{"id":"hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","name":"LCO-Embedding-Omni-3B-2605-GGUF","tags":["huggingface-import","external-catalog","model","apache-2.0","llama.cpp","gguf","embedding","multimodal","qwen2","qwen2.5-omni","feature-extraction","text-embedding","image-embedding","audio-embedding","en","zh","multilingual","dataset:mieb","arxiv:2510.11693","arxiv:2503.20215","base_model:lco-embedding/lco-embedding-omni-3b-2605","base_model:quantized:lco-embedding/lco-embedding-omni-3b-2605","license:apache-2.0","model-index"],"task":"feature-extraction","type":"audio","evals":[{"task":"feature-extraction","score":"2048","metric":"Embedding Dimensions","verified":false,"benchmark":"MIEB-Lite"}],"owner":"marksverdhei","stars":4,"formats":["gitattributes","gguf","md"],"hosting":{"status":"blocked","totalFiles":7,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"hostedFilesAuthority":"live-serve-decision","hosted":false,"downloadable":false,"readyFileCount":0,"serveAuthority":"live-serve-decision","completeRunnable":false,"authority":"postgres-executable-state-snapshot","authorityDigest":null,"downloadReady":false,"runReady":false,"verified":false},"license":"apache-2.0","summary":"Model from Hugging Face for feature extraction: marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF · llama.cpp","version":"hf-main","modality":"audio","upstream":{"gated":false,"repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","private":false,"repoUrl":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"7373ca227fc98795eb0423fa0b48ce2c954b5515","fetchedAt":"2026-09-23T04:52:03.557Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"versions":[{"commit":"7373ca2","version":"hf-main","releasedAt":"2026-05-16T10:14:38.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"baseModel":"LCO-Embedding/LCO-Embedding-Omni-3B-2605","citations":0,"createdAt":"2026-06-30T04:01:20.092Z","fileCount":7,"framework":"llama.cpp","publisher":"marksverdhei","sizeBytes":13575653355,"sourceUrl":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","updatedAt":"2026-05-16T10:14:38.000Z","scanStatus":"pending","visibility":"public","derivedFrom":"LCO-Embedding/LCO-Embedding-Omni-3B-2605","description":"External Hugging Face catalog record for marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF. Task: feature extraction. Library: llama.cpp. Languages: en, zh, multilingual. Datasets referenced by card metadata: MIEB. Base model: LCO-Embedding/LCO-Embedding-Omni-3B-2605. Includes 1 model-card evaluation signal. Popularity signal at import: 312 downloads and 4 likes.","mirrorCount":0,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-09-23T04:52:03.570Z.","Open license detected as apache-2.0.","Model-index metadata found for LCO-Embedding-Omni-3B-2605-GGUF.","Model card references dataset context: MIEB.","Not locally hosted, mirrored, signed, or rescanned by Hugging Bay."],"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["MIEB"],"paperIds":["2510.11693","2503.20215"],"repoType":"model","baseModel":"LCO-Embedding/LCO-Embedding-Omni-3B-2605","languages":["en","zh","multilingual"],"sourceUrl":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","evalResults":[{"task":"feature-extraction","score":"2048","metric":"Embedding Dimensions","verified":false,"benchmark":"MIEB-Lite"}],"libraryName":"llama.cpp","pipelineTag":"feature-extraction","cardDataKeys":["base_model","datasets","language","library_name","license","model-index","model_name","model_type","pipeline_tag","quantized_by","tags"],"semanticText":"feature-extraction llama.cpp audio model en zh multilingual mieb lco-embedding/lco-embedding-omni-3b-2605 lco-embedding-omni-3b-2605-gguf gguf embedding text-embedding image-embedding audio-embedding base_model:lco-embedding/lco-embedding-omni-3b-2605 base_model:quantized:lco-embedding/lco-embedding-omni-3b-2605","semanticTerms":["feature-extraction","llama.cpp","audio","model","en","zh","multilingual","mieb","lco-embedding/lco-embedding-omni-3b-2605","lco-embedding-omni-3b-2605-gguf","gguf","embedding","text-embedding","image-embedding","audio-embedding","base_model:lco-embedding/lco-embedding-omni-3b-2605","base_model:quantized:lco-embedding/lco-embedding-omni-3b-2605"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1894},{"lfs":true,"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","sizeBytes":2104931744},{"lfs":true,"path":"LCO-Embedding-Omni-3B-2605-Q5_K_M.gguf","sizeBytes":2438739360},{"lfs":true,"path":"LCO-Embedding-Omni-3B-2605-Q6_K.gguf","sizeBytes":2793409952},{"lfs":true,"path":"LCO-Embedding-Omni-3B-2605-Q8_0.gguf","sizeBytes":3616087456},{"lfs":false,"path":"README.md","sizeBytes":4805},{"lfs":true,"path":"mmproj-LCO-Embedding-Omni-3B-2605-F16.gguf","sizeBytes":2622478144}],"modelIndexNames":["LCO-Embedding-Omni-3B-2605-GGUF"]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":114,"hostedFileCount":0,"cardCompleteness":96,"externalFileCount":7,"verificationStatus":"pending","requestedVisibility":"public","repo":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","files":[{"path":".gitattributes","risk":"low","format":"gitattributes","sha256":"","lfsSha256":"","sizeBytes":1894,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"5357500c377f2ec57284b9dc513dedbaf12621fa","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","risk":"low","format":"gguf","sha256":"78e0ed2f42bc91fc56fbb38746c590af8ef970c552364b9614f2d40bf1f9982a","lfsSha256":"78e0ed2f42bc91fc56fbb38746c590af8ef970c552364b9614f2d40bf1f9982a","sizeBytes":2104931744,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"78e0ed2f42bc91fc56fbb38746c590af8ef970c552364b9614f2d40bf1f9982a","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","sha256Provenance":{"reason":"cohort hydration for marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","observed":{"kind":"hf-lfs","gitOid":"2d3b0d9d63c9fba7c623ce7f52b8c734439c9e39","sha256":"78e0ed2f42bc91fc56fbb38746c590af8ef970c552364b9614f2d40bf1f9982a","sizeBytes":2104931744,"externalOid":"78e0ed2f42bc91fc56fbb38746c590af8ef970c552364b9614f2d40bf1f9982a"},"upstream":{"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","provider":"huggingface","revision":"7373ca227fc98795eb0423fa0b48ce2c954b5515"},"planDigest":"sha256:584ce41d802e4a2bdbea416a3e989fee641141593914ec4b36669fb6619cf1d2","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:e05acae42aaf38b23a1a91d62754681f73b8818b1393ebe74d9e4bc3a278396f","observationId":"packet-observation-5c309e58865daa17954e712d749ebaed114f349712906785d5db231fd1740d29","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:3686d99db50152de8a749041933b7b310c7ee40dc08e000faeea0b4ae92b4147"},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"LCO-Embedding-Omni-3B-2605-Q5_K_M.gguf","risk":"low","format":"gguf","sha256":"94600d04a690b96da22ed003b2c36284de9adb9605fc79e3fd1021feab467768","lfsSha256":"94600d04a690b96da22ed003b2c36284de9adb9605fc79e3fd1021feab467768","sizeBytes":2438739360,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"ebb9b23b9d52f5938152c48f02968c029f1513c1","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"LCO-Embedding-Omni-3B-2605-Q6_K.gguf","risk":"low","format":"gguf","sha256":"2a78a29f6a37072c6903cccf967d37537cbe5d99162154d308f2c108d7a9f991","lfsSha256":"2a78a29f6a37072c6903cccf967d37537cbe5d99162154d308f2c108d7a9f991","sizeBytes":2793409952,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"95b497b6ab6a8b37e307b57cd466d26615d61cb7","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"LCO-Embedding-Omni-3B-2605-Q8_0.gguf","risk":"low","format":"gguf","sha256":"b3e33ab8065a9a4821ccba430fdc05d25b156bbbfb366f3dd46c994c7254a044","lfsSha256":"b3e33ab8065a9a4821ccba430fdc05d25b156bbbfb366f3dd46c994c7254a044","sizeBytes":3616087456,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"25c49962dee094f7d5cfa5f2af2c78ba277facfc","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"README.md","risk":"low","format":"md","sha256":"","lfsSha256":"","sizeBytes":4805,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"6be80ef8e46f7bd4c4b022bcd419ea2c46565c19","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"},{"path":"mmproj-LCO-Embedding-Omni-3B-2605-F16.gguf","risk":"low","format":"gguf","sha256":"3798f1b91217453f3a176073400cce8943ebadb7173d9a1224d0ec29e7e57cf8","lfsSha256":"3798f1b91217453f3a176073400cce8943ebadb7173d9a1224d0ec29e7e57cf8","sizeBytes":2622478144,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"3798f1b91217453f3a176073400cce8943ebadb7173d9a1224d0ec29e7e57cf8","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","sha256Provenance":{"reason":"cohort hydration for marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","observed":{"kind":"hf-lfs","gitOid":"37cdf9c37ad7d0f875975ad360bfe9817cb35f9b","sha256":"3798f1b91217453f3a176073400cce8943ebadb7173d9a1224d0ec29e7e57cf8","sizeBytes":2622478144,"externalOid":"3798f1b91217453f3a176073400cce8943ebadb7173d9a1224d0ec29e7e57cf8"},"upstream":{"path":"mmproj-LCO-Embedding-Omni-3B-2605-F16.gguf","repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","provider":"huggingface","revision":"7373ca227fc98795eb0423fa0b48ce2c954b5515"},"planDigest":"sha256:584ce41d802e4a2bdbea416a3e989fee641141593914ec4b36669fb6619cf1d2","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:e05acae42aaf38b23a1a91d62754681f73b8818b1393ebe74d9e4bc3a278396f","observationId":"packet-observation-5c309e58865daa17954e712d749ebaed114f349712906785d5db231fd1740d29","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:3686d99db50152de8a749041933b7b310c7ee40dc08e000faeea0b4ae92b4147"},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"},"signature_state":"unsigned"}],"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":[]},"publicDownloadableFileCount":0,"publicFileCount":7,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-05T21:26:19.995Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","listedFileLowerBound":7,"hostingStatus":"blocked","signals":{"size":{"known":true,"bytes":13575653355,"label":"12.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":114,"upstreamStars":4,"label":"114 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF"],"gaps":["Scan: pending","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":7,"totalFiles":7},"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-marksverdhei-lco-embedding-omni-3b-2605-gguf/mirrors"}},"mirrorCompletion":{"status":"external","hostedFiles":0,"totalFiles":7,"externalFiles":7,"hostedBytes":0,"externalBytes":13575653355,"lowRiskExternalFiles":7,"overFileCapFiles":5,"overBatchCapFiles":5,"directMirrorExternalFiles":7,"directMirrorExternalBytes":13575653355,"reviewedRiskyWeightExternalFiles":0,"reviewedRiskyWeightExternalBytes":0,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[{"path":".gitattributes","sizeBytes":1894,"risk":"low","format":"gitattributes"},{"path":"README.md","sizeBytes":4805,"risk":"low","format":"md"},{"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","sizeBytes":2104931744,"risk":"low","format":"gguf"},{"path":"LCO-Embedding-Omni-3B-2605-Q5_K_M.gguf","sizeBytes":2438739360,"risk":"low","format":"gguf"},{"path":"mmproj-LCO-Embedding-Omni-3B-2605-F16.gguf","sizeBytes":2622478144,"risk":"low","format":"gguf"},{"path":"LCO-Embedding-Omni-3B-2605-Q6_K.gguf","sizeBytes":2793409952,"risk":"low","format":"gguf"},{"path":"LCO-Embedding-Omni-3B-2605-Q8_0.gguf","sizeBytes":3616087456,"risk":"low","format":"gguf"}],"reviewedRiskyWeightExternalSamples":[],"largestExternalFiles":[{"path":"LCO-Embedding-Omni-3B-2605-Q8_0.gguf","sizeBytes":3616087456,"risk":"low","format":"gguf","overFileCap":true},{"path":"LCO-Embedding-Omni-3B-2605-Q6_K.gguf","sizeBytes":2793409952,"risk":"low","format":"gguf","overFileCap":true},{"path":"mmproj-LCO-Embedding-Omni-3B-2605-F16.gguf","sizeBytes":2622478144,"risk":"low","format":"gguf","overFileCap":true},{"path":"LCO-Embedding-Omni-3B-2605-Q5_K_M.gguf","sizeBytes":2438739360,"risk":"low","format":"gguf","overFileCap":true},{"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","sizeBytes":2104931744,"risk":"low","format":"gguf","overFileCap":true},{"path":"README.md","sizeBytes":4805,"risk":"low","format":"md","overFileCap":false},{"path":".gitattributes","sizeBytes":1894,"risk":"low","format":"gitattributes","overFileCap":false}]},"cardDescription":"Extracts features from data for comparison and analysis.","licenseLabel":"apache-2.0","recommendedFile":null,"torrent":null,"torrentUrl":null,"magnetUri":null,"downloadUrl":null,"landingUrl":null,"manifestUrl":null,"localKitUrl":null,"licenseClarity":{"license":"apache-2.0","commercialUse":"yes","confidence":"high","obligations":["Attribution/notice requirements of the license still apply."],"summary":"Permissive open license: commercial use, modification, and redistribution are permitted.","redistribution":"Keep every copyright, attribution, license, and NOTICE requirement imposed by the exact license text.","notes":"Not legal advice."},"licenseObligationsDigest":null,"licenseUpstreamRecord":{"declaredLicense":"apache-2.0","upstreamLicenseRaw":"apache-2.0","sourceUrl":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","upstream":{"gated":false,"repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","private":false,"repoUrl":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"7373ca227fc98795eb0423fa0b48ce2c954b5515","fetchedAt":"2026-09-23T04:52:03.557Z","importMode":"external-catalog","licenseRaw":"apache-2.0"}},"gateStatus":"ungated","readiness":"blocked","downloadReady":false,"mirroredBytes":0,"readinessCheckedAt":"2026-11-05T21:27:05.035Z","readinessSource":"file-check","reasonCodes":["incomplete-manifest","no-tested-run-plan","unverified-bytes"],"serveExplanation":{"downloadable":false,"downloadStatus":"BLOCKED","reasonCodes":["incomplete-manifest","no-tested-run-plan","unverified-bytes"],"reason":"Files withheld — not faked. This model is listed, but we haven't confirmed its download files, so no download URLs are published. What's missing: file manifest — not final; downloadable files — 0 confirmed; run plan — not tested.","serveEvaluatedAt":"2026-11-05T21:27:05.035Z","serveEvaluationId":"serve-877d7d7dd1cb9b1431d484a5ace01c46beec0135f75cf04e7ef0cae6a7f8e53f","readiness":"blocked","downloadReady":false,"hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-05T21:27:05.035Z","readinessSource":"file-check","degraded":false,"stale":false},"attribution":"Cataloged open AI model · https://huggingbay.xyz/artifact/hf-model-marksverdhei-lco-embedding-omni-3b-2605-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."},"hosted":false,"reason":"Files withheld — not faked. This model is listed, but we haven't confirmed its download files, so no download URLs are published. What's missing: file manifest — not final; downloadable files — 0 confirmed; run plan — not tested.","pageFacts":{"id":"hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","repo":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","type":"audio","purpose":"embedding model for text embeddings","license":{"id":"apache-2.0","label":"apache-2.0","state":"known","url":"https://spdx.org/licenses/Apache-2.0.html","source":"spdx","hostedFile":false,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"feature-extraction","label":"text embeddings"},"size":{"bytes":13575653355,"label":"13.6 GB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":false,"hostedBytes":0,"hostedLabel":"size unknown","hostedSummary":"availability unknown","hostedIsSubset":false,"downloadBytes":0,"downloadLabel":"","recommended":{"path":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","fileName":"LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf","fileCount":1,"quant":"Q4_K_M","bytes":2104931744,"label":"2.1 GB (Q4_K_M)","variants":5,"basis":"preferred-quant-q4_k_m-no-hardware"},"parameters":{"totalB":3,"activeB":null,"label":"3B","activeLabel":"","source":"repo-name"},"sentence":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF has 3B parameters. Hosted here: availability unknown. Full repo upstream: 13.6 GB. The recommended download, LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf (Q4_K_M), is 2.1 GB."},"files":{"hosted":0,"total":7,"label":"0 hosted of 7 listed"},"download":{"status":"blocked","gated":"serve","label":"Downloadable files: 0 confirmed","url":""},"released":{"iso":"2026-06-30","label":"Jun 30, 2026","upstream":false,"factLabel":"Added to Hugging Bay"},"updated":{"iso":"2026-05-16","label":"May 16, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF"},"languages":["en","zh","multilingual"],"baseModel":{"ref":"LCO-Embedding/LCO-Embedding-Omni-3B-2605","url":"https://huggingface.co/LCO-Embedding/LCO-Embedding-Omni-3B-2605","resolveUrl":"/resolve?q=LCO-Embedding%2FLCO-Embedding-Omni-3B-2605"},"paperIds":["2510.11693","2503.20215"],"arxivIds":["2510.11693","2503.20215"],"sameAs":["https://huggingface.co/marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","https://arxiv.org/abs/2510.11693","https://arxiv.org/abs/2503.20215"],"creator":{"@type":"Organization","name":"marksverdhei","url":"https://huggingface.co/marksverdhei","sameAs":["https://huggingface.co/marksverdhei"]},"scholarlyArticles":[{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/2510.11693","identifier":"arXiv:2510.11693","url":"https://arxiv.org/abs/2510.11693","sameAs":"https://doi.org/10.48550/arXiv.2510.11693"},{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/2503.20215","identifier":"arXiv:2503.20215","url":"https://arxiv.org/abs/2503.20215","sameAs":"https://doi.org/10.48550/arXiv.2503.20215"}],"scanStatus":"pending","faq":[{"id":"what-is-it","question":"What is marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF?","answer":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF is an embedding model for text embeddings published by marksverdhei, added to Hugging Bay Jun 30, 2026. Model from Hugging Face for feature extraction: marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF · llama.cpp"},{"id":"license","question":"What license does marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF use, and can I use it commercially?","answer":"It is released under the apache-2.0 license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted."},{"id":"size","question":"How big is marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF?","answer":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF has 3B parameters. Hosted here: availability unknown. Full repo upstream: 13.6 GB. The recommended download, LCO-Embedding-Omni-3B-2605-Q4_K_M.gguf (Q4_K_M), is 2.1 GB."},{"id":"download","question":"Where can I download marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF?","answer":"This model is listed, but we haven't confirmed its download files, so we won't offer a download button we can't stand behind. The record lists 7 files."},{"id":"safety","question":"Has marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF been scanned for unsafe files?","answer":"Source scan status: pending. A scan checks the files for known-bad signatures; it does not mean the model is safe. The machine-readable verdict is at /api/artifacts/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF run on my computer?","answer":"We can’t check the fit; we don’t know your machine. We don’t have your machine’s specs, so no check ran and no verdict is shown. Answer two quick questions and we’ll estimate, from the memory you tell us, whether it fits your machine. Or skip it; you can still download; fit isn’t checked."}],"modelAnswer":null,"modelRecipeReceipt":null},"guidedDownloadCard":{"schemaVersion":"hugging-bay.guided-download-card/v2","artifactId":"hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","repo":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF","serveState":"BLOCKED","downloadReady":false,"reasonCodes":["manifest_not_final","files_unconfirmed","run_plan_untested"],"withheld":{"active":true,"reasonCodes":["manifest_not_final","files_unconfirmed","run_plan_untested"]},"wasmRun":null,"bytesOnStorage":false,"file":null,"noHostedWeights":true,"notSingleFile":false,"download":{"available":false,"url":null},"otherFiles":[],"run":{"available":false,"reason":"no-runnable-file","lmStudioUrl":"https://lmstudio.ai/","terminalCommand":null,"verificationMessage":null},"paused":{"active":false},"blocked":{"active":true,"reason":"page-facts-not-hosted","message":"Files withheld — not faked."},"unconfirmed":{"active":false},"licenseGate":{"active":false},"checks":{"license":"apache-2.0","licenseLabel":null,"fingerprintMatches":false,"hostedFiles":0,"totalFiles":7},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-05T21:27:05.041Z","readiness":"blocked","downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-05T21:27:05.041Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":false,"hostingStatus":"blocked","publicDownloadableFileCount":0,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.041Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"}},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"LCO-Embedding/LCO-Embedding-Omni-3B-2605"},{"field":"tags","value":"text-embedding"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"LCO-Embedding/LCO-Embedding-Omni-3B-2605","field":"baseModel"}],"parameters":null,"size":{"bytes":13575653355,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"runTested":false,"downloadable":false,"downloadStatus":"BLOCKED","serveEvaluatedAt":"2026-11-05T21:27:05.035Z","serveEvaluationId":"serve-877d7d7dd1cb9b1431d484a5ace01c46beec0135f75cf04e7ef0cae6a7f8e53f","degraded":false,"stale":false,"commandsAvailable":false,"runReady":false,"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"marksverdhei/LCO-Embedding-Omni-3B-2605-GGUF"}},"runs_here":{"schema_version":1,"artifact_id":"hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf","revision":"7373ca227fc98795eb0423fa0b48ce2c954b5515","claim":"estimated_physical_memory_capacity","runnableAuthority":false,"representations":[],"reason":"admitted_memory_inputs_unavailable"},"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.","downloadable":false},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-05T21:27:05.035Z","evidence_url":"/api/manifests/hf-model-marksverdhei-lco-embedding-omni-3b-2605-gguf"}}