{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T02:32:21.213Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","repo":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":4842568125,"readinessCheckedAt":"2026-10-30T21:57:53.632Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":4842568125,"readinessCheckedAt":"2026-10-30T21:57:53.632Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","owner":"gabor-hosu","name":"Qwen3-Embedding-8B-bnb-4bit","repo":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","type":"embedding","summary":"Model from Hugging Face for feature extraction: gabor-hosu/Qwen3-Embedding-8B-bnb-4bit · 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 turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4842569695,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"gabor-hosu","sourceUrl":"https://huggingface.co/gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen3","feature-extraction","bnb-my-repo","transformers","sentence-similarity","text-embeddings-inference","arxiv:2506.05176","base_model:qwen/qwen3-embedding-8b","base_model:quantized:qwen/qwen3-embedding-8b","license:apache-2.0","endpoints_compatible","4-bit","bitsandbytes","region:us","embedding"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","jinja","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2506.05176"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["base_model","license","tags"],"semanticText":"feature-extraction sentence-transformers embedding model safetensors transformers sentence-similarity text-embeddings-inference base_model:qwen/qwen3-embedding-8b base_model:quantized:qwen/qwen3-embedding-8b","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","safetensors","transformers","sentence-similarity","text-embeddings-inference","base_model:qwen/qwen3-embedding-8b","base_model:quantized:qwen/qwen3-embedding-8b"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":17842},{"lfs":false,"path":"added_tokens.json","sizeBytes":605},{"lfs":false,"path":"chat_template.jinja","sizeBytes":2427},{"lfs":false,"path":"config.json","sizeBytes":2019},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":4826668300},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":613},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422947},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":4686},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"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":4842569695,"sizeKnown":true,"sizeLabel":"4.5 GB","sizeReason":"","declaredSizeBytes":4842569695,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":77,"stars":0,"citations":0,"updatedAt":"2026-09-04T21:41:03.556Z","createdAt":"2026-06-30T04:14:34.195Z","version":"hf-main","upstream":{"gated":false,"repoId":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","private":false,"repoUrl":"https://huggingface.co/gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"6891d5fcc643452b49bfecb204f84daff465dacb","fetchedAt":"2026-09-04T17:25:22.749Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-04T21:41:03.556Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":10,"mirroredBytes":4842568125,"mirroredFiles":10,"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_90319e928990b93a32cf08445cc6fbaceb55d89147adf035eda8f91c7427eb79","artifactId":"hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","representationId":"rep-68ff1bde1d4ef8ecb666cc2eacf8ad9d25a7286bc8e90a5584609c49dd25836a","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-68ff1bde1d4ef8ecb666cc2eacf8ad9d25a7286bc8e90a5584609c49dd25836a","artifactId":"hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","format":"safetensors","source":{"provider":"huggingface","identity":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","revision":"6891d5fcc643452b49bfecb204f84daff465dacb","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":17842,"sha256":"sha256:d8bb9bb6d204b4c9e7c8b7f6e82014db8fa1225d381c5e2c1c75d7c132226664","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b5dc986b5237149c4fc5f599155c9f06c8003a7da307ce9fdd67093a2abb110c"},{"path":"added_tokens.json","role":"support","sizeBytes":605,"sha256":"sha256:58b54bbe36fc752f79a24a271ef66a0a0830054b4dfad94bde757d851968060b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:30ac0729279251f9e8bc30cab1355a09dcf0958810729fbc8b19d357032d2f9e"},{"path":"chat_template.jinja","role":"template","sizeBytes":2427,"sha256":"sha256:44d5f08f3f72b837eaad09f13a54c1f9f4eb58d75240334548b7fd52a5437fa5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b853e9803c2d00eba1b11a122375925c562cdff595c394cabd04e06b5535cf6b"},{"path":"config.json","role":"config","sizeBytes":2019,"sha256":"sha256:fc01cf63b3581cb868fcb2f245678b324b5e5aa6b71eb4043fe415cd2d2935ee","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2b3e1499195fe4ee3df9c4e78fa7ef0cb2d19ef5816d9f290aa06f8877e315f2"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5ba898e2ca47ce6fbf8f403f3c79cf50d4e9d71bfef44a085971b3079d5d355b"},{"path":"model.safetensors","role":"weight","sizeBytes":4826668300,"sha256":"sha256:dc753800ca5a2c34b0ad3ec8cd9135b95f5a4e63e12c059e0b744678ee7b4c19","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:203ecbe485aadc1759ae33f116dd756e7715021be0d07c25f7024da56726659a"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":613,"sha256":"sha256:76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c3d8a0262dede789e2e86501e9174e2f1e653e98ebe7a374c04e37488d0eaacb"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422947,"sha256":"sha256:83cdf8c3a34f68862319cb1810ee7b1e2c0a44e0864ae930194ddb76bb7feb8d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:48c2bd28679c636c74443d3427e93b758160eaf2e18319eb2e9a09ce85a0e5f4"},{"path":"tokenizer_config.json","role":"config","sizeBytes":4686,"sha256":"sha256:0a04a9d7d4a62b28482bdfe726c122756de85714fb64166ace92ae75b8f57614","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2cab5f38848cbacb4d09c037e3c350d8a12fc5a337c42e040686f5f0b20e06ce"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c1fd702b1ac72137b1f40ef137ea9154566f26dab0ed79b9f561cc5bd9badced"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:ab4743fcca2e2120481b6ecd7cf61aa9215daa6e3b06d8871542dfe4501e1ab2","representationDigest":"sha256:fc6fd9b647bc9ca39bbe6ad8c66dedf0735cb6dc011f60cd398195e9e6301653","evidenceSnapshotDigest":"sha256:4fbd6e2e21915ca2699b3aeae16c348a15b94a298e3ee500b71aab68c6c4c276","evaluatedAt":"2026-09-04T21:41:03.996Z","authorityVersion":"sha256:ba876ca1006ed3ea1847083c95c72f591ea5e1344f4d90311b0b64d92c307c6d","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":10,"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":"2026-10-30T21:57:53.632Z","evidence_url":"/api/manifests/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit"}},"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":10,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4842569695,"label":"4.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":77,"upstreamStars":0,"label":"77 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":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/11 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: gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":1,"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-gabor-hosu-qwen3-embedding-8b-bnb-4bit/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T21:57:53.632Z","evidence_url":"/api/manifests/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/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":"gabor-hosu/Qwen3-Embedding-8B-bnb-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/11 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: gabor-hosu/Qwen3-Embedding-8B-bnb-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":1,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/distribution"},"supportedClaims":["gabor-hosu/Qwen3-Embedding-8B-bnb-4bit has 0 self-reported, unqualified Hugging Bay community reviews.","gabor-hosu/Qwen3-Embedding-8B-bnb-4bit has 0 self-reported run claims; none qualify verification during limited availability.","gabor-hosu/Qwen3-Embedding-8B-bnb-4bit 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-gabor-hosu-qwen3-embedding-8b-bnb-4bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-gabor-hosu-qwen3-embedding-8b-bnb-4bit/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."}}