{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T10:54:24.079Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","repo":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":648317369,"readinessCheckedAt":"2026-10-30T02:29:27.015Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":648317369,"readinessCheckedAt":"2026-10-30T02:29:27.015Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","owner":"llm-semantic-router","name":"mmbert-embed-32k-2d-matryoshka","repo":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka","type":"embedding","summary":"Model from Hugging Face for sentence similarity: llm-semantic-router/mmbert-embed-32k-2d-matryoshka · 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":"llm-semantic-router/mmbert-32k-yarn"},{"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":"llm-semantic-router/mmbert-32k-yarn","field":"baseModel"}],"parameters":null,"size":{"bytes":4906543106,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"llm-semantic-router","sourceUrl":"https://huggingface.co/llm-semantic-router/mmbert-embed-32k-2d-matryoshka","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","onnx","safetensors","modernbert","sentence-similarity","feature-extraction","embeddings","multilingual","matryoshka","2d-matryoshka","long-context","dataset:baai/bge-m3-data","base_model:llm-semantic-router/mmbert-32k-yarn","base_model:quantized:llm-semantic-router/mmbert-32k-yarn","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","data"],"baseModel":"llm-semantic-router/mmbert-32k-yarn","derivedFrom":"llm-semantic-router/mmbert-32k-yarn","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["BAAI/bge-m3-data"],"paperIds":[],"repoType":"model","baseModel":"llm-semantic-router/mmbert-32k-yarn","languages":["multilingual"],"sourceUrl":"https://huggingface.co/llm-semantic-router/mmbert-embed-32k-2d-matryoshka","evalResults":[{"task":"STS","score":"80.5","metric":"spearman","verified":false,"benchmark":"STS Benchmark"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual baai/bge-m3-data llm-semantic-router/mmbert-32k-yarn mmbert-embed-32k-2d-matryoshka onnx safetensors embeddings text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","baai/bge-m3-data","llm-semantic-router/mmbert-32k-yarn","mmbert-embed-32k-2d-matryoshka","onnx","safetensors","embeddings","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1833},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":312},{"lfs":false,"path":"README.md","sizeBytes":11822},{"lfs":false,"path":"config.json","sizeBytes":1210},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":293},{"lfs":true,"path":"model.safetensors","sizeBytes":613892480},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"onnx/layer-11/config.json","sizeBytes":61},{"lfs":true,"path":"onnx/layer-11/model.onnx","sizeBytes":1063137},{"lfs":true,"path":"onnx/layer-11/model.onnx.data","sizeBytes":503578624},{"lfs":true,"path":"onnx/layer-11/model_fa_fp16.onnx","sizeBytes":504304576},{"lfs":false,"path":"onnx/layer-16/config.json","sizeBytes":61},{"lfs":true,"path":"onnx/layer-16/model.onnx","sizeBytes":1525769},{"lfs":true,"path":"onnx/layer-16/model.onnx.data","sizeBytes":553713664},{"lfs":true,"path":"onnx/layer-16/model_fa_fp16.onnx","sizeBytes":554783765},{"lfs":false,"path":"onnx/layer-22/config.json","sizeBytes":61},{"lfs":true,"path":"onnx/layer-22/model.onnx","sizeBytes":2081135},{"lfs":true,"path":"onnx/layer-22/model.onnx.data","sizeBytes":613941248},{"lfs":true,"path":"onnx/layer-22/model_fa_fp16.onnx","sizeBytes":615358965},{"lfs":false,"path":"onnx/layer-6/config.json","sizeBytes":60},{"lfs":true,"path":"onnx/layer-6/model.onnx","sizeBytes":601903},{"lfs":true,"path":"onnx/layer-6/model.onnx.data","sizeBytes":453443584},{"lfs":true,"path":"onnx/layer-6/model_fa_fp16.onnx","sizeBytes":453826351},{"lfs":false,"path":"onnx/model_config.json","sizeBytes":940}],"modelIndexNames":["mmbert-embed-32k-2d-matryoshka"]},"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":4906543106,"sizeKnown":true,"sizeLabel":"4.6 GB","sizeReason":"","declaredSizeBytes":4906543106,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":5744,"stars":18,"citations":0,"updatedAt":"2026-08-27T23:24:10.571Z","createdAt":"2026-06-30T01:40:10.167Z","version":"hf-main","upstream":{"gated":false,"repoId":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka","private":false,"repoUrl":"https://huggingface.co/llm-semantic-router/mmbert-embed-32k-2d-matryoshka","disabled":false,"provider":"huggingface","repoType":"model","revision":"c544097d7603b10c546560e8be5d7fe0965a7909","fetchedAt":"2026-08-27T23:22:35.920Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-27T23:24:10.571Z","mirroredBy":"mirror-batch-worker","totalFiles":28,"hostedFiles":10,"mirroredBytes":648317369,"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_a0404e6108c5951b56452ac9a7f7b608f66871839e0ddcd7e9d6f022f771181d","artifactId":"hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","representationId":"rep-4b1fa4dc80f602934a8874d1313c5a54d2a36a47a9cb03f82ce9181457455de7","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-4b1fa4dc80f602934a8874d1313c5a54d2a36a47a9cb03f82ce9181457455de7","artifactId":"hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","format":"safetensors","source":{"provider":"huggingface","identity":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka","revision":"c544097d7603b10c546560e8be5d7fe0965a7909","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":312,"sha256":"sha256:35bbd47d7fdf1e378db6130bcc668b09d1aa67a7bbf7c8f89a9c71f4cc8ebcc6","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e8c654fde3b933b7e3fdb9c14bbd13262700da501a60c7c972745fcc87da7fc5"},{"path":"README.md","role":"support","sizeBytes":11822,"sha256":"sha256:62829aecde6daacffa0ffb557032d9fcb9ff7d9153ea33d0f8a717e1667c14ad","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ad930bbd4d0148496fcb07d70363f96a06f7133b2aed53a816f31cd71309e485"},{"path":"config.json","role":"config","sizeBytes":1210,"sha256":"sha256:5b6a4c3b9aadf82cdfa0fe2279d5b4b418b5c3dba40ddfa63eda5c4c32650e3e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2cff14f1ea89992cfbfa24083b7fa6ad641013c5aa9b8efabbb484c936b6bcb0"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":293,"sha256":"sha256:d73c909f5e2ed5cd0c6bf696491285cb33a28ec13d197bf80ec17e65c7222675","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:28033ac2e57d8b3a94482538c0bb51da3dd4c15a0a5ebca4c93e518456a7aac0"},{"path":"model.safetensors","role":"weight","sizeBytes":613892480,"sha256":"sha256:173eb71beab911ddccf5c23d46129890894f1b741bedbf15e6d0f46084da3391","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:344dc03d19bedd2cf54b6bf5b4035a48da4f55333ad2215c0dea624eba8588f5"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b5de78bb9fb2a89082c0b6f82683a410d241995b3d2c8343b81deaa9d4abb911"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":59,"sha256":"sha256:ae8658c7cf91db1a3ceee800af0f9bda2c7ad60a88b5c2b4d6d5cb0a4394c9c1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7e867f22b83534da03e3003c7823a63cb9975de9246913c0d05bb7c17943631a"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1051,"sha256":"sha256:6e3204c5a4004719c185007a745d1940471a6fb02521cfa0a00306dbb6bc5903","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bd8c44cc150e37c999fabaa74a5db0c7345e8495127664bdbdf31c7fccc03dcc"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":34363443,"sha256":"sha256:5b14c7584d507951e1723f53f4e82cc76db81b7c0df3dc3c48bed45954b0277c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5d2cedcb2dfc6953d060ef3727deebdcec3bcde3b139e8225bc437beb668ca92"},{"path":"tokenizer_config.json","role":"config","sizeBytes":46470,"sha256":"sha256:74a259bb1a3811a7e3028adcd07a65765d866d5e66e0e883f0994ccfa67e8455","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d065d6f0da46bf33295c47ea7745102a5d51d31a3fc4e7d1269ec339933e3f88"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:2b2e13250a1b0979387ad2c0b655c5100b31024d45982604b4a53a1d3501d9b6","representationDigest":"sha256:d78f5c33f750c8d13592192d7b610cec4003aa968a478853539b9bc9fe8a14a6","evidenceSnapshotDigest":"sha256:d424f6af61ae61b12585722df1d05d566f304ea7509aa95e26d72e639b49a65e","evaluatedAt":"2026-08-27T23:24:10.986Z","authorityVersion":"sha256:7dc532e6198b8a8cb0a6c40f124f4bb7f31c1b42309594178e9c21b8c0f50911","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":28,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:29:27.015Z","evidence_url":"/api/manifests/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka"}},"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":28,"publicDownloadableFileCount":10,"externalFileCount":28,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4906543106,"label":"4.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":5744,"upstreamStars":18,"label":"5.7K 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":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/28 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: llm-semantic-router/mmbert-embed-32k-2d-matryoshka","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/28 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":18,"totalFiles":28},"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-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:29:27.015Z","evidence_url":"/api/manifests/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/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":"llm-semantic-router/mmbert-embed-32k-2d-matryoshka"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/28 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: llm-semantic-router/mmbert-embed-32k-2d-matryoshka","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/28 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":18,"totalFiles":28},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/distribution"},"supportedClaims":["llm-semantic-router/mmbert-embed-32k-2d-matryoshka has 0 self-reported, unqualified Hugging Bay community reviews.","llm-semantic-router/mmbert-embed-32k-2d-matryoshka has 0 self-reported run claims; none qualify verification during limited availability.","llm-semantic-router/mmbert-embed-32k-2d-matryoshka 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-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/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."}}