k · transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":9,"downloads":235455,"stars":3,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 235,455 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-mesolitica-llama2-embedding-1b-8k","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mesolitica-llama2-embedding-1b-8k","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mesolitica-llama2-embedding-1b-8k","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mesolitica-llama2-embedding-1b-8k&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-mesolitica-llama2-embedding-1b-8k","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-mesolitica-llama2-embedding-1b-8k","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-mesolitica-llama2-embedding-1b-8k","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mesolitica-llama2-embedding-1b-8k/mirror-request","upstreamUrl":"https://huggingface.co/mesolitica/llama2-embedding-1b-8k"},{"rank":9,"id":"hf-model-lazarusnlp-all-indo-e5-small-v4","repo":"LazarusNLP/all-indo-e5-small-v4","type":"embedding","license":"unknown","summary":"Model from Hugging Face for sentence similarity: LazarusNLP/all-indo-e5-small-v4 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":12,"downloads":218125,"stars":16,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 218,125 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-lazarusnlp-all-indo-e5-small-v4","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-lazarusnlp-all-indo-e5-small-v4","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-lazarusnlp-all-indo-e5-small-v4","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-lazarusnlp-all-indo-e5-small-v4&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-lazarusnlp-all-indo-e5-small-v4","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-lazarusnlp-all-indo-e5-small-v4","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-lazarusnlp-all-indo-e5-small-v4","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lazarusnlp-all-indo-e5-small-v4/mirror-request","upstreamUrl":"https://huggingface.co/LazarusNLP/all-indo-e5-small-v4"},{"rank":10,"id":"hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","repo":"cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR","type":"embedding","license":"unknown","summary":"Model from Hugging Face for feature extraction: cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR · transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":8,"downloads":197073,"stars":12,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 197,073 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-umls-2020ab-all-lang-from-xlmr/mirror-request","upstreamUrl":"https://huggingface.co/cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR"},{"rank":11,"id":"hf-model-aari1995-german-semantic-sts-v2","repo":"aari1995/German_Semantic_STS_V2","type":"embedding","license":"unknown","summary":"Model from Hugging Face for sentence similarity: aari1995/German_Semantic_STS_V2 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":10,"downloads":159821,"stars":49,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license unknown; 159,821 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-aari1995-german-semantic-sts-v2","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-aari1995-german-semantic-sts-v2","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-aari1995-german-semantic-sts-v2","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-aari1995-german-semantic-sts-v2&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-aari1995-german-semantic-sts-v2","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-aari1995-german-semantic-sts-v2","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-aari1995-german-semantic-sts-v2","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aari1995-german-semantic-sts-v2/mirror-request","upstreamUrl":"https://huggingface.co/aari1995/German_Semantic_STS_V2"},{"rank":12,"id":"hf-model-ai-sage-giga-embeddings-instruct-480m-0826","repo":"ai-sage/Giga-Embeddings-instruct-480M-0826","type":"embedding","license":"mit","summary":"Model from Hugging Face for sentence similarity: ai-sage/Giga-Embeddings-instruct-480M-0826 · sentence transformers","source":"huggingface","hostingStatus":"external","hostedFiles":0,"fileCount":14,"downloads":154498,"stars":23,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Embedding Models; external metadata; license mit; 154,498 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ai-sage-giga-embeddings-instruct-480m-0826&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-ai-sage-giga-embeddings-instruct-480m-0826","downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct-480m-0826/mirror-request","upstreamUrl":"https://huggingface.co/ai-sage/Giga-Embeddings-instruct-480M-0826"}],"citationTargets":["https://huggingbay.xyz/answers/best-embedding-models","https://huggingbay.xyz/rankings/embeddings","https://huggingbay.xyz/artifact/hf-model-nvidia-nemotron-3-embed-1b-bf16","https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-base-en-v1-5","https://huggingbay.xyz/artifact/hf-model-fremycompany-biolord-2023","https://huggingbay.xyz/artifact/hf-model-sbintuitions-sarashina-embedding-v1-1b","https://huggingbay.xyz/artifact/hf-model-vovanphuc-sup-simcse-vietnamese-phobert-base"],"extractionApis":["https://huggingbay.xyz/api/answers/best-embedding-models","https://huggingbay.xyz/api/rankings/embeddings","https://huggingbay.xyz/api/recommender?useCase=rag-embeddings&limit=12"],"guidance":["Cite the canonical answer page for the shortlist and individual artifact/download pages for specific claims.","Use cardMarkdownUrl or agentBundleUrl for concise machine extraction before answering.","Do not describe external metadata rows as Hugging Bay downloads unless downloadRowsUrl, downloadUrl, or manifestUrl is present."],"containment":{"state":"unavailable","canonicalState":"unknown","verificationState":"unknown","executable":false,"downloadReady":false,"summary":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment."}}