{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T18:52:59.220Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","repo":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":2035878654,"readinessCheckedAt":"2026-10-31T18:00:04.048Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":10,"mirroredBytes":2035878654,"readinessCheckedAt":"2026-10-31T18:00:04.048Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","owner":"beaupi","name":"BidirLM-Omni-2.5B-Embedding-oQ4","repo":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","type":"embedding","summary":"Model from Hugging Face: beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"beaupi","sourceUrl":"https://huggingface.co/beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","bidirlm_omni","mteb","transformers","embedding","bidirectional","multilingual","sentence-similarity","custom_code","af","am","ar","az"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","py","jinja","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":31,"stars":0,"citations":0,"updatedAt":"2026-08-04T08:56:36.705Z","createdAt":"2026-06-30T19:17:59.376Z","version":"hf-main","upstream":{"gated":false,"repoId":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","private":false,"repoUrl":"https://huggingface.co/beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","disabled":false,"provider":"huggingface","repoType":"model","revision":"e16e88608637c544861ede5d4c920bdf5afa0dd7","fetchedAt":"2026-06-30T19:17:59.376Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-04T08:56:36.705Z","mirroredBy":"mirror-batch-worker","mirroredBytes":2035878654,"mirroredFiles":10,"storageProvider":"gcs","hosted":true,"hostedFiles":10,"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_39839aa55f77337799843d082677df891810ca6c522d2f49a0b88c95bf07ebc6","artifactId":"hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","representationId":"rep-2a03a9a86f97125dbae8c536eedc813432f21eccbc21d3521fc35c19e1635546","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-2a03a9a86f97125dbae8c536eedc813432f21eccbc21d3521fc35c19e1635546","artifactId":"hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","format":"safetensors","source":{"provider":"huggingface","identity":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","revision":"e16e88608637c544861ede5d4c920bdf5afa0dd7","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":7425,"sha256":"sha256:39202e9073eab49561c456cf77e99a2f8c7daa3d3b3766fd79d556939408ee39","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ab38a920832fe9f9d28618c48ef88b1bfc0e582f8307d632448092a982927cdc"},{"path":"added_tokens.json","role":"support","sizeBytes":1566,"sha256":"sha256:de40784677cbd1843cabe5fbee078c7e042cd0b62155f0810af5a13842e5722a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:916fabcea2fb18608f193a39e81df1fe66da7770f26924f2c5c2a8cf25478a56"},{"path":"chat_template.jinja","role":"template","sizeBytes":5910,"sha256":"sha256:fc6bf99e889419b13de79f117acd1fb745d6cec8ba853309c324e163b8ec2000","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8a90f715190747a1ec58c3798069ad20eacce6f0b6ccc5e4d960589838f65a36"},{"path":"config.json","role":"config","sizeBytes":16909,"sha256":"sha256:1d22bf12d1b9ff83e4ec77e07b0aa654a6f0961b1d7003c24c9214e319c673fd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2674af7d3fed794a4a82bcaa078d47ec84df4697a19949f545e6a1c736f5eaad"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:dc9e371bb9aef445b41ded87796618d3958ca9269975c4345f273bfc90be69c8"},{"path":"model.safetensors","role":"weight","sizeBytes":2019954981,"sha256":"sha256:078c8e9d7b22a3c821cbf69dfdaee758f983c819ab0168d6eed636c844e90e90","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:42790551a83d7fa9fff227a0ff7bf5b0e8757dded69d2157451a1dd7bd06a8af"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1008,"sha256":"sha256:7b376c510ccf9d88bb9bbee41dfc5052122e16e0dec1124a8d8983c59259a9f3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:73b5cdf1b5cfee41c449950d55fd59eeea012ec95432560a213d18694a1a5fd1"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11429499,"sha256":"sha256:0499602714160467f2d68b910651d6216020689f1e016be87a2d0019ee3baeab","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9511c4fdc197a7acaab734e231ccdbab6a9af41fa582c827c82d34d8dd989a7b"},{"path":"tokenizer_config.json","role":"config","sizeBytes":12670,"sha256":"sha256:d1a540468637b49a7f240a37d933a7efdcfa7e158a6241f86653fe4d28df57c2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8c606defcd5bef64860ae42b3184e27f303e77e76fb312aa6ffcdd427e202776"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1556329b1f8fd60984a4f92662d52a6f44daab95b19df9ba352b8fb1edda50cf"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:7388797253d782c8eee7c3996db770e1519f191888fd8ded0e72b80bbb4ab84b","representationDigest":"sha256:88f6a5acf69462dbcae18ac3b3e242c2297763515b27ab9a46746c9e3de943c7","evidenceSnapshotDigest":"sha256:07194289020ab578eb4886f55c3b2de03b78b8880a9cb447de16d7bd56ea2c26","evaluatedAt":"2026-08-04T08:56:37.118Z","authorityVersion":"sha256:9bc0903c3a80776a277e67b5726ecf08c027da27e44e5cb0942fce04895d3e52","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":10,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":16,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T18:00:04.048Z","evidence_url":"/api/manifests/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4"}},"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":16,"publicDownloadableFileCount":10,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":31,"upstreamStars":0,"label":"31 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":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/16 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: beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":6,"totalFiles":16},"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-beaupi-bidirlm-omni-2-5b-embedding-oq4/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T18:00:04.048Z","evidence_url":"/api/manifests/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/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":"beaupi/BidirLM-Omni-2.5B-Embedding-oQ4"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"10/16 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: beaupi/BidirLM-Omni-2.5B-Embedding-oQ4","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 10/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":10,"externalFiles":6,"totalFiles":16},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/distribution"},"supportedClaims":["beaupi/BidirLM-Omni-2.5B-Embedding-oQ4 has 0 self-reported, unqualified Hugging Bay community reviews.","beaupi/BidirLM-Omni-2.5B-Embedding-oQ4 has 0 self-reported run claims; none qualify verification during limited availability.","beaupi/BidirLM-Omni-2.5B-Embedding-oQ4 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-beaupi-bidirlm-omni-2-5b-embedding-oq4/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-beaupi-bidirlm-omni-2-5b-embedding-oq4/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."}}