{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-15T22:28:37.110Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-redis-langcache-embed-v1","repo":"redis/langcache-embed-v1","artifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-15T22:28:36.666Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-15T22:28:36.666Z","readinessSource":"file-check","degraded":true,"stale":true},"licenseState":"unknown","licenseUnresolved":true,"licenseLabel":"No license stated","licenseCategory":"no-license","id":"hf-model-redis-langcache-embed-v1","owner":"redis","name":"langcache-embed-v1","repo":"redis/langcache-embed-v1","type":"embedding","summary":"Model from Hugging Face for sentence similarity: redis/langcache-embed-v1 · 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":"baseModel","value":"Alibaba-NLP/gte-modernbert-base"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["license-not-recorded","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":null,"status":"unknown"},"lineage":[{"repo":"Alibaba-NLP/gte-modernbert-base","field":"baseModel"}],"parameters":null,"size":{"bytes":1793006376,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"redis","sourceUrl":"","license":"unknown","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","unknown","sentence-transformers","onnx","safetensors","openvino","modernbert","sentence-similarity","loss:onlinecontrastiveloss","arxiv:2504.02268","arxiv:1908.10084","base_model:alibaba-nlp/gte-modernbert-base","base_model:quantized:alibaba-nlp/gte-modernbert-base","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","cosine_accuracy","cosine_precision","cosine_recall","cosine_f1"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml"],"baseModel":"Alibaba-NLP/gte-modernbert-base","derivedFrom":"Alibaba-NLP/gte-modernbert-base","cardMetadata":{"source":"huggingface-cardData","license":"unknown","metrics":["cosine_accuracy","cosine_precision","cosine_recall","cosine_f1","cosine_ap"],"datasets":[],"paperIds":["2504.02268","1908.10084"],"repoType":"model","baseModel":"Alibaba-NLP/gte-modernbert-base","languages":[],"evalResults":[{"task":"My Binary Classification","score":"0.9","metric":"Cosine Accuracy","verified":false,"benchmark":"Quora"},{"task":"My Binary Classification","score":"0.87","metric":"Cosine F1","verified":false,"benchmark":"Quora"},{"task":"My Binary Classification","score":"0.84","metric":"Cosine Precision","verified":false,"benchmark":"Quora"},{"task":"My Binary Classification","score":"0.9","metric":"Cosine Recall","verified":false,"benchmark":"Quora"},{"task":"My Binary Classification","score":"0.92","metric":"Cosine Ap","verified":false,"benchmark":"Quora"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","library_name","metrics","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model cosine_accuracy cosine_precision cosine_recall cosine_f1 cosine_ap alibaba-nlp/gte-modernbert-base sentencetransformer based on alibaba-nlp/gte-modernbert-base onnx safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","cosine_accuracy","cosine_precision","cosine_recall","cosine_f1","cosine_ap","alibaba-nlp/gte-modernbert-base","sentencetransformer based on alibaba-nlp/gte-modernbert-base","onnx","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":5376},{"lfs":false,"path":"config.json","sizeBytes":1214},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":205},{"lfs":true,"path":"model.safetensors","sizeBytes":596070136},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":596472567},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":596057572},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":792000},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":54},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":694},{"lfs":false,"path":"tokenizer.json","sizeBytes":3583486},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":21028}],"modelIndexNames":["SentenceTransformer based on Alibaba-NLP/gte-modernbert-base"]},"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":1793006376,"sizeKnown":true,"sizeLabel":"1.7 GB","sizeReason":"","declaredSizeBytes":1793006376,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":149750,"stars":15,"citations":0,"updatedAt":"2026-09-20T22:29:05.086Z","createdAt":"2026-09-20T22:28:04.498Z","version":"hf-main","upstream":{"gated":false,"repoId":"redis/langcache-embed-v1","private":false,"disabled":false,"provider":"huggingface","repoType":"model","revision":"2f6ffda359ab94a9c222947bfd87ea8f85ea7e0a","fetchedAt":"2026-09-20T22:28:04.495Z","importMode":"external-catalog","licenseRaw":"No license stated","licenseDeclared":null,"mirrorLicensePolicy":"permissive"},"hosting":{"status":"blocked","mirroredAt":"2026-09-20T22:29:05.086Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"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_900236c2c8a462a3d2438a5935ff9ea5b30363e5620cf72599d7a823637546c8","artifactId":"hf-model-redis-langcache-embed-v1","representationId":"rep-401916fa141b3ba3b774665d70864a4f8388ad8b6c809f7fc733d14d6e3a559f","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-401916fa141b3ba3b774665d70864a4f8388ad8b6c809f7fc733d14d6e3a559f","artifactId":"hf-model-redis-langcache-embed-v1","format":"safetensors","source":{"provider":"huggingface","identity":"redis/langcache-embed-v1","revision":"2f6ffda359ab94a9c222947bfd87ea8f85ea7e0a","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":1214,"sha256":"sha256:82779b8d52566907948b15d853d113d24275004831b3cec0164af54ca97218d2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ba72f12dc67a816b030dca0eb4dea637900f0a67efca1b28cdc698d7b6d628fb"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":205,"sha256":"sha256:1c962cd1cf6f96e82ce8aa900d5a2b8a572c46635eea564bef590be22b936240","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d218e75c34770c8d1564c57a8881f1ea4b368b1821d8bc656a1d15bef80906d7"},{"path":"model.safetensors","role":"weight","sizeBytes":596070136,"sha256":"sha256:f4d82e69a60b9ff8af6cc7605e21b38fd1f3396e41ccf390f4e75a5a3ecd2e26","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cecf406a056a89f09243d9a560d69318de50e9322714202e5cc8d98946cacddc"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:dd5f0e239bd17618bb6be46b9189f17990618ee0f1a38588fac86e36d44b067c"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":54,"sha256":"sha256:eb9b44b13c0f52a3b3685c3b1cbdea1ba8b04bea123b98f61610048940776eb1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8e078b1646985f6dd023815390978ab652642b16b7b00ada532ea6be6cb25a0f"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":694,"sha256":"sha256:ea97ecdbcc73713039d8d64dbb05e3689495c96657fbd9a18f5bed381be81049","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0ff682eb4f14490c648ca1f2258e0e225add9a10517a20b09c82f49150e04b44"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3583486,"sha256":"sha256:bb637767e8dfb8044597df6c58243bff2e592ae9e3b310c0bbdb8591f6ac543d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:18a2c6fb33c32d6829742875873a5f40628cbcd039b13bb2b22e92b8b199add1"},{"path":"tokenizer_config.json","role":"config","sizeBytes":21028,"sha256":"sha256:ed56277917b937e8dfd5bea7c8ce6574b489a674d4ee6e80ad8cd963fe734201","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a42d5b4fac3d8f23db811d5b36debe9dd91494d47e3adfdd09a1aba765986685"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:8bd1f808bdd6d36727e367cb113ace3838c776699df54bfdaade24a4def7c524","representationDigest":"sha256:bb0e02f980a2aee7e094416858b188e3bca0b89342aebbf4063b60e24158202e","evidenceSnapshotDigest":"sha256:571feed546bb1bd96f510cfbff31a79dc8836af6ac00ebc5a0d4a3f68445e27b","evaluatedAt":"2026-09-20T22:29:05.411Z","authorityVersion":"sha256:0f981a3f1192381ebe92999f4983dd3375cfd5dd9c3d7db0fed40e54b665b89b","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":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-15T22:28:36.666Z","evidence_url":"/api/manifests/hf-model-redis-langcache-embed-v1"}},"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":"blocked","hosted":false,"fileCount":14,"publicDownloadableFileCount":0,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1793006376,"label":"1.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":149750,"upstreamStars":15,"label":"150K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"No license stated"},{"id":"provenance","label":"Provenance","status":"fail","detail":"redis/langcache-embed-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["Scan: passed"],"gaps":["No license stated","Provenance: redis/langcache-embed-v1","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"action":{"id":"review","label":"Inspect missing evidence","detail":"Source, license, or recorded representation evidence is incomplete.","href":"/artifact/hf-model-redis-langcache-embed-v1/overview"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"redis/langcache-embed-v1"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-15T22:28:36.666Z","evidence_url":"/api/manifests/hf-model-redis-langcache-embed-v1"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-redis-langcache-embed-v1/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v1","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/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":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"No license stated"},{"id":"provenance","label":"Provenance","status":"fail","detail":"redis/langcache-embed-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["Scan: passed"],"gaps":["No license stated","Provenance: redis/langcache-embed-v1","Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-redis-langcache-embed-v1/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v1","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/distribution"},"supportedClaims":["redis/langcache-embed-v1 has 0 self-reported, unqualified Hugging Bay community reviews.","redis/langcache-embed-v1 has 0 self-reported run claims; none qualify verification during limited availability.","redis/langcache-embed-v1 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-redis-langcache-embed-v1/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v1"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v1/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."}}