{"kind":"answer-pack","schemaVersion":"hugging-bay.answer-pack.v1","generatedAt":"2026-10-08T12:59:02.795Z","slug":"best-open-multilingual-translation-models","title":"Best Open Multilingual & Translation Models","question":"What are the best open multilingual & translation models?","description":"A citation-ready shortlist of open multilingual & translation models ranked by license clarity, popularity, and neutral trust metadata.","answerLead":"Best Open Multilingual & Translation Models is a citation-ready Hugging Bay answer pack backed by live catalog rows.","keywords":["best multilingual & translation model","open multilingual & translation model"],"shortAnswer":"Best Open Multilingual & Translation Models is a citation-ready Hugging Bay answer pack backed by live catalog rows. Representative rows: google-t5/t5-3b, facebook/mbart-large-50-many-to-many-mmt, Babelscape/wikineural-multilingual-ner, tabularisai/multilingual-sentiment-analysis, Davlan/bert-base-multilingual-cased-ner-hrl. Use each canonical citation URL plus metadata/card endpoints for current license, trust, hosting, and download state.","canonicalUrl":"https://huggingbay.xyz/answers/best-open-multilingual-translation-models","webUrl":"https://huggingbay.xyz/answers/best-open-multilingual-translation-models","apiUrl":"https://huggingbay.xyz/api/answers/best-open-multilingual-translation-models","sourceApiUrl":"https://huggingbay.xyz/api/artifacts?summary=1&limit=12","rankingUrl":null,"recommenderUrl":"https://huggingbay.xyz/api/recommender?useCase=agents&limit=12","rows":[{"rank":1,"id":"hf-model-google-t5-t5-3b","repo":"google-t5/t5-3b","type":"llm","license":"apache-2.0","summary":"Model from Hugging Face for translation: google-t5/t5-3b · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":3,"fileCount":8,"downloads":274204,"stars":53,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 3 hosted files; license apache-2.0; 274,204 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-google-t5-t5-3b","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-google-t5-t5-3b","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-google-t5-t5-3b","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-google-t5-t5-3b&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-google-t5-t5-3b","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-google-t5-t5-3b","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-google-t5-t5-3b/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-google-t5-t5-3b","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-google-t5-t5-3b&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/google-t5/t5-3b"},{"rank":2,"id":"hf-model-facebook-mbart-large-50-many-to-many-mmt","repo":"facebook/mbart-large-50-many-to-many-mmt","type":"llm","license":"unknown","summary":"Model from Hugging Face for translation: facebook/mbart-large-50-many-to-many-mmt · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":6,"fileCount":11,"downloads":80555,"stars":412,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 6 hosted files; license unknown; 80,555 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-facebook-mbart-large-50-many-to-many-mmt","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebook-mbart-large-50-many-to-many-mmt","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebook-mbart-large-50-many-to-many-mmt","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-facebook-mbart-large-50-many-to-many-mmt&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-facebook-mbart-large-50-many-to-many-mmt","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebook-mbart-large-50-many-to-many-mmt","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-mbart-large-50-many-to-many-mmt/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-facebook-mbart-large-50-many-to-many-mmt","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-facebook-mbart-large-50-many-to-many-mmt&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/facebook/mbart-large-50-many-to-many-mmt"},{"rank":3,"id":"hf-model-babelscape-wikineural-multilingual-ner","repo":"Babelscape/wikineural-multilingual-ner","type":"llm","license":"cc-by-nc-sa-4.0","summary":"Model from Hugging Face for token classification: Babelscape/wikineural-multilingual-ner · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":5,"fileCount":13,"downloads":674857,"stars":168,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 5 hosted files; license cc-by-nc-sa-4.0; 674,857 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-babelscape-wikineural-multilingual-ner","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-babelscape-wikineural-multilingual-ner","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-babelscape-wikineural-multilingual-ner","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-babelscape-wikineural-multilingual-ner&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-babelscape-wikineural-multilingual-ner","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-babelscape-wikineural-multilingual-ner","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-babelscape-wikineural-multilingual-ner/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-babelscape-wikineural-multilingual-ner","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-babelscape-wikineural-multilingual-ner&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/Babelscape/wikineural-multilingual-ner"},{"rank":4,"id":"hf-model-tabularisai-multilingual-sentiment-analysis","repo":"tabularisai/multilingual-sentiment-analysis","type":"llm","license":"cc-by-nc-4.0","summary":"Model from Hugging Face for text classification: tabularisai/multilingual-sentiment-analysis · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":5,"fileCount":7,"downloads":159694,"stars":397,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 5 hosted files; license cc-by-nc-4.0; 159,694 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-tabularisai-multilingual-sentiment-analysis","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-tabularisai-multilingual-sentiment-analysis","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-tabularisai-multilingual-sentiment-analysis","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tabularisai-multilingual-sentiment-analysis&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-tabularisai-multilingual-sentiment-analysis","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-tabularisai-multilingual-sentiment-analysis","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-tabularisai-multilingual-sentiment-analysis/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-tabularisai-multilingual-sentiment-analysis","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tabularisai-multilingual-sentiment-analysis&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/tabularisai/multilingual-sentiment-analysis"},{"rank":5,"id":"hf-model-davlan-bert-base-multilingual-cased-ner-hrl","repo":"Davlan/bert-base-multilingual-cased-ner-hrl","type":"llm","license":"afl-3.0","summary":"Model from Hugging Face for token classification: Davlan/bert-base-multilingual-cased-ner-hrl · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":5,"fileCount":16,"downloads":210766,"stars":84,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 5 hosted files; license afl-3.0; 210,766 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-davlan-bert-base-multilingual-cased-ner-hrl&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-bert-base-multilingual-cased-ner-hrl/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-davlan-bert-base-multilingual-cased-ner-hrl","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-davlan-bert-base-multilingual-cased-ner-hrl&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/Davlan/bert-base-multilingual-cased-ner-hrl"},{"rank":6,"id":"hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","repo":"Davlan/distilbert-base-multilingual-cased-ner-hrl","type":"llm","license":"afl-3.0","summary":"Model from Hugging Face for token classification: Davlan/distilbert-base-multilingual-cased-ner-hrl · transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":5,"fileCount":9,"downloads":111666,"stars":83,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 5 hosted files; license afl-3.0; 111,666 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-davlan-distilbert-base-multilingual-cased-ner-hrl&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/Davlan/distilbert-base-multilingual-cased-ner-hrl"},{"rank":7,"id":"hf-model-baai-bge-reranker-v2-gemma","repo":"BAAI/bge-reranker-v2-gemma","type":"llm","license":"apache-2.0","summary":"Model from Hugging Face for text classification: BAAI/bge-reranker-v2-gemma · sentence transformers","source":"huggingface","hostingStatus":"hosted","hostedFiles":11,"fileCount":17,"downloads":784085,"stars":87,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 11 hosted files; license apache-2.0; 784,085 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-reranker-v2-gemma","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-reranker-v2-gemma","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-reranker-v2-gemma","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-reranker-v2-gemma&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-baai-bge-reranker-v2-gemma","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-reranker-v2-gemma","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-reranker-v2-gemma/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-reranker-v2-gemma","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-reranker-v2-gemma&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/BAAI/bge-reranker-v2-gemma"},{"rank":8,"id":"hf-model-tomaarsen-span-marker-mbert-base-multinerd","repo":"tomaarsen/span-marker-mbert-base-multinerd","type":"llm","license":"cc-by-nc-sa-4.0","summary":"Model from Hugging Face for token classification: tomaarsen/span-marker-mbert-base-multinerd · span marker","source":"huggingface","hostingStatus":"hosted","hostedFiles":6,"fileCount":23,"downloads":117143,"stars":72,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 6 hosted files; license cc-by-nc-sa-4.0; 117,143 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-tomaarsen-span-marker-mbert-base-multinerd","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-tomaarsen-span-marker-mbert-base-multinerd","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-tomaarsen-span-marker-mbert-base-multinerd","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tomaarsen-span-marker-mbert-base-multinerd&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-tomaarsen-span-marker-mbert-base-multinerd","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-tomaarsen-span-marker-mbert-base-multinerd","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-span-marker-mbert-base-multinerd/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-tomaarsen-span-marker-mbert-base-multinerd","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tomaarsen-span-marker-mbert-base-multinerd&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/tomaarsen/span-marker-mbert-base-multinerd"},{"rank":9,"id":"hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","repo":"handy-computer/nemotron-3.5-asr-streaming-0.6b-gguf","type":"llm","license":"other","summary":"Model from Hugging Face for automatic speech recognition: handy-computer/nemotron-3.5-asr-streaming-0.6b-gguf · transcribe.cpp","source":"huggingface","hostingStatus":"hosted","hostedFiles":1,"fileCount":8,"downloads":1829287,"stars":10,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 1 hosted file; license other; 1,829,287 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-nemotron-3-5-asr-streaming-0-6b-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/handy-computer/nemotron-3.5-asr-streaming-0.6b-gguf"},{"rank":10,"id":"hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","repo":"handy-computer/parakeet-tdt-0.6b-v3-gguf","type":"llm","license":"cc-by-4.0","summary":"Model from Hugging Face for automatic speech recognition: handy-computer/parakeet-tdt-0.6b-v3-gguf · transcribe.cpp","source":"huggingface","hostingStatus":"hosted","hostedFiles":1,"fileCount":7,"downloads":575259,"stars":6,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 1 hosted file; license cc-by-4.0; 575,259 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-parakeet-tdt-0-6b-v3-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/handy-computer/parakeet-tdt-0.6b-v3-gguf"},{"rank":11,"id":"hf-model-handy-computer-qwen3-asr-1-7b-gguf","repo":"handy-computer/Qwen3-ASR-1.7B-gguf","type":"llm","license":"apache-2.0","summary":"Model from Hugging Face for automatic speech recognition: handy-computer/Qwen3-ASR-1.7B-gguf · transcribe.cpp","source":"huggingface","hostingStatus":"hosted","hostedFiles":1,"fileCount":8,"downloads":190465,"stars":1,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"inspect-hosted-files","reason":"Best Open Multilingual & Translation Models; 1 hosted file; license apache-2.0; 190,465 upstream downloads","citationUrl":"https://huggingbay.xyz/artifact/hf-model-handy-computer-qwen3-asr-1-7b-gguf","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-qwen3-asr-1-7b-gguf","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-qwen3-asr-1-7b-gguf","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/distribution","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-qwen3-asr-1-7b-gguf&limit=100"},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-handy-computer-qwen3-asr-1-7b-gguf","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-handy-computer-qwen3-asr-1-7b-gguf","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-handy-computer-qwen3-asr-1-7b-gguf/distribution"},"localKitUrl":"https://huggingbay.xyz/local-kit/hf-model-handy-computer-qwen3-asr-1-7b-gguf","downloadRowsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-handy-computer-qwen3-asr-1-7b-gguf&limit=100","mirrorRequestUrl":null,"upstreamUrl":"https://huggingface.co/handy-computer/Qwen3-ASR-1.7B-gguf"},{"rank":12,"id":"hf-model-facebookai-xlm-roberta-large","repo":"FacebookAI/xlm-roberta-large","type":"llm","license":"mit","summary":"Model from Hugging Face for fill mask: FacebookAI/xlm-roberta-large · transformers","source":"huggingface","hostingStatus":"blocked","hostedFiles":0,"fileCount":0,"downloads":7006693,"stars":540,"trustScore":0,"trust":{"score":0,"qualification":"canonical-state-unknown","trustImpact":"none"},"action":"request-reviewed-mirror","reason":"Best Open Multilingual & Translation Models; external metadata; license mit; 7,006,693 upstream downloads","citationUrl":null,"apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/metadata.json","cardMarkdownUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/card.md","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/agent-bundle","reviewSummaryUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/review-summary","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-xlm-roberta-large","insightsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/insights","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/distribution","extractionUrls":{"card":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/card","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/card.md","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/agent-bundle","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-xlm-roberta-large","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/distribution","hostedDownloads":null},"citationTargets":{"artifact":"https://huggingbay.xyz/artifact/hf-model-facebookai-xlm-roberta-large","trust":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-xlm-roberta-large","reviews":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/review-summary","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/distribution"},"localKitUrl":null,"downloadRowsUrl":null,"mirrorRequestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-xlm-roberta-large/mirror-request","upstreamUrl":"https://huggingface.co/FacebookAI/xlm-roberta-large"}],"citationTargets":["https://huggingbay.xyz/answers/best-open-multilingual-translation-models","https://huggingbay.xyz/artifact/hf-model-google-t5-t5-3b","https://huggingbay.xyz/artifact/hf-model-facebook-mbart-large-50-many-to-many-mmt","https://huggingbay.xyz/artifact/hf-model-babelscape-wikineural-multilingual-ner","https://huggingbay.xyz/artifact/hf-model-tabularisai-multilingual-sentiment-analysis","https://huggingbay.xyz/artifact/hf-model-davlan-bert-base-multilingual-cased-ner-hrl"],"extractionApis":["https://huggingbay.xyz/api/answers/best-open-multilingual-translation-models","https://huggingbay.xyz/api/artifacts?summary=1&limit=12","https://huggingbay.xyz/api/recommender?useCase=agents&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."],"runnableClaimGate":{"tau":0.6,"rowsScanned":12,"overclaimingRows":0},"containment":{"state":"unavailable","canonicalState":"unknown","verificationState":"unknown","executable":false,"executionReadiness":"unknown","obtainAvailabilityAuthority":"This containment block does not report obtain (download) availability. See obtainReady / serveVerdict for whether the exact bytes can be obtained now.","summary":"Canonical artifact completeness, verification, and execution readiness are unavailable during containment. Download availability is reported separately by serveVerdict / obtainReady; READY does not establish run readiness."}}