{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T11:48:23.947Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-shangeth-wren-asr-0-5b-multi","repo":"shangeth/Wren-ASR-0.5B-multi","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":1025534515,"readinessCheckedAt":"2026-10-30T10:38:38.392Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":1025534515,"readinessCheckedAt":"2026-10-30T10:38:38.392Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-shangeth-wren-asr-0-5b-multi","owner":"shangeth","name":"Wren-ASR-0.5B-multi","repo":"shangeth/Wren-ASR-0.5B-multi","type":"audio","summary":"Model from Hugging Face for automatic speech recognition: shangeth/Wren-ASR-0.5B-multi · pytorch","cardDescription":"Transcribes spoken audio into text.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for transcribing speech.","confidence":"medium","task":"automatic-speech-recognition","audience":null,"basis":"recorded-metadata","rules":["task:automatic-speech-recognition"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"automatic-speech-recognition"},{"field":"cardMetadata.pipelineTag","value":"automatic-speech-recognition"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1025547432,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"shangeth","sourceUrl":"https://huggingface.co/shangeth/Wren-ASR-0.5B-multi","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","pytorch","safetensors","wren_asr","automatic-speech-recognition","asr","audio","speech-recognition","multilingual","wren","mimi","qwen2.5","neural-codec","custom_code","en","de","fr","es","nl","it","pl"],"task":"automatic-speech-recognition","modality":"audio","framework":"pytorch","formats":["gitattributes","md","json","jinja","py","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["shangeth/mls-mimi-codes","shangeth/libritts-r-mimi-codes","shangeth/vctk-mimi-codes","shangeth/jenny-mimi-codes","shangeth/ljspeech-mimi-codes","shangeth/expresso-mimi-codes-tagged","facebook/multilingual_librispeech","mythicinfinity/libritts_r","keithito/lj_speech","CSTR-Edinburgh/vctk","reach-vb/jenny_tts_dataset","ylacombe/expresso"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en","de","fr","es","nl","it","pl","pt"],"sourceUrl":"https://huggingface.co/shangeth/Wren-ASR-0.5B-multi","evalResults":[],"libraryName":"pytorch","pipelineTag":"automatic-speech-recognition","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"automatic-speech-recognition pytorch audio model en de fr es nl it pl pt shangeth/mls-mimi-codes shangeth/libritts-r-mimi-codes shangeth/vctk-mimi-codes shangeth/jenny-mimi-codes shangeth/ljspeech-mimi-codes shangeth/expresso-mimi-codes-tagged facebook/multilingual_librispeech mythicinfinity/libritts_r keithito/lj_speech cstr-edinburgh/vctk reach-vb/jenny_tts_dataset ylacombe/expresso safetensors","semanticTerms":["automatic-speech-recognition","pytorch","audio","model","en","de","fr","es","nl","it","pl","pt","shangeth/mls-mimi-codes","shangeth/libritts-r-mimi-codes","shangeth/vctk-mimi-codes","shangeth/jenny-mimi-codes","shangeth/ljspeech-mimi-codes","shangeth/expresso-mimi-codes-tagged","facebook/multilingual_librispeech","mythicinfinity/libritts_r","keithito/lj_speech","cstr-edinburgh/vctk","reach-vb/jenny_tts_dataset","ylacombe/expresso","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":8042},{"lfs":false,"path":"added_tokens.json","sizeBytes":661},{"lfs":false,"path":"chat_template.jinja","sizeBytes":2427},{"lfs":false,"path":"config.json","sizeBytes":506},{"lfs":false,"path":"configuration_wren_asr.py","sizeBytes":1206},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":1009646296},{"lfs":false,"path":"modeling_wren_asr.py","sizeBytes":7374},{"lfs":false,"path":"processing_wren_asr.py","sizeBytes":2767},{"lfs":false,"path":"processor_config.json","sizeBytes":180},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":628},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422278},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":4811},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"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":1025547432,"sizeKnown":true,"sizeLabel":"978.0 MB","sizeReason":"","declaredSizeBytes":1025547432,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":22,"stars":3,"citations":0,"updatedAt":"2026-09-03T00:12:44.649Z","createdAt":"2026-06-30T19:28:27.550Z","version":"hf-main","upstream":{"gated":false,"repoId":"shangeth/Wren-ASR-0.5B-multi","private":false,"repoUrl":"https://huggingface.co/shangeth/Wren-ASR-0.5B-multi","disabled":false,"provider":"huggingface","repoType":"model","revision":"956931ef6f5a7b273bd0fa99623c69b71270c591","fetchedAt":"2026-09-02T23:56:07.419Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-03T00:12:44.649Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":11,"mirroredBytes":1025534515,"mirroredFiles":11,"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_1316ee334b3b8e37096061dd4f909dc6e838ce1ee15abd6ac1f1f3e2b89c7432","artifactId":"hf-model-shangeth-wren-asr-0-5b-multi","representationId":"rep-eb1be773acfe1d7e7c8ee38c66c3a74e10a2ab57d415b61f9afefe45964f6012","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-eb1be773acfe1d7e7c8ee38c66c3a74e10a2ab57d415b61f9afefe45964f6012","artifactId":"hf-model-shangeth-wren-asr-0-5b-multi","format":"safetensors","source":{"provider":"huggingface","identity":"shangeth/Wren-ASR-0.5B-multi","revision":"956931ef6f5a7b273bd0fa99623c69b71270c591","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":8042,"sha256":"sha256:b445f105abfed45c3e43d53665ad596616d5f32f413919731d44fdc33a826f14","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7c66d0d64723d861793f6840603bc4c9dab4c86b64901e3a7662e294c7d2a381"},{"path":"added_tokens.json","role":"support","sizeBytes":661,"sha256":"sha256:c9cb9473a90527ec4ef230d96d4f24e04aa9c3903dee7a64f81e51becfb92938","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a2185b97c259f422a8e4631b1f42029e430254ef6f563ff733d248f696cec175"},{"path":"chat_template.jinja","role":"template","sizeBytes":2427,"sha256":"sha256:44d5f08f3f72b837eaad09f13a54c1f9f4eb58d75240334548b7fd52a5437fa5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7322d56fbc619d118beb0c5ed7a507d243e56687459ee8c45d74b76d5826540f"},{"path":"config.json","role":"config","sizeBytes":506,"sha256":"sha256:c5561dd61727eef1d1b9d18957906dcc228d1cae1505e19a1a47b0782c529045","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:370c0f5f1c76a7a086e97bb51c92dc5e8cae7d5aecc0f57b8ba76b77f9c24ab8"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b3e280e23072cb9f1229e22367fce1152eb1a91d29e4a59d21c544ea66510904"},{"path":"model.safetensors","role":"weight","sizeBytes":1009646296,"sha256":"sha256:b8f87af7aa7d92b1a6dc0b2acb1d7adc3502db6a6a6b9dd281ccdf4bba449dbe","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:72df4eb77ed6f6647361d20e6912efcc0a7549ee9ef6869c585daa975f802fd8"},{"path":"processor_config.json","role":"config","sizeBytes":180,"sha256":"sha256:2d9ea8da3f50227a7d6ca6dc7fb2a1ca898b337e4d06c8b3650fca2932facc68","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5234bba3ab30c90e99153900177e8e72803fc0e3269259a8844695a19ec14c22"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":628,"sha256":"sha256:1ad6dfa563e67f4cc2ea6be65e409a2456f1f64089c1b75df0f1c790eedcdc0f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8a7092ff76713f075f94d974bde1adc6f487eb9c1ed8d5421522cc56d754c501"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422278,"sha256":"sha256:3e6df08c131c86d31c1366adc78bf78a1c59f2ef0e05bfd93f48c963c3abcea9","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:99e927bf6bbf92a63f4b82106d3c925f51df66ca154376676235e0c25c291cf5"},{"path":"tokenizer_config.json","role":"config","sizeBytes":4811,"sha256":"sha256:4087de1903b08f27347b42e17540ee61fbcd17a5bef8aa8ab5b5ae6a7aa4a033","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c319348f4b44d301b82c70142ecfab74f4abb91d9c68fa0c6bd47556b358958c"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2014ab7db132fc3c34d642ea4fe185568074a6fe9024deeb7c7dea1edf14aa04"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:f1f58ecc11170fd422f86607a1ae6ebfcf5284d6f82f1b67b53ce1f25d960a6d","representationDigest":"sha256:bd5d7724ea3a10850b157e18b93db0b1d67f17c4413e245c54a6c5763992669e","evidenceSnapshotDigest":"sha256:4b8e33d8338f8df7e04e6f16ab71b86cfb2caa6b69ad737002234a33472598c3","evaluatedAt":"2026-09-03T00:12:45.107Z","authorityVersion":"sha256:8bbd55da6a88d60faef53137b1b3657bcb8d8f56f40471686fb420ee05236609","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":15,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T10:38:38.392Z","evidence_url":"/api/manifests/hf-model-shangeth-wren-asr-0-5b-multi"}},"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":15,"publicDownloadableFileCount":11,"externalFileCount":15,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1025547432,"label":"978.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":22,"upstreamStars":3,"label":"22 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":"shangeth/Wren-ASR-0.5B-multi"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/15 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: shangeth/Wren-ASR-0.5B-multi","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":4,"totalFiles":15},"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-shangeth-wren-asr-0-5b-multi/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"shangeth/Wren-ASR-0.5B-multi"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T10:38:38.392Z","evidence_url":"/api/manifests/hf-model-shangeth-wren-asr-0-5b-multi"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-shangeth-wren-asr-0-5b-multi/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-shangeth-wren-asr-0-5b-multi","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/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":"shangeth/Wren-ASR-0.5B-multi"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/15 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: shangeth/Wren-ASR-0.5B-multi","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":4,"totalFiles":15},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-shangeth-wren-asr-0-5b-multi/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-shangeth-wren-asr-0-5b-multi","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/distribution"},"supportedClaims":["shangeth/Wren-ASR-0.5B-multi has 0 self-reported, unqualified Hugging Bay community reviews.","shangeth/Wren-ASR-0.5B-multi has 0 self-reported run claims; none qualify verification during limited availability.","shangeth/Wren-ASR-0.5B-multi 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-shangeth-wren-asr-0-5b-multi/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-shangeth-wren-asr-0-5b-multi"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-shangeth-wren-asr-0-5b-multi/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."}}