{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-02T06:48:24.557Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-ibm-granite-granite-embedding-125m-english","repo":"ibm-granite/granite-embedding-125m-english","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":13,"mirroredBytes":1001281840,"readinessCheckedAt":"2026-11-02T05:57:06.236Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":13,"mirroredBytes":1001281840,"readinessCheckedAt":"2026-11-02T05:57:06.236Z","readinessSource":"projection","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-ibm-granite-granite-embedding-125m-english","owner":"ibm-granite","name":"granite-embedding-125m-english","repo":"ibm-granite/granite-embedding-125m-english","type":"embedding","summary":"Model from Hugging Face for sentence similarity: ibm-granite/granite-embedding-125m-english · 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":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1001283359,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ibm-granite","sourceUrl":"https://huggingface.co/ibm-granite/granite-embedding-125m-english","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","pytorch","onnx","safetensors","roberta","feature-extraction","language","granite","embeddings","mteb","transformers","sentence-similarity","en","arxiv:2502.20204","arxiv:0000.00000","license:apache-2.0","model-index","eval-results","text-embeddings-inference","endpoints_compatible"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","onnx","safetensors","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2502.20204","0000.00000"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/ibm-granite/granite-embedding-125m-english","evalResults":[{"task":"Classification","score":"67.3613","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"55.0794","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"73.55120000000001","metric":"f1_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"17.643900000000002","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"17.643900000000002","metric":"ap_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"67.3613","metric":"main_score","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"63.403","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"57.4178","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"66.9704","metric":"f1_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"26.892300000000002","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"26.892300000000002","metric":"ap_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"63.403","metric":"main_score","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en ibm-granite/granite-embedding-125m-english onnx safetensors embeddings transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","ibm-granite/granite-embedding-125m-english","onnx","safetensors","embeddings","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":191},{"lfs":false,"path":"README.md","sizeBytes":466210},{"lfs":false,"path":"config.json","sizeBytes":720},{"lfs":true,"path":"model.onnx","sizeBytes":498821859},{"lfs":true,"path":"model.safetensors","sizeBytes":249313784},{"lfs":false,"path":"modules.json","sizeBytes":350},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":249318716},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":54},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":957},{"lfs":false,"path":"tokenizer.json","sizeBytes":2108712},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1322},{"lfs":false,"path":"trainer_state.json","sizeBytes":450672},{"lfs":false,"path":"vocab.json","sizeBytes":798293}],"modelIndexNames":["ibm-granite/granite-embedding-125m-english"]},"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":1001283359,"sizeKnown":true,"sizeLabel":"954.9 MB","sizeReason":"","declaredSizeBytes":1001283359,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":40385,"stars":38,"citations":0,"updatedAt":"2026-07-31T01:34:50.858Z","createdAt":"2026-06-29T22:23:56.924Z","version":"hf-main","upstream":{"gated":false,"repoId":"ibm-granite/granite-embedding-125m-english","private":false,"repoUrl":"https://huggingface.co/ibm-granite/granite-embedding-125m-english","disabled":false,"provider":"huggingface","repoType":"model","revision":"4ab61ffd423be45cd932b21a7c696063d82bf45f","fetchedAt":"2026-07-29T22:21:35.766Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:34:50.858Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":13,"mirroredBytes":1001281840,"mirroredFiles":13,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_f8cab5efb5498be1e895678e7b8ffe4f0014a3e1ebadfe17949b84708f66abf2","artifactId":"hf-model-ibm-granite-granite-embedding-125m-english","representationId":"rep-f7b1f52a1a2526d785f95eaa6c25ae4a67553e9603924d9f57beb2af1686403a","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f7b1f52a1a2526d785f95eaa6c25ae4a67553e9603924d9f57beb2af1686403a","artifactId":"hf-model-ibm-granite-granite-embedding-125m-english","format":"safetensors","source":{"provider":"huggingface","identity":"ibm-granite/granite-embedding-125m-english","revision":"4ab61ffd423be45cd932b21a7c696063d82bf45f","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":191,"sha256":"sha256:d81961da36b56f4a1abfbf59a2469e1c49efa04b94a876908c48780894b0b307","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5ea915f5997108eb33d2d9fc7ee35e8f4e1bfa35b6aca9a9aebd8464296a4f11"},{"path":"README.md","role":"support","sizeBytes":466210,"sha256":"sha256:99a36835a5651562a0c8c369223bd70140c926ee68005a0558cf961e2df45a94","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cd695bb95f74af3e2d78b1cb4f38ca8fe5a40c98eff393c47c5694184380d7cd"},{"path":"config.json","role":"config","sizeBytes":720,"sha256":"sha256:03a972cfc5b95a0cc78c353b566adf9f28050012e65f0d963eb87ab5c5febc70","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a5d3cd5253146e719c2c20f6714441fcfd013739e2e122abfd38aa698aabf716"},{"path":"model.safetensors","role":"weight","sizeBytes":249313784,"sha256":"sha256:ee70cb80637b769409e4ccfde7d188bb2c564495d1a63cde3ca60741b2a7302d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:abc58c095331e61bc793bd764b044a36ce8fbc198f92ce140a17d36c475ab31c"},{"path":"modules.json","role":"support","sizeBytes":350,"sha256":"sha256:21ddb3037a55ebf4549eb5c1dc44c3f28f10b56ec7f1335c92fd90e5b30d88ac","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d21732eb4fbac604575bb7c34989f76d45cf1c8cf07a2507a51ea9c1e8798859"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":54,"sha256":"sha256:ed20daeb5b882c3e1f116ce7b3d53e6643d11063aa9baaa31f5ae91770cfad8f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:dc7946c86daac667d897bf5e1a94a68d60bdb0db79e13fb9741a9124adb373cb"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":957,"sha256":"sha256:8293ae960b0a0852d4d3813118030a1149a3ed9fe37bc2e1e7b3c2e62eb2d4b7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8a50ccea6905512bc6d39d3fd636646134685cf8b68c95c24d751646a26bad0f"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":2108712,"sha256":"sha256:8f886f015981a7a64053bf0cadccb44b2bd761c3e90856c6fd32adf30d60f365","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:afc88958fdac6efe39251c58e737b7a096cec88087208b514eb720c931d47998"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1322,"sha256":"sha256:a0d8f05ceb91e0024dadaa15d7bc8adbba60e405232b112162f85d7115198ced","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b52aca3d6be846311af1e3691af664d92ca069b0434f935cff4e75d12e5fbd0b"},{"path":"trainer_state.json","role":"support","sizeBytes":450672,"sha256":"sha256:78011f2ffe3f2e2e26af89b135cf69fbc5d361a03c5737ec5fba1c6282c62e18","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c2c11bebf2e49b4821e31970372d2329e47c8195646c01c4f92185d52be31ee6"},{"path":"vocab.json","role":"tokenizer","sizeBytes":798293,"sha256":"sha256:ed19656ea1707df69134c4af35c8ceda2cc9860bf2c3495026153a133670ab5e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e928a20a65003375fbc35c107099a4733f24a41bc4ec6e8eee2fe3f2893c8d3f"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:c63017a3b36a37fe4ef54080764b6bdedc88ef4d4770102ab1382232a7e0b82f","representationDigest":"sha256:3737a23fbdb75c950c32801a08f02faacdafef52a1c55c1957c3953b25e636f4","evidenceSnapshotDigest":"sha256:f7d43079bcb3a22a11918936e99cdfa073c73ea48d3fe3d8984869b50be56a7e","evaluatedAt":"2026-07-31T01:34:51.289Z","authorityVersion":"sha256:b003e16a69c93e7d41d587b490e3139ebdec11afbd5a663908811ae1320044d5","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":11,"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":"2026-11-02T05:57:06.236Z","evidence_url":"/api/manifests/hf-model-ibm-granite-granite-embedding-125m-english"}},"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":"unknown","hosted":null,"fileCount":14,"publicDownloadableFileCount":13,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1001283359,"label":"954.9 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":40385,"upstreamStars":38,"label":"40K 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":"ibm-granite/granite-embedding-125m-english"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"13/14 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: ibm-granite/granite-embedding-125m-english","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 13/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":13,"externalFiles":1,"totalFiles":14},"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-ibm-granite-granite-embedding-125m-english/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ibm-granite/granite-embedding-125m-english"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-02T05:57:06.236Z","evidence_url":"/api/manifests/hf-model-ibm-granite-granite-embedding-125m-english"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-ibm-granite-granite-embedding-125m-english/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ibm-granite-granite-embedding-125m-english","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/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":"ibm-granite/granite-embedding-125m-english"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"13/14 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: ibm-granite/granite-embedding-125m-english","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 13/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":13,"externalFiles":1,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-ibm-granite-granite-embedding-125m-english/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ibm-granite-granite-embedding-125m-english","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/distribution"},"supportedClaims":["ibm-granite/granite-embedding-125m-english has 0 self-reported, unqualified Hugging Bay community reviews.","ibm-granite/granite-embedding-125m-english has 0 self-reported run claims; none qualify verification during limited availability.","ibm-granite/granite-embedding-125m-english 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-ibm-granite-granite-embedding-125m-english/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-ibm-granite-granite-embedding-125m-english"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-125m-english/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."}}