{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T13:41:02.394Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","repo":"hotchpotch/bekko-embedding-v1-a25m-pt","artifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T11:24:44.436Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T11:24:44.436Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","owner":"hotchpotch","name":"bekko-embedding-v1-a25m-pt","repo":"hotchpotch/bekko-embedding-v1-a25m-pt","type":"embedding","summary":"Model from Hugging Face for sentence similarity: hotchpotch/bekko-embedding-v1-a25m-pt · 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":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":280894181,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"hotchpotch","sourceUrl":"https://huggingface.co/hotchpotch/bekko-embedding-v1-a25m-pt","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","safetensors","modernbert","embeddings","feature-extraction","matryoshka","multilingual","retrieval","sentence-similarity","base_model:hotchpotch/mmbert-l13h384-pruned","base_model:finetune:hotchpotch/mmbert-l13h384-pruned","license:mit","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["multilingual"],"sourceUrl":"https://huggingface.co/hotchpotch/bekko-embedding-v1-a25m-pt","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","base_model_relation","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual safetensors embeddings retrieval text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","safetensors","embeddings","retrieval","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":312},{"lfs":false,"path":"README.md","sizeBytes":2361},{"lfs":false,"path":"config.json","sizeBytes":1685},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":288},{"lfs":true,"path":"model.safetensors","sizeBytes":246476720},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":55},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1051},{"lfs":true,"path":"tokenizer.json","sizeBytes":34363441},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":46469}],"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":280894181,"sizeKnown":true,"sizeLabel":"267.9 MB","sizeReason":"","declaredSizeBytes":280894181,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":91,"stars":1,"citations":0,"updatedAt":"2026-09-24T06:58:22.735Z","createdAt":"2026-09-24T06:57:35.865Z","version":"hf-main","upstream":{"gated":false,"repoId":"hotchpotch/bekko-embedding-v1-a25m-pt","private":false,"repoUrl":"https://huggingface.co/hotchpotch/bekko-embedding-v1-a25m-pt","disabled":false,"provider":"huggingface","repoType":"model","revision":"0b3eaa10c451b72453739bcf264fa2e2380a8881","fetchedAt":"2026-09-24T06:57:35.861Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"blocked","mirroredAt":"2026-09-24T06:58:22.735Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"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_e68ac436233693c5306f30a9ff165592a710d1334d08d8181924e68708eacd94","artifactId":"hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","representationId":"rep-63d97caf644f06992c7d0b8227fec036e0f17e31c4b1a3dcbc39a50173f410ab","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-63d97caf644f06992c7d0b8227fec036e0f17e31c4b1a3dcbc39a50173f410ab","artifactId":"hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","format":"safetensors","source":{"provider":"huggingface","identity":"hotchpotch/bekko-embedding-v1-a25m-pt","revision":"0b3eaa10c451b72453739bcf264fa2e2380a8881","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":1685,"sha256":"sha256:b5dc5a805a02ed1cdcdcc59a072ce1872b0b82adec2577d2e126e5491c216d72","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c8d2ec931d7fb511ec2cfb416184486c35ad4b1f57165c9b3b36abf0f4a40785"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":288,"sha256":"sha256:2ef93dcce01c5a040c529fb2965f1ea0ae16995dc9202f8309ddcf89ca4c22ee","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9a04eb1bdf5ef64acbe7f6c7b4e4d6a6b36f6bff74e6a3342679d280edae713a"},{"path":"model.safetensors","role":"weight","sizeBytes":246476720,"sha256":"sha256:6643e0c4fc28b3d48b3fe6104b3dfd83dc77ce7baac403c77de1de3d8eea5047","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7ee9e79c43f27fb31ae93a5098d71842c0c723a379b768e218752993640139a3"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2001aee3b10e85c8cd2abc6a15c96b82f344fbc5d4966fb09ae21e9aa1ad97ca"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":55,"sha256":"sha256:23aa234ef6021d513cdf56947c07aaa6977000d85dcd1fd423f650b3382a39ca","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:22faeebba8bb6973bd4d68e0523a706dc14082ababb3fc37616694abcc760e61"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1051,"sha256":"sha256:6e3204c5a4004719c185007a745d1940471a6fb02521cfa0a00306dbb6bc5903","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6ca41a46596c3c7d97f4057c5e2d968590c4c9cc1b0aa66aaecb8c562829e269"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":34363441,"sha256":"sha256:17f7d8b9518c403d7429ad9eeeabb6eed49c8d3311de8ef4ed5ad811381a2ced","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:aaad5822c26807013de56a792b612c5ec58ed4cbdd981d8690ff97c7e2bb4880"},{"path":"tokenizer_config.json","role":"config","sizeBytes":46469,"sha256":"sha256:3b66ca84514d9aacf4b90c65a61e561127c6c21d81bbf4e8ba9d46a4c15ac82d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:264f1dbadb7f535d3b39275ea9ea7602988447e87a33e0860c47ac366b6b2210"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:1ebe7f07c8c5259d2f69cb4ec0e10d4ef3706d74ea3ec5e5936c693c6f47d3cd","representationDigest":"sha256:e89d56d617769ab6cf996a1393fc041535913a9ae072cb9acf698431517c27f6","evidenceSnapshotDigest":"sha256:d2a393b5f7eb4bd019ac3c248e9c8337ae323df3c9df3707c5dffdfd374a2db6","evaluatedAt":"2026-09-24T06:58:23.008Z","authorityVersion":"sha256:dd61323b35c31930c0d3f78f2b959854d7315e0bc34b27a6220e3a945c1976cd","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":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T11:24:44.436Z","evidence_url":"/api/manifests/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt"}},"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":11,"publicDownloadableFileCount":0,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":280894181,"label":"267.9 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":91,"upstreamStars":1,"label":"91 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":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"hotchpotch/bekko-embedding-v1-a25m-pt"},{"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":["License: mit","Provenance: hotchpotch/bekko-embedding-v1-a25m-pt","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":11,"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-hotchpotch-bekko-embedding-v1-a25m-pt/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"hotchpotch/bekko-embedding-v1-a25m-pt"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T11:24:44.436Z","evidence_url":"/api/manifests/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/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":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"hotchpotch/bekko-embedding-v1-a25m-pt"},{"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":["License: mit","Provenance: hotchpotch/bekko-embedding-v1-a25m-pt","Scan: passed"],"gaps":["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":11,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/distribution"},"supportedClaims":["hotchpotch/bekko-embedding-v1-a25m-pt has 0 self-reported, unqualified Hugging Bay community reviews.","hotchpotch/bekko-embedding-v1-a25m-pt has 0 self-reported run claims; none qualify verification during limited availability.","hotchpotch/bekko-embedding-v1-a25m-pt 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-hotchpotch-bekko-embedding-v1-a25m-pt/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-hotchpotch-bekko-embedding-v1-a25m-pt/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."}}