{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T05:43:36.598Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","repo":"unsloth/LFM2.5-1.2B-Instruct-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":730895584,"readinessCheckedAt":"2026-10-30T05:43:02.953Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":730895584,"readinessCheckedAt":"2026-10-30T05:43:02.953Z","readinessSource":"file-check","degraded":true,"stale":true},"licenseState":"unknown","licenseUnresolved":true,"licenseLabel":"License: unknown","licenseCategory":"no-license","id":"hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","owner":"unsloth","name":"LFM2.5-1.2B-Instruct-GGUF","repo":"unsloth/LFM2.5-1.2B-Instruct-GGUF","type":"llm","summary":"Model from Hugging Face for text generation: unsloth/LFM2.5-1.2B-Instruct-GGUF · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for generating text.","confidence":"medium","task":"text-generation","audience":null,"basis":"recorded-metadata","rules":["task:text-generation"],"evidence":[{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["license-not-recorded","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":null,"status":"unknown"},"lineage":[],"parameters":null,"size":{"bytes":16260564908,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"unsloth","sourceUrl":"","license":"unknown","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","other","transformers","gguf","liquid","unsloth","lfm2.5","edge","text-generation","en","ar","zh","fr","de","ja","ko","es","arxiv:2511.23404","base_model:liquidai/lfm2.5-1.2b-instruct","base_model:quantized:liquidai/lfm2.5-1.2b-instruct","license:other","endpoints_compatible"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","gguf","md","gguf_file"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"other","metrics":[],"datasets":[],"paperIds":["2511.23404"],"repoType":"model","baseModel":"","languages":["en","ar","zh","fr","de","ja","ko","es"],"evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","language","library_name","license","license_link","license_name","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en ar zh fr de ja ko es gguf base_model:liquidai/lfm2.5-1.2b-instruct base_model:quantized:liquidai/lfm2.5-1.2b-instruct","semanticTerms":["text-generation","transformers","llm","model","en","ar","zh","fr","de","ja","ko","es","gguf","base_model:liquidai/lfm2.5-1.2b-instruct","base_model:quantized:liquidai/lfm2.5-1.2b-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2553},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-BF16.gguf","sizeBytes":2343326944},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q2_K.gguf","sizeBytes":483398880},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q2_K_L.gguf","sizeBytes":483398880},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q3_K_M.gguf","sizeBytes":600347872},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q3_K_S.gguf","sizeBytes":558159072},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q4_0.gguf","sizeBytes":695751904},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q4_1.gguf","sizeBytes":760501472},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q4_K_M.gguf","sizeBytes":730895584},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q4_K_S.gguf","sizeBytes":700470496},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q5_K_M.gguf","sizeBytes":843355360},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q5_K_S.gguf","sizeBytes":825251040},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q6_K.gguf","sizeBytes":962843872},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-Q8_0.gguf","sizeBytes":1246254304},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q2_K_XL.gguf","sizeBytes":483398880},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q3_K_XL.gguf","sizeBytes":600347872},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q4_K_XL.gguf","sizeBytes":730895584},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q5_K_XL.gguf","sizeBytes":843355360},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q6_K_XL.gguf","sizeBytes":995349728},{"lfs":true,"path":"LFM2.5-1.2B-Instruct-UD-Q8_K_XL.gguf","sizeBytes":1372083424},{"lfs":false,"path":"README.md","sizeBytes":14291},{"lfs":true,"path":"imatrix_unsloth.gguf_file","sizeBytes":1161536}],"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":16260564908,"sizeKnown":true,"sizeLabel":"15.1 GB","sizeReason":"","declaredSizeBytes":16260564908,"defaultDownloadBytes":730895584,"mirrorCount":1,"downloadCount":49616,"stars":46,"citations":0,"updatedAt":"2026-09-18T09:05:18.229Z","createdAt":"2026-09-18T09:03:52.575Z","version":"hf-main","upstream":{"gated":false,"repoId":"unsloth/LFM2.5-1.2B-Instruct-GGUF","private":false,"disabled":false,"provider":"huggingface","repoType":"model","revision":"b01cc872e5918b0fdec170003cd854851e3ed854","fetchedAt":"2026-09-18T09:03:52.571Z","importMode":"external-catalog","licenseRaw":"License: unknown","licenseDeclared":"other","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-18T09:05:18.229Z","mirroredBy":"mirror-batch-worker","totalFiles":22,"hostedFiles":1,"mirroredBytes":730895584,"mirroredFiles":1,"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_625f5c25439a0512c81c4f8da789a001bf70114197a41c6b9abb6fb191ccf6f9","artifactId":"hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","representationId":"rep-a914ffe9f5d55d3e1faef6348fdf29b872985883d23ffa3833512a9958628c09","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a914ffe9f5d55d3e1faef6348fdf29b872985883d23ffa3833512a9958628c09","artifactId":"hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","format":"gguf","source":{"provider":"huggingface","identity":"unsloth/LFM2.5-1.2B-Instruct-GGUF","revision":"b01cc872e5918b0fdec170003cd854851e3ed854","immutable":true},"files":[{"path":"LFM2.5-1.2B-Instruct-Q4_K_M.gguf","role":"weight","sizeBytes":730895584,"sha256":"sha256:856aeee6d85ac684b1db8dee48795b44fc06731ecda03aee36ece682413a9b9a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bafb8b4e52cbba2471e6d93a0155a69a8ba06f876d8120089e6e4cfa05fe0413"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:1eff50683bb52a262bf2c73d9724437099f9538f494e66ecb810704bd40fd492","representationDigest":"sha256:0df94fd173405a4107fa74d861033e9b9c769a4457a96dfd5871d97f8c6e65f0","evidenceSnapshotDigest":"sha256:17ed687c9bf8b2930c0c383539eb2509f8ded90c30358e1dbbf22c3e4650b29d","evaluatedAt":"2026-09-18T09:05:19.045Z","authorityVersion":"sha256:d9cc1c6b79b31e60cc5baba45e2c8ba1c1086fe370c4022d80d8923db54a3898","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":22,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T05:43:02.953Z","evidence_url":"/api/manifests/hf-model-unsloth-lfm2-5-1-2b-instruct-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":"hosted","hosted":true,"fileCount":22,"publicDownloadableFileCount":1,"externalFileCount":22,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":16260564908,"label":"15.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":49616,"upstreamStars":46,"label":"50K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"License: unknown"},{"id":"provenance","label":"Provenance","status":"fail","detail":"unsloth/LFM2.5-1.2B-Instruct-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/22 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":["Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: unknown","Provenance: unsloth/LFM2.5-1.2B-Instruct-GGUF","Hosted files: 1/22 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":21,"totalFiles":22},"action":{"id":"review","label":"Inspect missing evidence","detail":"Source, license, or recorded representation evidence is incomplete.","href":"/artifact/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/overview"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"unsloth/LFM2.5-1.2B-Instruct-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T05:43:02.953Z","evidence_url":"/api/manifests/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-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":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"License: unknown"},{"id":"provenance","label":"Provenance","status":"fail","detail":"unsloth/LFM2.5-1.2B-Instruct-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/22 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":["Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: unknown","Provenance: unsloth/LFM2.5-1.2B-Instruct-GGUF","Hosted files: 1/22 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":21,"totalFiles":22},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/distribution"},"supportedClaims":["unsloth/LFM2.5-1.2B-Instruct-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","unsloth/LFM2.5-1.2B-Instruct-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","unsloth/LFM2.5-1.2B-Instruct-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-unsloth-lfm2-5-1-2b-instruct-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-unsloth-lfm2-5-1-2b-instruct-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-unsloth-lfm2-5-1-2b-instruct-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."}}