{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-08T14:12:02.771Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","repo":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":7477660960,"readinessCheckedAt":"2026-11-08T14:02:46.776Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":7477660960,"readinessCheckedAt":"2026-11-08T14:02:46.776Z","readinessSource":"file-check","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","owner":"mradermacher","name":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","repo":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF · transformers","cardDescription":"Turns longer text into a shorter summary.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for answering questions.","confidence":"low","task":"question-answering","audience":null,"basis":"recorded-metadata","rules":["task:question-answering","tags-only"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"avemio/German-RAG-NEMO-12B-ORPO-HESSIAN-AI"},{"field":"tags","value":"question-answering"},{"field":"tags","value":"summarization"}],"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":"avemio/German-RAG-NEMO-12B-ORPO-HESSIAN-AI","field":"baseModel"}],"parameters":null,"size":{"bytes":84697487390,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mradermacher","sourceUrl":"https://huggingface.co/mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":95,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","gguf","german","rag","retrieval","question-answering","summarization","reasoning","en","de","dataset:avemio/german-rag-cpt-hessian-ai","dataset:avemio/german-rag-sft-sharegpt-hessian-ai","dataset:avemio/german-rag-orpo-sharegpt-hessian-ai","dataset:vagosolutions/sauerkrautlm-fermented-ger-dpo","dataset:vagosolutions/sauerkrautlm-fermented-irrelevance-ger-dpo","base_model:avemio/german-rag-nemo-12b-orpo-hessian-ai","base_model:quantized:avemio/german-rag-nemo-12b-orpo-hessian-ai","license:apache-2.0","endpoints_compatible","region:us"],"task":"general","modality":"text","framework":"transformers","formats":["gitattributes","gguf","md"],"baseModel":"avemio/German-RAG-NEMO-12B-ORPO-HESSIAN-AI","derivedFrom":"avemio/German-RAG-NEMO-12B-ORPO-HESSIAN-AI","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["avemio/German-RAG-CPT-HESSIAN-AI","avemio/German-RAG-SFT-ShareGPT-HESSIAN-AI","avemio/German-RAG-ORPO-ShareGPT-HESSIAN-AI","VAGOsolutions/SauerkrautLM-Fermented-GER-DPO","VAGOsolutions/SauerkrautLM-Fermented-Irrelevance-GER-DPO"],"paperIds":[],"repoType":"model","baseModel":"avemio/German-RAG-NEMO-12B-ORPO-HESSIAN-AI","languages":["en","de"],"sourceUrl":"https://huggingface.co/mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","evalResults":[],"libraryName":"transformers","pipelineTag":"","cardDataKeys":["base_model","datasets","language","library_name","license","mradermacher","quantized_by","tags"],"semanticText":"transformers llm model en de avemio/german-rag-cpt-hessian-ai avemio/german-rag-sft-sharegpt-hessian-ai avemio/german-rag-orpo-sharegpt-hessian-ai vagosolutions/sauerkrautlm-fermented-ger-dpo vagosolutions/sauerkrautlm-fermented-irrelevance-ger-dpo avemio/german-rag-nemo-12b-orpo-hessian-ai gguf rag retrieval dataset:avemio/german-rag-cpt-hessian-ai dataset:avemio/german-rag-sft-sharegpt-hessian-ai dataset:avemio/german-rag-orpo-sharegpt-hessian-ai base_model:avemio/german-rag-nemo-12b-orpo-hessian-ai base_model:quantized:avemio/german-rag-nemo-12b-orpo-hessian-ai","semanticTerms":["transformers","llm","model","en","de","avemio/german-rag-cpt-hessian-ai","avemio/german-rag-sft-sharegpt-hessian-ai","avemio/german-rag-orpo-sharegpt-hessian-ai","vagosolutions/sauerkrautlm-fermented-ger-dpo","vagosolutions/sauerkrautlm-fermented-irrelevance-ger-dpo","avemio/german-rag-nemo-12b-orpo-hessian-ai","gguf","rag","retrieval","dataset:avemio/german-rag-cpt-hessian-ai","dataset:avemio/german-rag-sft-sharegpt-hessian-ai","dataset:avemio/german-rag-orpo-sharegpt-hessian-ai","base_model:avemio/german-rag-nemo-12b-orpo-hessian-ai","base_model:quantized:avemio/german-rag-nemo-12b-orpo-hessian-ai"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2437},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.IQ4_XS.gguf","sizeBytes":6800500000},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q2_K.gguf","sizeBytes":4791427360},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_L.gguf","sizeBytes":6561915680},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_M.gguf","sizeBytes":6083502880},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_S.gguf","sizeBytes":5534638880},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","sizeBytes":7477660960},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_S.gguf","sizeBytes":7120653600},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q5_K_M.gguf","sizeBytes":8728128800},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q5_K_S.gguf","sizeBytes":8519232800},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q6_K.gguf","sizeBytes":10056750880},{"lfs":true,"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q8_0.gguf","sizeBytes":13023068960},{"lfs":false,"path":"README.md","sizeBytes":4153}],"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":84697487390,"sizeKnown":true,"sizeLabel":"78.9 GB","sizeReason":"","declaredSizeBytes":84697487390,"defaultDownloadBytes":7477660960,"mirrorCount":1,"downloadCount":41,"stars":1,"citations":0,"updatedAt":"2026-09-06T00:59:01.554Z","createdAt":"2026-06-30T04:30:21.855Z","version":"hf-main","upstream":{"gated":false,"repoId":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","private":false,"repoUrl":"https://huggingface.co/mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"d89e85cbf34a7c2d9bead5e78b215e517ac0bbfa","fetchedAt":"2026-08-30T07:43:00.469Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-06T00:59:01.554Z","mirroredBy":"mirror-batch-worker","totalFiles":13,"hostedFiles":1,"mirroredBytes":7477660960,"mirroredFiles":1,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_d9769cc504372251dfc588b2a8db51ffabe75691d5bb0d2b2618b9eb7f8604ee","artifactId":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","representationId":"rep-e045cde770983881409757fb87e31fe1a137f3db0a26ad1de8347dad201b2dbe","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-e045cde770983881409757fb87e31fe1a137f3db0a26ad1de8347dad201b2dbe","artifactId":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","format":"gguf","source":{"provider":"huggingface","identity":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","revision":"d89e85cbf34a7c2d9bead5e78b215e517ac0bbfa","immutable":true},"files":[{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","role":"weight","sizeBytes":7477660960,"sha256":"sha256:f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:00100879ece7ad842e1ba9817b15cb6f03390e20cf784b0ce51c92a654d7b499"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:6934ef52b3e51a771336180eb98abf5eafc2d8a448ecb7965d2896bc4726cd98","representationDigest":"sha256:e61c9e47657e3521b165400fe1f5b8484320b339b575f7bcc54b3d916c71fd64","evidenceSnapshotDigest":"sha256:5f81b45a9804e426ee45931559a860a30092ff3522f7846408ef7fd0cbda0fb4","evaluatedAt":"2026-09-06T00:59:01.708Z","authorityVersion":"sha256:d75be89dcaffa0d74d4b7b4341611f609c7ee5304741e75b4c6106607ffe724c","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":1,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":13,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-08T14:02:46.776Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"}},"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":"unknown","hosted":null,"fileCount":13,"publicDownloadableFileCount":1,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":84697487390,"label":"78.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":41,"upstreamStars":1,"label":"41 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":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/13 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: mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":12,"totalFiles":13},"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-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-08T14:02:46.776Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/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":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/13 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: mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":12,"totalFiles":13},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/distribution"},"supportedClaims":["mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF 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-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/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."}}