{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-28T23:01:11.481Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-nvidia-llama-nv-embed-reasoning-3b","repo":"nvidia/llama-nv-embed-reasoning-3b","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":6442839944,"readinessCheckedAt":"2026-10-28T22:50:07.108Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":6442839944,"readinessCheckedAt":"2026-10-28T22:50:07.108Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-nvidia-llama-nv-embed-reasoning-3b","owner":"nvidia","name":"llama-nv-embed-reasoning-3b","repo":"nvidia/llama-nv-embed-reasoning-3b","type":"embedding","summary":"Model from Hugging Face for feature extraction: nvidia/llama-nv-embed-reasoning-3b · 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":"cc-by-4.0"},{"field":"cardMetadata.license","value":"cc-by-4.0"},{"field":"tags","value":"text-embedding"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"cc-by-4.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":6442902970,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nvidia","sourceUrl":"https://huggingface.co/nvidia/llama-nv-embed-reasoning-3b","license":"cc-by-4.0","licenseState":"known","licenseLabel":"cc-by-4.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","cc-by-4.0","transformers","safetensors","llama_bidirec","feature-extraction","text","text-embedding","retrieval","semantic-search","transformer","custom_code","dataset:xlangai/bright","base_model:meta-llama/llama-3.2-3b","base_model:finetune:meta-llama/llama-3.2-3b","license:cc-by-4.0","text-embeddings-inference","endpoints_compatible","region:us","embedding","xlangai/bright"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","md","json","py","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"cc-by-4.0","metrics":[],"datasets":["xlangai/BRIGHT"],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/nvidia/llama-nv-embed-reasoning-3b","evalResults":[],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["base_model","datasets","library_name","license","pipeline_tag","tags"],"semanticText":"feature-extraction transformers embedding model xlangai/bright safetensors text-embedding retrieval text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","xlangai/bright","safetensors","text-embedding","retrieval","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"CONTRIBUTING.md","sizeBytes":2158},{"lfs":false,"path":"LICENSE","sizeBytes":30941},{"lfs":false,"path":"NOTICE","sizeBytes":123},{"lfs":false,"path":"README.md","sizeBytes":17038},{"lfs":false,"path":"THIRD_PARTY_NOTICES.md","sizeBytes":25381},{"lfs":false,"path":"config.json","sizeBytes":1036},{"lfs":false,"path":"eval_bright.py","sizeBytes":3921},{"lfs":false,"path":"llama_bidirectional_model.py","sizeBytes":9059},{"lfs":true,"path":"model-00001-of-00002.safetensors","sizeBytes":4965797976},{"lfs":true,"path":"model-00002-of-00002.safetensors","sizeBytes":1459729544},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":19395},{"lfs":false,"path":"mteb_llama_nv_embed_reasoning_3b.py","sizeBytes":3899},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":449},{"lfs":true,"path":"tokenizer.json","sizeBytes":17209920},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":50560}],"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":6442902970,"sizeKnown":true,"sizeLabel":"6.0 GB","sizeReason":"","declaredSizeBytes":6442902970,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1890,"stars":22,"citations":0,"updatedAt":"2026-09-22T10:07:43.615Z","createdAt":"2026-06-30T02:10:11.543Z","version":"hf-main","upstream":{"gated":false,"repoId":"nvidia/llama-nv-embed-reasoning-3b","private":false,"repoUrl":"https://huggingface.co/nvidia/llama-nv-embed-reasoning-3b","disabled":false,"provider":"huggingface","repoType":"model","revision":"4234447befe1cac7cf4e995da8fcf64307c60168","fetchedAt":"2026-09-22T09:47:32.127Z","importMode":"external-catalog","licenseRaw":"cc-by-4.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T10:07:43.615Z","mirroredBy":"mirror-batch-worker","totalFiles":16,"hostedFiles":9,"mirroredBytes":6442839944,"mirroredFiles":9,"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_ac47fb60548b3b345dcdc86fce964d2bb3285dcb43f0083e2e6c3e8d89e89cda","artifactId":"hf-model-nvidia-llama-nv-embed-reasoning-3b","representationId":"rep-44146db83a40ce3daa8ac8413f7efb40ca4bad7ba699abd334c311dc67e8c764","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-44146db83a40ce3daa8ac8413f7efb40ca4bad7ba699abd334c311dc67e8c764","artifactId":"hf-model-nvidia-llama-nv-embed-reasoning-3b","format":"safetensors","source":{"provider":"huggingface","identity":"nvidia/llama-nv-embed-reasoning-3b","revision":"4234447befe1cac7cf4e995da8fcf64307c60168","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":30941,"sha256":"sha256:14efb01e4d8b06cce94161cd9ea886e5e19fe196f2a29bead08e0970bf4621e8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:73a9d51e3a3c19001268b66372d622ba251781df77d657f829bf058671b6eb55"},{"path":"NOTICE","role":"support","sizeBytes":123,"sha256":"sha256:24db4761dd18b7324ec54c8d021e011c9dcbd99c8cd3fe59f03f4b35fffbd186","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b37c42a75a93df46ad52bd7f0c9fa49e54d2760e25ce277474ab86049eae7998"},{"path":"config.json","role":"config","sizeBytes":1036,"sha256":"sha256:ec44b719f4ce3cfd4d12854018233366074b215a3f67a7bf6863a7ae8ad5db96","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e7e42ace04e072308ecca743b508418892b931a29bac8c2b1ec3c18cff1af399"},{"path":"model-00001-of-00002.safetensors","role":"weight","sizeBytes":4965797976,"sha256":"sha256:b0d81543f68b53678fbc7542b18c025dd7cdc216860bb09f50f378937d13a473","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:879184e907083027b3a1bf91921192911fa92a57fa16650c040bffb12549a2f0"},{"path":"model-00002-of-00002.safetensors","role":"weight","sizeBytes":1459729544,"sha256":"sha256:2455e72005b09aa32513e3b396451da996f9f84a259c4e3bd9b9512c26d08378","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:66db3f0eba9118fb7ffa4e26c8ab87ebc54dd6145a0fb26febaf0f50d5b30031"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":19395,"sha256":"sha256:be74f369305e831b07d1a48a9c4be3c42278af48af79ebb9cc713c3c3e7d9290","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8d3704e1b74c314f575022ffed2ab1777de3fb8ace34a724eb6b57a16bb65138"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":449,"sha256":"sha256:03d62862d41de30db9e05cb4865de4f36c48ab3032327139fcdfacc5798a4828","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1782030e1f87308ff0e8a84286d6455b670c7d2ad8b27ce22acf9561afb329f5"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17209920,"sha256":"sha256:6b9e4e7fb171f92fd137b777cc2714bf87d11576700a1dcd7a399e7bbe39537b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:16553ae7896ea08d3c53dc3ea1401178794e870daa271abfaefe38fcd8c5c4f6"},{"path":"tokenizer_config.json","role":"config","sizeBytes":50560,"sha256":"sha256:fb0b184bfd935cbe6f8290f1af424c17814fd24dfc5aaac3be9b0b674fe40631","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:217a4dd44ff66ebe613a9ab88b814602b34da8f2fc7c4904965cd5cbf9c3a653"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:7a5bb5c435bc1c0a4cbd12f02a9c487fb8ff77ea6eccba066817a09d18b06e17","representationDigest":"sha256:03a775b6d07f181b75c3dee2426367c9c023bbc0a40fdf872f6dfd6e951bcc10","evidenceSnapshotDigest":"sha256:ac2593490fb5952931846b0f3c1ebf4330235d3c052e661ca7a2a2a2fb172beb","evaluatedAt":"2026-09-22T10:07:44.036Z","authorityVersion":"sha256:93a18e65725868d971b4aa60e812fde3c340d730d0bf6e78a0ba14524b7e7b6f","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":9,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":16,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T22:50:07.108Z","evidence_url":"/api/manifests/hf-model-nvidia-llama-nv-embed-reasoning-3b"}},"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":16,"publicDownloadableFileCount":9,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":6442902970,"label":"6.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1890,"upstreamStars":22,"label":"1.9K 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":"cc-by-4.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nvidia/llama-nv-embed-reasoning-3b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/16 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: cc-by-4.0","Provenance: nvidia/llama-nv-embed-reasoning-3b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":7,"totalFiles":16},"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-nvidia-llama-nv-embed-reasoning-3b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nvidia/llama-nv-embed-reasoning-3b"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T22:50:07.108Z","evidence_url":"/api/manifests/hf-model-nvidia-llama-nv-embed-reasoning-3b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-nvidia-llama-nv-embed-reasoning-3b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-llama-nv-embed-reasoning-3b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/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":"cc-by-4.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nvidia/llama-nv-embed-reasoning-3b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/16 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: cc-by-4.0","Provenance: nvidia/llama-nv-embed-reasoning-3b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":7,"totalFiles":16},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-nvidia-llama-nv-embed-reasoning-3b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-llama-nv-embed-reasoning-3b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/distribution"},"supportedClaims":["nvidia/llama-nv-embed-reasoning-3b has 0 self-reported, unqualified Hugging Bay community reviews.","nvidia/llama-nv-embed-reasoning-3b has 0 self-reported run claims; none qualify verification during limited availability.","nvidia/llama-nv-embed-reasoning-3b 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-nvidia-llama-nv-embed-reasoning-3b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-nvidia-llama-nv-embed-reasoning-3b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/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."}}