{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T08:18:21.668Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-fresha-e5-large-v2-endpoint","repo":"fresha/e5-large-v2-endpoint","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1341329511,"readinessCheckedAt":"2026-10-29T07:40:12.449Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1341329511,"readinessCheckedAt":"2026-10-29T07:40:12.449Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-fresha-e5-large-v2-endpoint","owner":"fresha","name":"e5-large-v2-endpoint","repo":"fresha/e5-large-v2-endpoint","type":"embedding","summary":"Model from Hugging Face for feature extraction: fresha/e5-large-v2-endpoint · 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 finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2682327959,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"fresha","sourceUrl":"https://huggingface.co/fresha/e5-large-v2-endpoint","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","safetensors","bert","feature-extraction","mteb","en","arxiv:2212.03533","arxiv:2104.08663","arxiv:2210.07316","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","e5-large-v2"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","json","md","py","safetensors","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.03533","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/fresha/e5-large-v2-endpoint","evalResults":[{"task":"Classification","score":"79.22388059701493","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"43.20816505595132","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.27811303522058","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.748325","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.72534979701297","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.73895874282185","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.612","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.61157345898393","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"23.541999999999998","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"38.208","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.417","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.428999999999995","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction transformers embedding model en e5-large-v2 safetensors text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","en","e5-large-v2","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1477},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":201},{"lfs":false,"path":"README.md","sizeBytes":65590},{"lfs":false,"path":"config.json","sizeBytes":616},{"lfs":false,"path":"handler.py","sizeBytes":1312},{"lfs":true,"path":"model.safetensors","sizeBytes":1340616616},{"lfs":false,"path":"modules.json","sizeBytes":387},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1340698349},{"lfs":false,"path":"requirements.txt","sizeBytes":11},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":57},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":314},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["e5-large-v2"]},"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":2682327959,"sizeKnown":true,"sizeLabel":"2.5 GB","sizeReason":"","declaredSizeBytes":2682327959,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":85,"stars":0,"citations":0,"updatedAt":"2026-09-24T14:23:37.086Z","createdAt":"2026-09-24T14:22:02.762Z","version":"hf-main","upstream":{"gated":false,"repoId":"fresha/e5-large-v2-endpoint","private":false,"repoUrl":"https://huggingface.co/fresha/e5-large-v2-endpoint","disabled":false,"provider":"huggingface","repoType":"model","revision":"ce64906ab3da15005868cbfbc61f4df9c6cf4772","fetchedAt":"2026-09-24T14:22:02.758Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T14:23:37.086Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":7,"mirroredBytes":1341329511,"mirroredFiles":7,"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_2d12d058d4a5d3fa1ce948c56d8ec2ae3a58200bde58e75a36cf78bf8717e87a","artifactId":"hf-model-fresha-e5-large-v2-endpoint","representationId":"rep-1d7af66494069f8614e4c3206678bdc071e27472b2610c3b28034ad30a7a97ea","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-1d7af66494069f8614e4c3206678bdc071e27472b2610c3b28034ad30a7a97ea","artifactId":"hf-model-fresha-e5-large-v2-endpoint","format":"safetensors","source":{"provider":"huggingface","identity":"fresha/e5-large-v2-endpoint","revision":"ce64906ab3da15005868cbfbc61f4df9c6cf4772","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":616,"sha256":"sha256:2394ce5c9ffac96c88496de5d7a92f5d3fec1015b9d25f9f85545f13dfd7a269","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8e265fc68e17a298871fd318ad5990e5afd277e1de81e557617256981fe28c08"},{"path":"model.safetensors","role":"weight","sizeBytes":1340616616,"sha256":"sha256:d741c1a688a6169af0ecb5a047c44645cd992c31e1bf431269f98bba9ae2911a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f91276914c7024a9ff28d34e218f0d625eceb549fe9608cb989b21f612d026b3"},{"path":"modules.json","role":"support","sizeBytes":387,"sha256":"sha256:c6e29747481e8b5dd2b58401966aeac910de39092f90cda9a704b1545f902b04","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a13fb689737536585999d923a6d361ebb78ad67e2a527ce6e2df8772ab588948"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":57,"sha256":"sha256:948201d8329907aae938fa62f9ceeed53f5694dacc2b87b9f3b78b37ee986529","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:63ee2c0c80ac340ce430bba0432e77644fd8cb2f0c5d1eed90be3a4f10e9abeb"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":125,"sha256":"sha256:b6d346be366a7d1d48332dbc9fdf3bf8960b5d879522b7799ddba59e76237ee3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3719d725952f71a7cb32a3453512a3989ddb25e89e4ca14af16085a35346ec37"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":711396,"sha256":"sha256:d241a60d5e8f04cc1b2b3e9ef7a4921b27bf526d9f6050ab90f9267a1f9e5c66","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0aebce2dd9e2585ee41f7ec88dfa2a1d5d7801def7b2eca8865016f3d41b1ff8"},{"path":"tokenizer_config.json","role":"config","sizeBytes":314,"sha256":"sha256:ae83fa6ca0333117ff12606020af925d648667ef70d92ff7f27d781ba0ca4544","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:da6ed0d407ab067ce585e43aa343fa0a99317ce373f391940d1ec31114c6f677"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:e3989306b4c2a8e0439b79ab0aba492393a7d5b64199a7f0d47e023846af4c56","representationDigest":"sha256:0679d2d9f1035724dff57ce64cffccbe2eb693f95a3ae1ca8898f24e32d6e951","evidenceSnapshotDigest":"sha256:e1db25e2894d347bec725c3f246020d4ca7a36b2cdca05ec1fd61f2f7c23800c","evaluatedAt":"2026-09-24T14:23:37.458Z","authorityVersion":"sha256:8e3cd788b5546898e5b158604dcdc1450606533712c4712442b89fb66b0e53a5","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":7,"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":"2026-10-29T07:40:12.449Z","evidence_url":"/api/manifests/hf-model-fresha-e5-large-v2-endpoint"}},"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":14,"publicDownloadableFileCount":7,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2682327959,"label":"2.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":85,"upstreamStars":0,"label":"85 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":"fresha/e5-large-v2-endpoint"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/14 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: mit","Provenance: fresha/e5-large-v2-endpoint","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":7,"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-fresha-e5-large-v2-endpoint/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"fresha/e5-large-v2-endpoint"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T07:40:12.449Z","evidence_url":"/api/manifests/hf-model-fresha-e5-large-v2-endpoint"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-fresha-e5-large-v2-endpoint/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-fresha-e5-large-v2-endpoint","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/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":"fresha/e5-large-v2-endpoint"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/14 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: mit","Provenance: fresha/e5-large-v2-endpoint","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":7,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-fresha-e5-large-v2-endpoint/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-fresha-e5-large-v2-endpoint","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/distribution"},"supportedClaims":["fresha/e5-large-v2-endpoint has 0 self-reported, unqualified Hugging Bay community reviews.","fresha/e5-large-v2-endpoint has 0 self-reported run claims; none qualify verification during limited availability.","fresha/e5-large-v2-endpoint 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-fresha-e5-large-v2-endpoint/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-fresha-e5-large-v2-endpoint"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-fresha-e5-large-v2-endpoint/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."}}