{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-21T07:49:30.217Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-redis-langcache-embed-v3-experimental","repo":"redis/langcache-embed-v3-experimental","artifact":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":7,"mirroredBytes":301647846,"readinessCheckedAt":"2026-10-21T05:48:36.461Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":7,"mirroredBytes":301647846,"readinessCheckedAt":"2026-10-21T05:48:36.461Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-redis-langcache-embed-v3-experimental","owner":"redis","name":"langcache-embed-v3-experimental","repo":"redis/langcache-embed-v3-experimental","type":"embedding","summary":"Model from Hugging Face for sentence similarity: redis/langcache-embed-v3-experimental · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","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":"Alibaba-NLP/gte-modernbert-base"},{"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","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"Alibaba-NLP/gte-modernbert-base","field":"baseModel"}],"parameters":null,"size":{"bytes":541176994,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"redis","sourceUrl":"https://huggingface.co/redis/langcache-embed-v3-experimental","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","modernbert","biencoder","text-classification","sentence-pair-classification","semantic-similarity","semantic-search","retrieval","reranking","generated_from_trainer","dataset_size:76349300","loss:arcfaceinbatchloss","sentence-similarity","en","dataset:redis/langcache-sentencepairs-v2","arxiv:1908.10084","base_model:alibaba-nlp/gte-modernbert-base","base_model:finetune:alibaba-nlp/gte-modernbert-base","license:apache-2.0"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","jsonl","csv","safetensors","bin"],"baseModel":"Alibaba-NLP/gte-modernbert-base","derivedFrom":"Alibaba-NLP/gte-modernbert-base","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["cosine_accuracy@1","cosine_precision@1","cosine_recall@1","cosine_ndcg@10","cosine_mrr@1","cosine_map@100","cosine_auc_precision_cache_hit_ratio","cosine_auc_similarity_distribution"],"datasets":["redis/langcache-sentencepairs-v2"],"paperIds":["1908.10084"],"repoType":"model","baseModel":"Alibaba-NLP/gte-modernbert-base","languages":["en"],"sourceUrl":"https://huggingface.co/redis/langcache-embed-v3-experimental","evalResults":[{"task":"Custom Information Retrieval","score":"0.5955802603036876","metric":"Cosine Accuracy@1","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.5955802603036876","metric":"Cosine Precision@1","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.5780913232288468","metric":"Cosine Recall@1","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.777639866271746","metric":"Cosine Ndcg@10","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.5955802603036876","metric":"Cosine Mrr@1","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.7275779687157514","metric":"Cosine Map@100","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.3639683124583609","metric":"Cosine Auc Precision Cache Hit Ratio","verified":false,"benchmark":"test"},{"task":"Custom Information Retrieval","score":"0.15401896350374616","metric":"Cosine Auc Similarity Distribution","verified":false,"benchmark":"test"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model en redis/langcache-sentencepairs-v2 cosine_accuracy@1 cosine_precision@1 cosine_recall@1 cosine_ndcg@10 cosine_mrr@1 cosine_map@100 cosine_auc_precision_cache_hit_ratio cosine_auc_similarity_distribution alibaba-nlp/gte-modernbert-base redis fine-tuned biencoder model for semantic caching on langcache safetensors sentence-pair-classification retrieval reranking dataset:redis/langcache-sentencepairs-v2 text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","redis/langcache-sentencepairs-v2","cosine_accuracy@1","cosine_precision@1","cosine_recall@1","cosine_ndcg@10","cosine_mrr@1","cosine_map@100","cosine_auc_precision_cache_hit_ratio","cosine_auc_similarity_distribution","alibaba-nlp/gte-modernbert-base","redis fine-tuned biencoder model for semantic caching on langcache","safetensors","sentence-pair-classification","retrieval","reranking","dataset:redis/langcache-sentencepairs-v2","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1728},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":312},{"lfs":false,"path":"README.md","sizeBytes":15625},{"lfs":false,"path":"config.json","sizeBytes":1208},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":283},{"lfs":true,"path":"eval/Information-Retrieval_evaluation_test_predictions_cosine.jsonl","sizeBytes":130663668},{"lfs":false,"path":"eval/Information-Retrieval_evaluation_test_results.csv","sizeBytes":34844},{"lfs":true,"path":"eval/Information-Retrieval_evaluation_train_predictions_cosine.jsonl","sizeBytes":108680801},{"lfs":false,"path":"eval/Information-Retrieval_evaluation_train_results.csv","sizeBytes":3560},{"lfs":false,"path":"eval/binary_classification_evaluation_test_results.csv","sizeBytes":89593},{"lfs":false,"path":"eval/binary_classification_evaluation_val_results.csv","sizeBytes":31376},{"lfs":false,"path":"final_metrics.json","sizeBytes":296},{"lfs":false,"path":"initial_metrics.json","sizeBytes":426},{"lfs":true,"path":"model.safetensors","sizeBytes":298041696},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":57},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":694},{"lfs":false,"path":"tokenizer.json","sizeBytes":3583485},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":20888},{"lfs":true,"path":"training_args.bin","sizeBytes":6225}],"modelIndexNames":["Redis fine-tuned BiEncoder model for semantic caching on LangCache"]},"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":541176994,"sizeKnown":true,"sizeLabel":"516.1 MB","sizeReason":"","declaredSizeBytes":541176994,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":57,"stars":6,"citations":0,"updatedAt":"2026-09-23T07:33:43.399Z","createdAt":"2026-06-30T04:21:12.799Z","version":"hf-main","upstream":{"gated":false,"repoId":"redis/langcache-embed-v3-experimental","private":false,"repoUrl":"https://huggingface.co/redis/langcache-embed-v3-experimental","disabled":false,"provider":"huggingface","repoType":"model","revision":"372f936e196f3f841ae303150bc0f2a41316d409","fetchedAt":"2026-09-23T07:33:02.666Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-23T07:33:43.399Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":7,"mirroredBytes":301647846,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":true,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":true},"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_2bcc6ed0089e3f54813c83e0961ca1adf813b267ab5902d81e87daf783b03183","artifactId":"hf-model-redis-langcache-embed-v3-experimental","representationId":"rep-948f24f99ba3ebb6884108cae626d2e1f8c20b517f2ba6788538926b71513320","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-948f24f99ba3ebb6884108cae626d2e1f8c20b517f2ba6788538926b71513320","artifactId":"hf-model-redis-langcache-embed-v3-experimental","format":"safetensors","source":{"provider":"huggingface","identity":"redis/langcache-embed-v3-experimental","revision":"372f936e196f3f841ae303150bc0f2a41316d409","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":1208,"sha256":"sha256:4166207572a7ac35810780078afcf07bf6812d927cec7ba4e5a249f3cd9a7c8a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f5691082798fd07775aaa503093c3f0c96306c60865a28d278fb07945523b0c6"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":283,"sha256":"sha256:8dbf936d7d9b8da8795b8982be061d30253a350ddf8673da069936a01f3de021","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:661b4e39da4505d043b9e0456817c81949c65f9a3302a6c5028efec2da6ec373"},{"path":"model.safetensors","role":"weight","sizeBytes":298041696,"sha256":"sha256:1479976ddc676083b781dc9b89f7723bccb32d8794e61988c09761f171dabb45","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:143b68d9d8e236ad419d37b2e3b77a34b5c4aa3ed94f682e49fef2943d953d2b"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d487dae04af697ab48888107d1ee55785d9e044e4b51b005ff3b78273958ea29"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":57,"sha256":"sha256:00eab7d7ae61ac1e216303070635438bf6c4e98480701259b4decf1ea0dc22c8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d95c5f960dbe1ad8c951a69783c3361b2fdd74fcafc517a7d430dd899a27c97b"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":694,"sha256":"sha256:ea97ecdbcc73713039d8d64dbb05e3689495c96657fbd9a18f5bed381be81049","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:db993d9ec7fa77ab85b252681476fef2cff5fc27836be673db9014680fa8b6d1"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3583485,"sha256":"sha256:9b9de4781832cd7364002bcee04026657aac03da406fc3f305db89ef796160b7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:565c2357e5c9a3e4845bb5570d55ebaf9a2a1bdc0b0017dead41fc927f30c060"},{"path":"tokenizer_config.json","role":"config","sizeBytes":20888,"sha256":"sha256:55464a59d0b27fd0d2b290e74169392011f05f86031d128b7c545f0b06c4881d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e59325e5295d52415172a5454d1a8c60e5b36e858a1e10b278248a2e9ca30d1b"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:4ce81f1d29df75e4f0dfd46753dcc3cd11450784d577530d0a78da592f88ce5a","representationDigest":"sha256:05e7d3c3960e0f609367aac8c58ba1fb42134bb188e119dd21501df34c9b59bb","evidenceSnapshotDigest":"sha256:2d684319031ebadb8ed34bf84909b67bfe13ff239a1ba7dccee92664b68f0c63","evaluatedAt":"2026-09-23T07:33:43.913Z","authorityVersion":"sha256:187baf09cdbc015160e6a94319f6cb0d8bffd35d976449bda64078945b3b0b83","invalidatedBy":null,"manifestFinal":false,"downloadable":false,"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":19,"scope":"recorded-postgres-snapshot"},"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":19,"publicDownloadableFileCount":7,"externalFileCount":19,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":541176994,"label":"516.1 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":57,"upstreamStars":6,"label":"57 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":"redis/langcache-embed-v3-experimental"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/19 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: redis/langcache-embed-v3-experimental","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/19 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":12,"totalFiles":19},"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-redis-langcache-embed-v3-experimental/mirrors"}},"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-v3-experimental"}}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-redis-langcache-embed-v3-experimental/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v3-experimental","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/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":"redis/langcache-embed-v3-experimental"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/19 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: redis/langcache-embed-v3-experimental","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/19 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":12,"totalFiles":19},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-redis-langcache-embed-v3-experimental/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v3-experimental","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/distribution"},"supportedClaims":["redis/langcache-embed-v3-experimental has 0 self-reported, unqualified Hugging Bay community reviews.","redis/langcache-embed-v3-experimental has 0 self-reported run claims; none qualify verification during limited availability.","redis/langcache-embed-v3-experimental 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-v3-experimental/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-redis-langcache-embed-v3-experimental"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-redis-langcache-embed-v3-experimental/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."}}