{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-21T05:27:04.390Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-claudios-vulberta-mlp-devign","repo":"claudios/VulBERTa-MLP-Devign","artifact":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":6,"mirroredBytes":501425002,"readinessCheckedAt":"2026-10-21T05:01:11.085Z","readinessSource":"index","degraded":true,"stale":true,"serveExplanation":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":6,"mirroredBytes":501425002,"readinessCheckedAt":"2026-10-21T05:01:11.085Z","readinessSource":"index","degraded":true,"stale":true},"id":"hf-model-claudios-vulberta-mlp-devign","owner":"claudios","name":"VulBERTa-MLP-Devign","repo":"claudios/VulBERTa-MLP-Devign","type":"llm","summary":"Model from Hugging Face for text classification: claudios/VulBERTa-MLP-Devign · transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories.","confidence":"medium","task":"text-classification","audience":null,"basis":"recorded-metadata","rules":["task:text-classification"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"text-classification"},{"field":"cardMetadata.pipelineTag","value":"text-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":501427910,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"claudios","sourceUrl":"https://huggingface.co/claudios/VulBERTa-MLP-Devign","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","roberta","text-classification","devign","defect detection","code","dataset:code_x_glue_cc_defect_detection","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","llm","code_x_glue_cc_defect_detection","accuracy","precision","recall","f1","roc_auc"],"task":"text-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":["accuracy","precision","recall","f1","roc_auc"],"datasets":["code_x_glue_cc_defect_detection"],"paperIds":["2205.12424"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/claudios/VulBERTa-MLP-Devign","evalResults":[{"task":"defect-detection","score":"64.71","metric":"Accuracy","verified":false,"benchmark":"codexglue-devign"},{"task":"defect-detection","score":"64.8","metric":"Precision","verified":false,"benchmark":"codexglue-devign"},{"task":"defect-detection","score":"50.76","metric":"Recall","verified":false,"benchmark":"codexglue-devign"},{"task":"defect-detection","score":"56.93","metric":"F1","verified":false,"benchmark":"codexglue-devign"},{"task":"defect-detection","score":"71.02","metric":"ROC-AUC","verified":false,"benchmark":"codexglue-devign"}],"libraryName":"transformers","pipelineTag":"text-classification","cardDataKeys":["arxiv","datasets","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"text-classification transformers llm model code_x_glue_cc_defect_detection accuracy precision recall f1 roc_auc vulberta mlp safetensors text-embeddings-inference","semanticTerms":["text-classification","transformers","llm","model","code_x_glue_cc_defect_detection","accuracy","precision","recall","f1","roc_auc","vulberta mlp","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":5457},{"lfs":false,"path":"config.json","sizeBytes":733},{"lfs":true,"path":"model.safetensors","sizeBytes":499371608},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":27},{"lfs":false,"path":"tokenization_vulberta.py","sizeBytes":1389},{"lfs":false,"path":"tokenizer.json","sizeBytes":2046557},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":620}],"modelIndexNames":["VulBERTa MLP"]},"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":501427910,"sizeKnown":true,"sizeLabel":"478.2 MB","sizeReason":"","declaredSizeBytes":501427910,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":24,"stars":5,"citations":0,"updatedAt":"2026-09-03T05:38:26.283Z","createdAt":"2026-06-30T19:24:45.266Z","version":"hf-main","upstream":{"gated":false,"repoId":"claudios/VulBERTa-MLP-Devign","private":false,"repoUrl":"https://huggingface.co/claudios/VulBERTa-MLP-Devign","disabled":false,"provider":"huggingface","repoType":"model","revision":"fecabdee24a3ef6e804d7629d6eed03dc6b4f61e","fetchedAt":"2026-09-03T02:30:00.667Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-09-03T05:38:26.283Z","mirroredBy":"mirror-batch-worker","totalFiles":8,"hostedFiles":6,"mirroredBytes":501425002,"mirroredFiles":6,"storageProvider":"gcs","hosted":true,"downloadable":true,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":true},"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_b47e0667a165a9a82c9f6d4f3eca69e3d7ff3ba32de289bf72acf64706425b9e","artifactId":"hf-model-claudios-vulberta-mlp-devign","representationId":"rep-89650d9311a36f66164a5dcf7a93089432a317ac9e7ff4947c49270635e1c296","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-89650d9311a36f66164a5dcf7a93089432a317ac9e7ff4947c49270635e1c296","artifactId":"hf-model-claudios-vulberta-mlp-devign","format":"safetensors","source":{"provider":"huggingface","identity":"claudios/VulBERTa-MLP-Devign","revision":"fecabdee24a3ef6e804d7629d6eed03dc6b4f61e","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":5457,"sha256":"sha256:ee6f81c21be61ea1f7756cdf209887dbacd9612f0f32a3cf1249e1899e419f78","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c115f14b6411d655bb3fc5f3aee365844d37f3f057c51e77d38880dd8d1e7257"},{"path":"config.json","role":"config","sizeBytes":733,"sha256":"sha256:453262e30b53494537fe95057d65af9bbc01b28faabc835ae60c16c346d22fe9","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8a4044275c4046c97ed82d176ae50a32ea7a8eb1c0c2664e1d077ca458c602bc"},{"path":"model.safetensors","role":"weight","sizeBytes":499371608,"sha256":"sha256:cb46ffad38b612d03741ecd4a5359c6fa7d560ebaa81baf982d17f5344f97913","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2c3ee1f0b80de8a3a128ec0384d2b04e34585d2932fd8a4d6144880a1e2f87e0"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":27,"sha256":"sha256:7271f9338f7c3c2207d3923fd47378b62cbf538fdbb36d7688d06943f516eb05","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:edf1877ccf6d76e5b5855bee1f767e08f014bb267165b5d16699afba10f142f4"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":2046557,"sha256":"sha256:8c50c6e6b2ccaa8d406b4e02ac91da6bb4a228d3903b5e733d49f5b8e010efc7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7d66e53fe3f7b000fd51b2f971277a728d2d1668930753a870a2e082b2af3d1a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":620,"sha256":"sha256:c0c8b1a0ee86fc43045971d6ab48183118f2e4f4e57403f9e5fdfac182ca25cb","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:72b9b5231204cba4047a95dbb99ef72d32ade3a2d1a3ad2acd23fecafb2eb119"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:656f699c0768f7c680e71b36f3aecc0d675cab74659d37e394a9d10f47dc18f2","representationDigest":"sha256:f3c5529de3011c87609110871160874c4e027a99225d8abebd3a5e12c9ec69ae","evidenceSnapshotDigest":"sha256:035af030fa404aecb5630ddf7fded8bf7280b99b4a9ed641f6809634b0507092","evaluatedAt":"2026-09-03T05:38:26.653Z","authorityVersion":"sha256:ad5caf977e1794f6b9b673e643b49c960eaddc106018e478feee32871f7f3a61","invalidatedBy":null,"manifestFinal":false,"downloadable":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":6,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":8,"scope":"recorded-postgres-snapshot"},"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":8,"publicDownloadableFileCount":6,"externalFileCount":8,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":501427910,"label":"478.2 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":24,"upstreamStars":5,"label":"24 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":"claudios/VulBERTa-MLP-Devign"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/8 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: claudios/VulBERTa-MLP-Devign","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":2,"totalFiles":8},"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-claudios-vulberta-mlp-devign/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"claudios/VulBERTa-MLP-Devign"}}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-claudios-vulberta-mlp-devign/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-claudios-vulberta-mlp-devign","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/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":"claudios/VulBERTa-MLP-Devign"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/8 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: claudios/VulBERTa-MLP-Devign","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":2,"totalFiles":8},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-claudios-vulberta-mlp-devign/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-claudios-vulberta-mlp-devign","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/distribution"},"supportedClaims":["claudios/VulBERTa-MLP-Devign has 0 self-reported, unqualified Hugging Bay community reviews.","claudios/VulBERTa-MLP-Devign has 0 self-reported run claims; none qualify verification during limited availability.","claudios/VulBERTa-MLP-Devign 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-claudios-vulberta-mlp-devign/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-claudios-vulberta-mlp-devign"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/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."}}