{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T07:16:46.287Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-tencent-r3-embedding-0-6b","repo":"tencent/R3-embedding-0.6b","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":2394575357,"readinessCheckedAt":"2026-10-31T06:53:09.267Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":2394575357,"readinessCheckedAt":"2026-10-31T06:53:09.267Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-tencent-r3-embedding-0-6b","owner":"tencent","name":"R3-embedding-0.6b","repo":"tencent/R3-embedding-0.6b","type":"embedding","summary":"Model from Hugging Face for sentence similarity: tencent/R3-embedding-0.6b · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"Qwen/Qwen3-Embedding-0.6B"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"Qwen/Qwen3-Embedding-0.6B","field":"baseModel"}],"parameters":null,"size":{"bytes":2394578855,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"tencent","sourceUrl":"https://huggingface.co/tencent/R3-embedding-0.6b","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen3","feature-extraction","agent-skill-retrieval","sentence-similarity","arxiv:2606.03565","base_model:qwen/qwen3-embedding-0.6b","base_model:finetune:qwen/qwen3-embedding-0.6b","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","embedding","qwen/qwen3-embedding-0.6b"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","jinja","safetensors"],"baseModel":"Qwen/Qwen3-Embedding-0.6B","derivedFrom":"Qwen/Qwen3-Embedding-0.6B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2606.03565"],"repoType":"model","baseModel":"Qwen/Qwen3-Embedding-0.6B","languages":[],"sourceUrl":"https://huggingface.co/tencent/R3-embedding-0.6b","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model qwen/qwen3-embedding-0.6b safetensors agent-skill-retrieval base_model:qwen/qwen3-embedding-0.6b base_model:finetune:qwen/qwen3-embedding-0.6b text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","qwen/qwen3-embedding-0.6b","safetensors","agent-skill-retrieval","base_model:qwen/qwen3-embedding-0.6b","base_model:finetune:qwen/qwen3-embedding-0.6b","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":96},{"lfs":false,"path":"README.md","sizeBytes":1832},{"lfs":false,"path":"chat_template.jinja","sizeBytes":4116},{"lfs":false,"path":"config.json","sizeBytes":1353},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":364},{"lfs":true,"path":"model.safetensors","sizeBytes":2383139480},{"lfs":false,"path":"modules.json","sizeBytes":429},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":241},{"lfs":true,"path":"tokenizer.json","sizeBytes":11423972},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":5402}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":2394578855,"sizeKnown":true,"sizeLabel":"2.2 GB","sizeReason":"","declaredSizeBytes":2394578855,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":930,"stars":27,"citations":0,"updatedAt":"2026-09-22T19:21:43.779Z","createdAt":"2026-09-22T19:18:41.419Z","version":"hf-main","upstream":{"gated":false,"repoId":"tencent/R3-embedding-0.6b","private":false,"repoUrl":"https://huggingface.co/tencent/R3-embedding-0.6b","disabled":false,"provider":"huggingface","repoType":"model","revision":"9df7e112330d858f4fd0a9d1aa5e1def15d5d25a","fetchedAt":"2026-09-22T19:18:41.417Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T19:21:43.779Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":8,"mirroredBytes":2394575357,"mirroredFiles":8,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_ef1b349c0717cdedc79d982568ae8d15e4a390670770f788c46d9a6ae68feb83","artifactId":"hf-model-tencent-r3-embedding-0-6b","representationId":"rep-ce5d18a7572f0e313b37ac594cd453f151354c6b7e1a073e2af6a6d4cc0c7deb","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-ce5d18a7572f0e313b37ac594cd453f151354c6b7e1a073e2af6a6d4cc0c7deb","artifactId":"hf-model-tencent-r3-embedding-0-6b","format":"safetensors","source":{"provider":"huggingface","identity":"tencent/R3-embedding-0.6b","revision":"9df7e112330d858f4fd0a9d1aa5e1def15d5d25a","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":4116,"sha256":"sha256:87a2728cb8dc9fe424d624542f6060ec05a1d285ebbec578bb078900e33396b5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:db3b7a77ce0e09384771ea8516737c2654923937d18d9be077e43c92d4bc628c"},{"path":"config.json","role":"config","sizeBytes":1353,"sha256":"sha256:92603728ab921c0238b0adb68471caf1724ee5c4a728810a49b194a7475246fd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d3ae48cc6b9656d5f571e0a8653619150162ae971a1cf5157241a5ca8fa698aa"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":364,"sha256":"sha256:2ebb6901286745d267b6ad35413f5285d437d31f60551c5dc09010c5e25df964","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:09648295a8481de733dc21c1ae65d143108c2d9a4bd2814c68f16e76acfb7ccb"},{"path":"model.safetensors","role":"weight","sizeBytes":2383139480,"sha256":"sha256:832c0224b941c586af58bdb9b14a6b597ed15464055d1f7338cca172b51065c4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ea02283493ae4d1a7c625a40b1f0524e6e4cf8f37d5ac2000d0af6fc1d3b7726"},{"path":"modules.json","role":"support","sizeBytes":429,"sha256":"sha256:fa7d796a215e1b2416773062891923b191fc5a4849bc44e322997433c90f459c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4cc635c02a35d489da206a70e5fc473957b8ae65d2de0dcdb003266a2c603841"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":241,"sha256":"sha256:3084164002c0bca01b0259c5327123803fce32e660a57feb93184ffead186fc8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1f91c87bbc262a65795382602c094e79b6a1bf33d129a754ddcbc13d6698b111"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11423972,"sha256":"sha256:01632aafb054a5af80c681ecc92d5ef95eb4d90ea11247aef192068b88552ab5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:538ef967ce5df000574d516affbb6d897cf6da82ab94a19a63f171758502de05"},{"path":"tokenizer_config.json","role":"config","sizeBytes":5402,"sha256":"sha256:e7129212a30f3746879dce310a06f85bc5d414afa2129aa832e8c31eb36e348a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:86ea5c1760148ebb8763fbd1c760a39838492e77d9f481a16ccb92d428c88b11"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:096be8621e1814dcbc585105f5a6c0cb44db2f20ed0efeb12d080cc379991490","representationDigest":"sha256:5d8df0b80ff572b000c9a36235d12c1c5bc3b5716cad8a9bfa79f16ece8b2a5c","evidenceSnapshotDigest":"sha256:5d2a7306fcab5049c041ff0d0f8588cd0b9fd7a6990ba0b3957cda58167abb0b","evaluatedAt":"2026-09-22T19:21:44.135Z","authorityVersion":"sha256:c1cc8908987f1e4e38ea77c9b21c0e67876b3d37bf7a01ba5e0d3443297a45a1","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T06:53:09.267Z","evidence_url":"/api/manifests/hf-model-tencent-r3-embedding-0-6b"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":11,"publicDownloadableFileCount":8,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2394578855,"label":"2.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":930,"upstreamStars":27,"label":"930 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"tencent/R3-embedding-0.6b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: tencent/R3-embedding-0.6b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-tencent-r3-embedding-0-6b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"tencent/R3-embedding-0.6b"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T06:53:09.267Z","evidence_url":"/api/manifests/hf-model-tencent-r3-embedding-0-6b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-tencent-r3-embedding-0-6b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-tencent-r3-embedding-0-6b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"tencent/R3-embedding-0.6b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: tencent/R3-embedding-0.6b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-tencent-r3-embedding-0-6b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-tencent-r3-embedding-0-6b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/distribution"},"supportedClaims":["tencent/R3-embedding-0.6b has 0 self-reported, unqualified Hugging Bay community reviews.","tencent/R3-embedding-0.6b has 0 self-reported run claims; none qualify verification during limited availability.","tencent/R3-embedding-0.6b has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-tencent-r3-embedding-0-6b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-tencent-r3-embedding-0-6b/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}