{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-28T04:16:03.009Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-thealper2-t5-efficient-base-grammar-correction","repo":"thealper2/t5-efficient-base-grammar-correction","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":894072281,"readinessCheckedAt":"2026-10-28T04:09:14.816Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":894072281,"readinessCheckedAt":"2026-10-28T04:09:14.816Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-thealper2-t5-efficient-base-grammar-correction","owner":"thealper2","name":"t5-efficient-base-grammar-correction","repo":"thealper2/t5-efficient-base-grammar-correction","type":"llm","summary":"Model from Hugging Face for text generation: thealper2/t5-efficient-base-grammar-correction · transformers","cardDescription":"Generates text by continuing a prompt.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for generating text.","confidence":"low","task":"text-generation","audience":null,"basis":"recorded-metadata","rules":["task:text-generation"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"google/t5-efficient-base"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"google/t5-efficient-base","field":"baseModel"}],"parameters":null,"size":{"bytes":894090372,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"thealper2","sourceUrl":"https://huggingface.co/thealper2/t5-efficient-base-grammar-correction","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","transformers","safetensors","t5","text2text-generation","seq2seq","grammatical-error-correction","gec","text-generation","en","dataset:agentlans/grammar-correction","base_model:google/t5-efficient-base","base_model:finetune:google/t5-efficient-base","license:apache-2.0","model-index","text-generation-inference","endpoints_compatible","region:us","llm","agentlans/grammar-correction","sari"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors"],"baseModel":"google/t5-efficient-base","derivedFrom":"google/t5-efficient-base","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["sari","bleu","chrf","exact_match"],"datasets":["agentlans/grammar-correction"],"paperIds":[],"repoType":"model","baseModel":"google/t5-efficient-base","languages":["en"],"sourceUrl":"https://huggingface.co/thealper2/t5-efficient-base-grammar-correction","evalResults":[{"task":"Grammatical Error Correction","score":"68.5765","metric":"SARI (validation, n=25000)","verified":false,"benchmark":"agentlans/grammar-correction"},{"task":"Grammatical Error Correction","score":"70.2421","metric":"BLEU (sacrebleu) (validation, n=25000)","verified":false,"benchmark":"agentlans/grammar-correction"},{"task":"Grammatical Error Correction","score":"84.4109","metric":"chrF (validation, n=25000)","verified":false,"benchmark":"agentlans/grammar-correction"},{"task":"Grammatical Error Correction","score":"9.096","metric":"Exact match (%) (validation, n=25000)","verified":false,"benchmark":"agentlans/grammar-correction"}],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en agentlans/grammar-correction sari bleu chrf exact_match google/t5-efficient-base t5-efficient-base-grammar-correction safetensors dataset:agentlans/grammar-correction","semanticTerms":["text-generation","transformers","llm","model","en","agentlans/grammar-correction","sari","bleu","chrf","exact_match","google/t5-efficient-base","t5-efficient-base-grammar-correction","safetensors","dataset:agentlans/grammar-correction"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":5092},{"lfs":false,"path":"config.json","sizeBytes":790},{"lfs":false,"path":"eval_results.json","sizeBytes":3434},{"lfs":false,"path":"generation_config.json","sizeBytes":203},{"lfs":true,"path":"model.safetensors","sizeBytes":891644712},{"lfs":false,"path":"tokenizer.json","sizeBytes":2424167},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":2409},{"lfs":false,"path":"training_config.json","sizeBytes":8046}],"modelIndexNames":["t5-efficient-base-grammar-correction"]},"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":894090372,"sizeKnown":true,"sizeLabel":"852.7 MB","sizeReason":"","declaredSizeBytes":894090372,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":379,"stars":1,"citations":0,"updatedAt":"2026-09-23T03:26:09.681Z","createdAt":"2026-09-23T03:21:53.406Z","version":"hf-main","upstream":{"gated":false,"repoId":"thealper2/t5-efficient-base-grammar-correction","private":false,"repoUrl":"https://huggingface.co/thealper2/t5-efficient-base-grammar-correction","disabled":false,"provider":"huggingface","repoType":"model","revision":"b73bf36c6e5349689fa64a204f5e5c0d397d5d4a","fetchedAt":"2026-09-23T03:21:53.403Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-23T03:26:09.681Z","mirroredBy":"mirror-batch-worker","totalFiles":9,"hostedFiles":5,"mirroredBytes":894072281,"mirroredFiles":5,"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_60306d5cc3d04b4da5c85569edef7ee1488b53ce17b8b94673cdf4f95fe0a85a","artifactId":"hf-model-thealper2-t5-efficient-base-grammar-correction","representationId":"rep-d93f7fc6c73407d283ca53a63574d7a1ea5f0aa2970feed420bb82bfda48a935","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-d93f7fc6c73407d283ca53a63574d7a1ea5f0aa2970feed420bb82bfda48a935","artifactId":"hf-model-thealper2-t5-efficient-base-grammar-correction","format":"safetensors","source":{"provider":"huggingface","identity":"thealper2/t5-efficient-base-grammar-correction","revision":"b73bf36c6e5349689fa64a204f5e5c0d397d5d4a","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":790,"sha256":"sha256:813e5dfa41539c0ff3457a64413286391f7103dfe998604622d509dcefdd302d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fb6def2a984c825a333c0c52bbc7024b3b9559e27246028a85bc252f03cbdfbe"},{"path":"generation_config.json","role":"config","sizeBytes":203,"sha256":"sha256:290fd3f4f2c1c16aab1e4e8dbb398ab2580edb68a9e3a7caef480ff2eacb9f9b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6b2b1c519d8893ebd827d20474f8d01ff93fbd438d55cb87b5fcffaf76696632"},{"path":"model.safetensors","role":"weight","sizeBytes":891644712,"sha256":"sha256:56e73c321b93ef4b8b93c7943587a2df4473986e06a2be83c7f6582218c3ab4e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c9991b5e8d9d86ffa20dd1f4466c8cbbe67466149e092eb36af819b1252bbd70"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":2424167,"sha256":"sha256:180a07e3730d07544f558f04afbeec6524c24b5c2eadbfa7aa74dd2578019e3f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:094ec78f07e794d9b4df72ed700f68d9320aaa5f0dd52900181a75f9d7c75416"},{"path":"tokenizer_config.json","role":"config","sizeBytes":2409,"sha256":"sha256:e5a85ad07259a824fcb86ebd3ee9e27b1b79b0d4f2840c7b55a584f9c21c8970","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f3697db91c4ecc60ce254a2e9f27364afe6ec8207a4aaddb898f3ff9814922a8"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:e425c494f6ff135d1abbe1c8f351f3624e2ac57a16ecaea58a6a377b980e2749","representationDigest":"sha256:72e4ac1d40661358428e60c6dfef5703b6a0d5974270c80c909125f8c2d417bd","evidenceSnapshotDigest":"sha256:d6c99cbf4ec04d56ae0ae68528bf0babf8d055d27c83888cbf884596b9195cf0","evaluatedAt":"2026-09-23T03:26:16.598Z","authorityVersion":"sha256:e9fd10efb71cf810d6e7ea27206a26c2eb4404ecf10fc421ca039a995d1b1752","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":5,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":9,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T04:09:14.816Z","evidence_url":"/api/manifests/hf-model-thealper2-t5-efficient-base-grammar-correction"}},"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":9,"publicDownloadableFileCount":5,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":894090372,"label":"852.7 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":379,"upstreamStars":1,"label":"379 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":"thealper2/t5-efficient-base-grammar-correction"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/9 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: thealper2/t5-efficient-base-grammar-correction","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":4,"totalFiles":9},"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-thealper2-t5-efficient-base-grammar-correction/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"thealper2/t5-efficient-base-grammar-correction"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T04:09:14.816Z","evidence_url":"/api/manifests/hf-model-thealper2-t5-efficient-base-grammar-correction"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-thealper2-t5-efficient-base-grammar-correction/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-thealper2-t5-efficient-base-grammar-correction","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/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":"thealper2/t5-efficient-base-grammar-correction"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/9 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: thealper2/t5-efficient-base-grammar-correction","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":4,"totalFiles":9},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-thealper2-t5-efficient-base-grammar-correction/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-thealper2-t5-efficient-base-grammar-correction","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/distribution"},"supportedClaims":["thealper2/t5-efficient-base-grammar-correction has 0 self-reported, unqualified Hugging Bay community reviews.","thealper2/t5-efficient-base-grammar-correction has 0 self-reported run claims; none qualify verification during limited availability.","thealper2/t5-efficient-base-grammar-correction 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-thealper2-t5-efficient-base-grammar-correction/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-thealper2-t5-efficient-base-grammar-correction"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-thealper2-t5-efficient-base-grammar-correction/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."}}