{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T22:54:41.465Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mahwizzzz-avey-b-ur","repo":"mahwizzzz/avey-b-ur","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":100301115,"readinessCheckedAt":"2026-10-30T22:29:21.364Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":100301115,"readinessCheckedAt":"2026-10-30T22:29:21.364Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-mahwizzzz-avey-b-ur","owner":"mahwizzzz","name":"avey-b-ur","repo":"mahwizzzz/avey-b-ur","type":"llm","summary":"Model from Hugging Face for fill mask: mahwizzzz/avey-b-ur · transformers","cardDescription":"Predicts missing words within text.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for filling in missing words in text.","confidence":"medium","task":"fill-mask","audience":null,"basis":"recorded-metadata","rules":["task:fill-mask"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"fill-mask"},{"field":"cardMetadata.pipelineTag","value":"fill-mask"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":100521231,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mahwizzzz","sourceUrl":"https://huggingface.co/mahwizzzz/avey-b-ur","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","avey-b","fill-mask","urdu","masked-language-modeling","encoder","custom_code","ur","dataset:hplt/hplt3.0","arxiv:2602.15814","license:apache-2.0","model-index","region:us","llm","hplt/hplt3.0","avey-b urdu 25m"],"task":"fill-mask","modality":"text","framework":"transformers","formats":["gitattributes","json","md","png","py","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["HPLT/HPLT3.0"],"paperIds":["2602.15814"],"repoType":"model","baseModel":"","languages":["ur"],"sourceUrl":"https://huggingface.co/mahwizzzz/avey-b-ur","evalResults":[{"task":"Urdu sentiment classification","score":"0.785333","metric":"Accuracy","verified":false,"benchmark":"IMDb Urdu Reviews"},{"task":"Urdu named-entity recognition","score":"0.812677","metric":"Entity F1","verified":false,"benchmark":"WikiANN Urdu"}],"libraryName":"transformers","pipelineTag":"fill-mask","cardDataKeys":["datasets","language","library_name","license","model-index","pipeline_tag","tags","widget"],"semanticText":"fill-mask transformers llm model ur hplt/hplt3.0 avey-b urdu 25m safetensors","semanticTerms":["fill-mask","transformers","llm","model","ur","hplt/hplt3.0","avey-b urdu 25m","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1585},{"lfs":false,"path":"LICENSE","sizeBytes":11339},{"lfs":false,"path":"MANIFEST.json","sizeBytes":1352},{"lfs":false,"path":"README.md","sizeBytes":4549},{"lfs":true,"path":"assets/benchmark_overview.png","sizeBytes":110000},{"lfs":false,"path":"assets/training_loss.png","sizeBytes":86481},{"lfs":false,"path":"benchmark_results.json","sizeBytes":4995},{"lfs":false,"path":"config.json","sizeBytes":741},{"lfs":false,"path":"configuration_avey.py","sizeBytes":703},{"lfs":false,"path":"fertility_check.json","sizeBytes":50},{"lfs":true,"path":"model.safetensors","sizeBytes":99470432},{"lfs":false,"path":"modeling_avey.py","sizeBytes":10401},{"lfs":false,"path":"tokenizer.json","sizeBytes":818335},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":268}],"modelIndexNames":["Avey-B Urdu 25M"]},"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":100521231,"sizeKnown":true,"sizeLabel":"95.9 MB","sizeReason":"","declaredSizeBytes":100521231,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":69,"stars":2,"citations":0,"updatedAt":"2026-09-24T18:22:03.038Z","createdAt":"2026-09-24T18:21:26.603Z","version":"hf-main","upstream":{"gated":false,"repoId":"mahwizzzz/avey-b-ur","private":false,"repoUrl":"https://huggingface.co/mahwizzzz/avey-b-ur","disabled":false,"provider":"huggingface","repoType":"model","revision":"6f2fd12786975840749e7b2882dd0f879b901d30","fetchedAt":"2026-09-24T18:21:26.600Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T18:22:03.038Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":5,"mirroredBytes":100301115,"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_8ead93892a86548458b871596ca0dd29d7e4be5be9fcef547f4d07c32503dbde","artifactId":"hf-model-mahwizzzz-avey-b-ur","representationId":"rep-f8571e808c00e4ad45a29e7148884cec0ecf59f747a7523a62381ea4e7197878","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f8571e808c00e4ad45a29e7148884cec0ecf59f747a7523a62381ea4e7197878","artifactId":"hf-model-mahwizzzz-avey-b-ur","format":"safetensors","source":{"provider":"huggingface","identity":"mahwizzzz/avey-b-ur","revision":"6f2fd12786975840749e7b2882dd0f879b901d30","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":11339,"sha256":"sha256:abf4c67d6fc4fee59c9fb5289adba4578a9eef9a2adc6e0e02036381a2999625","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e527c7502295043410788c0cfef8ef4c1a54e6319e04764cb303e1914264ed95"},{"path":"config.json","role":"config","sizeBytes":741,"sha256":"sha256:a1236496b14559d5b31ff3cc1757d0bbc8f099d4a5b77ff8f3af482a7b9a9351","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:15b0587eee3b4c09edb6a7dc6150989e5fa16cf4a9e3ffcca877c12af6d32e9b"},{"path":"model.safetensors","role":"weight","sizeBytes":99470432,"sha256":"sha256:e2b420e51caaf7a43267a7ca17a5532327dd96382b0d9294b8d03edeec0b26bb","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:162747fd9bfd3d71f0cc2f889e7cbfc392cf68167ed711a1808cefab79c5e726"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":818335,"sha256":"sha256:100dae9a0eefeea7da9368253dfaec5ba252e292d2d29927a95f2b49ec753ad8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0e9e7ab21f1795ec9d188df6b0318dea7849a70cea919ccc57e3244a4da39473"},{"path":"tokenizer_config.json","role":"config","sizeBytes":268,"sha256":"sha256:8f8f19d776681ebc4b9497d9ba669bf5e2c833bf944c166b8b9aea6bed3a4f27","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:09f2366da10c30516758141ac5b7750bb1b0f5e9f9fee563d19f65a3c3b113ca"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:77667279f9aed9b14c74f0f4c9f7ae6373348e6d052a82f5306baae3ccaa7b51","representationDigest":"sha256:ac81a4236b587f918b1a9a6f48f06d5bf9fd704ce8b3c48de46b777bfc10cec1","evidenceSnapshotDigest":"sha256:c8e1f7aea0ec4c9a7acf17d79473a711d6c5d65a4b1d9890368f8c27f7aedaba","evaluatedAt":"2026-09-24T18:22:03.277Z","authorityVersion":"sha256:4cafc5b81d73afbb99a3ccf28226907fa557602dcb3972505fd677d66b7503ab","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":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T22:29:21.364Z","evidence_url":"/api/manifests/hf-model-mahwizzzz-avey-b-ur"}},"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":5,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":100521231,"label":"95.9 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":69,"upstreamStars":2,"label":"69 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":"mahwizzzz/avey-b-ur"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/14 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: mahwizzzz/avey-b-ur","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":9,"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-mahwizzzz-avey-b-ur/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mahwizzzz/avey-b-ur"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T22:29:21.364Z","evidence_url":"/api/manifests/hf-model-mahwizzzz-avey-b-ur"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mahwizzzz-avey-b-ur/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mahwizzzz-avey-b-ur","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/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":"mahwizzzz/avey-b-ur"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/14 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: mahwizzzz/avey-b-ur","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":9,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mahwizzzz-avey-b-ur/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mahwizzzz-avey-b-ur","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/distribution"},"supportedClaims":["mahwizzzz/avey-b-ur has 0 self-reported, unqualified Hugging Bay community reviews.","mahwizzzz/avey-b-ur has 0 self-reported run claims; none qualify verification during limited availability.","mahwizzzz/avey-b-ur 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-mahwizzzz-avey-b-ur/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mahwizzzz-avey-b-ur"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/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."}}