{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T03:35:26.270Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-trokhymovych-mbert-ai-bot-detector","repo":"trokhymovych/mbert-ai-bot-detector","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":714369092,"readinessCheckedAt":"2026-10-29T03:34:55.890Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":714369092,"readinessCheckedAt":"2026-10-29T03:34:55.890Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-trokhymovych-mbert-ai-bot-detector","owner":"trokhymovych","name":"mbert-ai-bot-detector","repo":"trokhymovych/mbert-ai-bot-detector","type":"llm","summary":"Model from Hugging Face for text classification: trokhymovych/mbert-ai-bot-detector · transformers","cardDescription":"Sorts text into categories.","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":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"text-classification"},{"field":"cardMetadata.pipelineTag","value":"text-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":714706861,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"trokhymovych","sourceUrl":"https://huggingface.co/trokhymovych/mbert-ai-bot-detector","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","bert","text-classification","bot-detection","social-media","multilingual","ar","bg","ca","zh","en","fr","de","el","it","ja","ko","fa","pl"],"task":"text-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","png","safetensors"],"baseModel":"bert-base-multilingual-cased","derivedFrom":"bert-base-multilingual-cased","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2606.07219"],"repoType":"model","baseModel":"bert-base-multilingual-cased","languages":["ar","bg","ca","zh","en","fr","de","el","it","ja","ko","fa"],"sourceUrl":"https://huggingface.co/trokhymovych/mbert-ai-bot-detector","evalResults":[],"libraryName":"transformers","pipelineTag":"text-classification","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-classification transformers llm model ar bg ca zh en fr de el it ja ko fa bert-base-multilingual-cased safetensors text-embeddings-inference","semanticTerms":["text-classification","transformers","llm","model","ar","bg","ca","zh","en","fr","de","el","it","ja","ko","fa","bert-base-multilingual-cased","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1626},{"lfs":false,"path":"README.md","sizeBytes":4839},{"lfs":false,"path":"config.json","sizeBytes":931},{"lfs":true,"path":"imgs/fox8_20.png","sizeBytes":178767},{"lfs":true,"path":"imgs/fox8_all.png","sizeBytes":157376},{"lfs":true,"path":"model.safetensors","sizeBytes":711443432},{"lfs":false,"path":"tokenizer.json","sizeBytes":2919460},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":430}],"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":714706861,"sizeKnown":true,"sizeLabel":"681.6 MB","sizeReason":"","declaredSizeBytes":714706861,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":45,"stars":1,"citations":0,"updatedAt":"2026-09-05T01:47:08.416Z","createdAt":"2026-06-30T04:27:56.155Z","version":"hf-main","upstream":{"gated":false,"repoId":"trokhymovych/mbert-ai-bot-detector","private":false,"repoUrl":"https://huggingface.co/trokhymovych/mbert-ai-bot-detector","disabled":false,"provider":"huggingface","repoType":"model","revision":"3d483c1e84537093339c4796f3a867bd38d318a8","fetchedAt":"2026-09-04T20:17:09.214Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-05T01:47:08.416Z","mirroredBy":"mirror-batch-worker","totalFiles":8,"hostedFiles":5,"mirroredBytes":714369092,"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_7295b4447f4c8158a0805b1cedc3408cbc98d446641408f331f59b258ff94682","artifactId":"hf-model-trokhymovych-mbert-ai-bot-detector","representationId":"rep-fdd698a07cb7067201436c392efddc4d40bbe2288f4b96979494b328ac9549f6","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-fdd698a07cb7067201436c392efddc4d40bbe2288f4b96979494b328ac9549f6","artifactId":"hf-model-trokhymovych-mbert-ai-bot-detector","format":"safetensors","source":{"provider":"huggingface","identity":"trokhymovych/mbert-ai-bot-detector","revision":"3d483c1e84537093339c4796f3a867bd38d318a8","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":4839,"sha256":"sha256:b9ccd76dfe3b830bfa6e4cb58e8a3c97ef43fcf8353df8b3db743ddac05b7de6","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7ed3c3a224ef33058134485f7b965876a2c11fbd320fce5e39ce2902e22be9f8"},{"path":"config.json","role":"config","sizeBytes":931,"sha256":"sha256:0370fbee5f604769867b32701d924a6b90e409acd2b94c2110125dbbb50226d4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5edc16e556d7564a26320abe6a5d3d60cf2a99594cd1e42f377ec4ba219e2de1"},{"path":"model.safetensors","role":"weight","sizeBytes":711443432,"sha256":"sha256:d1a47449a676d0d11e7ad0f0ec1080b431e283405b3c71869f407b8ec005d364","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8eb6e1b5370987067982727b009fc5a563c590e3ad79abb6dfc8d6eb1732ba7f"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":2919460,"sha256":"sha256:7d76a4d25ebe8f217654f1039bd991bfc96e7c2cd36e6d28aff941783ed1e9c8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7f920a61e74079f43d3a155e19b8ff1e815b4c7e409f19e670274b4257140bd4"},{"path":"tokenizer_config.json","role":"config","sizeBytes":430,"sha256":"sha256:1918d7d709544543b6d1869098e8e49651a9d0ead6a192966adb589bc06f3154","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2dbeeb9bc065254acfd055775053525fc6358ac29a51ec7308ceaa78dbaf6272"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:0f1814ff234edf1b7338c07da0b7da045d7a343b7f0d441abdd36f8833433c6e","representationDigest":"sha256:270e26b7ae32d81ca6d933fd85e055c9953d280a9fb6feabcf1cb9d4bee65282","evidenceSnapshotDigest":"sha256:38109e0f1cc46fa5d2b47cb85c32df6aa131a33ad14238a861dba43b6a33944d","evaluatedAt":"2026-09-05T01:47:08.612Z","authorityVersion":"sha256:bea41e67edcc7d7d40f8583e9c9dfb1e6087e3bcc9a1daedd481152f71e8a5f0","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":8,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T03:34:55.890Z","evidence_url":"/api/manifests/hf-model-trokhymovych-mbert-ai-bot-detector"}},"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":5,"externalFileCount":8,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":714706861,"label":"681.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":45,"upstreamStars":1,"label":"45 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":"trokhymovych/mbert-ai-bot-detector"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/8 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: apache-2.0","Provenance: trokhymovych/mbert-ai-bot-detector","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":3,"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-trokhymovych-mbert-ai-bot-detector/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"trokhymovych/mbert-ai-bot-detector"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T03:34:55.890Z","evidence_url":"/api/manifests/hf-model-trokhymovych-mbert-ai-bot-detector"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-trokhymovych-mbert-ai-bot-detector/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-trokhymovych-mbert-ai-bot-detector","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/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":"trokhymovych/mbert-ai-bot-detector"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/8 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: apache-2.0","Provenance: trokhymovych/mbert-ai-bot-detector","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":3,"totalFiles":8},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-trokhymovych-mbert-ai-bot-detector/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-trokhymovych-mbert-ai-bot-detector","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/distribution"},"supportedClaims":["trokhymovych/mbert-ai-bot-detector has 0 self-reported, unqualified Hugging Bay community reviews.","trokhymovych/mbert-ai-bot-detector has 0 self-reported run claims; none qualify verification during limited availability.","trokhymovych/mbert-ai-bot-detector 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-trokhymovych-mbert-ai-bot-detector/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-trokhymovych-mbert-ai-bot-detector"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-trokhymovych-mbert-ai-bot-detector/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."}}