{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-14T16:37:10.009Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-nomic-ai-modernbert-embed-base","repo":"nomic-ai/modernbert-embed-base","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":18,"mirroredBytes":2377289747,"readinessCheckedAt":"2026-11-14T16:36:20.529Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":18,"mirroredBytes":2377289747,"readinessCheckedAt":"2026-11-14T16:36:20.529Z","readinessSource":"file-check","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-nomic-ai-modernbert-embed-base","owner":"nomic-ai","name":"modernbert-embed-base","repo":"nomic-ai/modernbert-embed-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nomic-ai/modernbert-embed-base · 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":2528910944,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nomic-ai","sourceUrl":"https://huggingface.co/nomic-ai/modernbert-embed-base","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","modernbert","feature-extraction","sentence-similarity","mteb","transformers.js","en","arxiv:2402.01613","base_model:answerdotai/modernbert-base","base_model:finetune:answerdotai/modernbert-base","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us","embedding","binarize_false"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","png","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2402.01613"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/nomic-ai/modernbert-embed-base","evalResults":[{"task":"Classification","score":"78.13432835820896","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"42.190424731303246","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"72.34446401534811","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.093825","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.03727505544286","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.0874055138833","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.428000000000004","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.74311520203536","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"23.898","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.775","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.827000000000005","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.837","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","base_model_relation","language","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en binarize_false onnx safetensors transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","binarize_false","onnx","safetensors","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modernbertembed.png","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_bnb4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_int8.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4f16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_uint8.onnx","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["binarize_False"]},"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":2528910944,"sizeKnown":true,"sizeLabel":"2.4 GB","sizeReason":"","declaredSizeBytes":2528910944,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":198299,"stars":235,"citations":0,"updatedAt":"2025-01-24T15:31:46.000Z","createdAt":"2026-06-29T22:21:58.123Z","version":"hf-main","upstream":{"gated":false,"repoId":"nomic-ai/modernbert-embed-base","private":false,"repoUrl":"https://huggingface.co/nomic-ai/modernbert-embed-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"d556a88e332558790b210f7bdbe87da2fa94a8d8","fetchedAt":"2026-11-05T03:29:48.895Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-08-27T22:16:21.011Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":18,"mirroredBytes":2377289747,"mirroredFiles":18,"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_f6a9a95ec8bcb4e8ce9026e52fb1a861bfc3af992ffdbce6630b3e371faf3bb8","artifactId":"hf-model-nomic-ai-modernbert-embed-base","representationId":"rep-fe5ff52368cfb1c0a763d01f2f3e2a36d9ea8f4a1e536201f57f03a1ff59fd5a","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-fe5ff52368cfb1c0a763d01f2f3e2a36d9ea8f4a1e536201f57f03a1ff59fd5a","artifactId":"hf-model-nomic-ai-modernbert-embed-base","format":"safetensors","source":{"provider":"huggingface","identity":"nomic-ai/modernbert-embed-base","revision":"d556a88e332558790b210f7bdbe87da2fa94a8d8","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":296,"sha256":"sha256:1c8bc7bd750c5c20d8707f1c5c578f5d69bb3d1d5ebcf4b2fde5128de154ec1c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:be5e24e87a6627440953e5487cb086ebec4b166419ef1b91431d7d4befb8244d"},{"path":"README.md","role":"support","sizeBytes":444593,"sha256":"sha256:c3f3cf74b304397141dfb4c2dcf649d3c5d2a5e4003232c3fe80d50b3ee6ca98","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:dfc012974f59b26c8834eaef037b924a8ae8523da510f8d1c0ab02fa55e863a0"},{"path":"config.json","role":"config","sizeBytes":1261,"sha256":"sha256:dea4708ed1a6df7306b483037750464a96e77ccb0c7e88f4f61a0116944a71dd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5508d32c41ed0e46226661bfffebc20a54f0f7350740150623b53e67e99033d1"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":210,"sha256":"sha256:4d3adefab0a4c1eccd38fac58b37c240573a6008087ba33b9e7c674940067588","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2f810e6bb184822fadd9165e9285f12cf861647e8216b3571f62d024ed605434"},{"path":"model.safetensors","role":"weight","sizeBytes":596070136,"sha256":"sha256:69f22ccd1ee0971b6173678c4fcadd29a49a3f5b6b8a6927002418abe4bd5b9c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f716397478e2aace4398e23516eb81afe6ad8eb3f50c36e424fdd1f65e252ff1"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:34576092094df04930032f59a87e5b0763d12e6f11c21257f8c4178eb7b308c5"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":54,"sha256":"sha256:eb9b44b13c0f52a3b3685c3b1cbdea1ba8b04bea123b98f61610048940776eb1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:829991d118edabc80154b975c9626afb0a6a5ce6c9fda45858745585cd2b8b50"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":694,"sha256":"sha256:ea97ecdbcc73713039d8d64dbb05e3689495c96657fbd9a18f5bed381be81049","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:935cc414f55f4de5fb31d163cb97fa1a3b105a57c5f8bc972fb2d22adbc1b841"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3583228,"sha256":"sha256:6c8aaa9a542084f2457eab775d4eeb51f92a70c0fd9de28d5edb0ddec3c08d30","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cff4e5851a89b0973a7f26f8e65e486a9fe8ec5553238971a69077fe7e6513b0"},{"path":"tokenizer_config.json","role":"config","sizeBytes":20840,"sha256":"sha256:2966a59b9e9cf122279aec1249e22e5bc7ad8430c754e95031b13fd128d4e560","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8b2463a9fe1dd23553caa975fa6221214238565b22199662a122c188f5873e0f"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:28948188d4a3c02a4ffa2f3024903590c24b78ab60111d8386c8af51f9bfe7a3","representationDigest":"sha256:f9a8ac6982563c6e09017e0c4418d2eedf10bada874e70bd1d73e30470e7cfcb","evidenceSnapshotDigest":"sha256:bc4c19c27e9c4e7fe6f1ddb6ee11ddb108f0be35c0b8b8c0d29fe5e9a7b0fa3a","evaluatedAt":"2026-08-27T22:16:21.434Z","authorityVersion":"sha256:8db2a379d1a90228e42f4110d496b4717a96e8739c4bf5ad54ac87fea74894d5","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":20,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T16:36:20.529Z","evidence_url":"/api/manifests/hf-model-nomic-ai-modernbert-embed-base"}},"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":20,"publicDownloadableFileCount":18,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2528910944,"label":"2.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":198299,"upstreamStars":235,"label":"198K 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":"nomic-ai/modernbert-embed-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"18/20 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: nomic-ai/modernbert-embed-base","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 18/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":18,"externalFiles":2,"totalFiles":20},"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-nomic-ai-modernbert-embed-base/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nomic-ai/modernbert-embed-base"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T16:36:20.529Z","evidence_url":"/api/manifests/hf-model-nomic-ai-modernbert-embed-base"},"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-nomic-ai-modernbert-embed-base/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-nomic-ai-modernbert-embed-base","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/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":"nomic-ai/modernbert-embed-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"18/20 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: nomic-ai/modernbert-embed-base","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 18/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":18,"externalFiles":2,"totalFiles":20},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-modernbert-embed-base/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-nomic-ai-modernbert-embed-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/distribution"},"supportedClaims":["nomic-ai/modernbert-embed-base has 0 self-reported, unqualified Hugging Bay community reviews.","nomic-ai/modernbert-embed-base has 0 self-reported run claims; none qualify verification during limited availability.","nomic-ai/modernbert-embed-base 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-nomic-ai-modernbert-embed-base/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-nomic-ai-modernbert-embed-base"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-modernbert-embed-base/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."}}