{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T19:36:16.539Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-ytu-ce-cosmos-modernbert-tr-embed","repo":"ytu-ce-cosmos/modernbert-tr-embed","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":596174799,"readinessCheckedAt":"2026-10-30T19:33:44.495Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":596174799,"readinessCheckedAt":"2026-10-30T19:33:44.495Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-ytu-ce-cosmos-modernbert-tr-embed","owner":"ytu-ce-cosmos","name":"modernbert-tr-embed","repo":"ytu-ce-cosmos/modernbert-tr-embed","type":"embedding","summary":"Model from Hugging Face for sentence similarity: ytu-ce-cosmos/modernbert-tr-embed · sentence transformers","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":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"ytu-ce-cosmos/modernbert-tr-base"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"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":"ytu-ce-cosmos/modernbert-tr-base","field":"baseModel"}],"parameters":null,"size":{"bytes":1639372656,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ytu-ce-cosmos","sourceUrl":"https://huggingface.co/ytu-ce-cosmos/modernbert-tr-embed","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","sentence-transformers","onnx","safetensors","modernbert","sentence-similarity","feature-extraction","mteb","encoderfile","tr","arxiv:2412.19048","arxiv:1807.03748","arxiv:2004.11362","base_model:ytu-ce-cosmos/modernbert-tr-base","base_model:quantized:ytu-ce-cosmos/modernbert-tr-base","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","webp","safetensors","onnx"],"baseModel":"ytu-ce-cosmos/modernbert-tr-base","derivedFrom":"ytu-ce-cosmos/modernbert-tr-base","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2412.19048","1807.03748","2004.11362"],"repoType":"model","baseModel":"ytu-ce-cosmos/modernbert-tr-base","languages":["tr"],"sourceUrl":"https://huggingface.co/ytu-ce-cosmos/modernbert-tr-embed","evalResults":[{"task":"ArguAnaTR","score":"50.01","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB ArguAnaTR"},{"task":"CQADupstackGamingRetrievalTR","score":"56.37","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB CQADupstackGamingRetrievalTR"},{"task":"FiQA2018TR","score":"46.2","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB FiQA2018TR"},{"task":"MSMarcoTRRetrieval","score":"57.87","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB MSMarcoTRRetrieval"},{"task":"MnliTr","score":"65.92","metric":"max_ap","verified":false,"benchmark":"MTEB MnliTr"},{"task":"NFCorpusTR","score":"9.47","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB NFCorpusTR"},{"task":"QuoraRetrievalTR","score":"95.18","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB QuoraRetrievalTR"},{"task":"SCIDOCSTR","score":"3.37","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB SCIDOCSTR"},{"task":"STSbTR","score":"77.62","metric":"cosine_spearman","verified":false,"benchmark":"MTEB STSbTR"},{"task":"SciFactTR","score":"77.06","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB SciFactTR"},{"task":"SnliTr","score":"67.29","metric":"max_ap","verified":false,"benchmark":"MTEB SnliTr"},{"task":"SquadTRRetrieval","score":"75.93","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB SquadTRRetrieval"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model tr ytu-ce-cosmos/modernbert-tr-base modernbert-tr-embed onnx safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","tr","ytu-ce-cosmos/modernbert-tr-base","modernbert-tr-embed","onnx","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":135},{"lfs":false,"path":"README.md","sizeBytes":11359},{"lfs":false,"path":"assets/logo.webp","sizeBytes":41882},{"lfs":false,"path":"config.json","sizeBytes":1196},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":267},{"lfs":true,"path":"model.safetensors","sizeBytes":594964184},{"lfs":false,"path":"modules.json","sizeBytes":290},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":595344144},{"lfs":true,"path":"onnx/model_fp16.onnx","sizeBytes":298275952},{"lfs":true,"path":"onnx/model_quantized.onnx","sizeBytes":149522866},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":49},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":832},{"lfs":false,"path":"tokenizer.json","sizeBytes":1206441},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1540}],"modelIndexNames":["modernbert-tr-embed"]},"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":1639372656,"sizeKnown":true,"sizeLabel":"1.5 GB","sizeReason":"","declaredSizeBytes":1639372656,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1112,"stars":5,"citations":0,"updatedAt":"2026-09-22T17:47:51.089Z","createdAt":"2026-09-22T17:35:59.398Z","version":"hf-main","upstream":{"gated":false,"repoId":"ytu-ce-cosmos/modernbert-tr-embed","private":false,"repoUrl":"https://huggingface.co/ytu-ce-cosmos/modernbert-tr-embed","disabled":false,"provider":"huggingface","repoType":"model","revision":"855820e0079102805908d60d32cd9fd59c970b80","fetchedAt":"2026-09-22T17:35:59.396Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T17:47:51.089Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":8,"mirroredBytes":596174799,"mirroredFiles":8,"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_dfae42f4df3f62ad93d86a8162cf2ba844b0750605c9ccdc5666d1d74e989478","artifactId":"hf-model-ytu-ce-cosmos-modernbert-tr-embed","representationId":"rep-f5f80784bb5f799d7a64ca2e6b4ca8a96f53b6549423651aaeab8f388a54d8d8","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f5f80784bb5f799d7a64ca2e6b4ca8a96f53b6549423651aaeab8f388a54d8d8","artifactId":"hf-model-ytu-ce-cosmos-modernbert-tr-embed","format":"safetensors","source":{"provider":"huggingface","identity":"ytu-ce-cosmos/modernbert-tr-embed","revision":"855820e0079102805908d60d32cd9fd59c970b80","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":1196,"sha256":"sha256:7c8058fa810ad0c374567b3d573ea7d76924f25d4505ab31039702393cdb0776","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d2985392512f6fd351f2f882b92eddfb661b758b95edb86cccba88381b853cf8"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":267,"sha256":"sha256:07f5244041a427870492ac233f38798001e07e71b23cf6b0d23434cf43b90453","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7f25c92079deb86ff1d8eacc1f3b60a244d1fdf972c75500509b379d87972dea"},{"path":"model.safetensors","role":"weight","sizeBytes":594964184,"sha256":"sha256:f85578b3824d2bf9e8ee52ad676c56f7e7ec02bb27a925d98dae0c9a4057d148","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:85acf6d6117825de039f4bdf6599ddb82e81d3103043ede55bf86bae22c9667c"},{"path":"modules.json","role":"support","sizeBytes":290,"sha256":"sha256:d846c4a4528f9e19e703ca1b88e14450af90a839e3ea0d112738021bf8b4bc73","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d8d52f00a472ff1fbb1a0582d3df0badcf4fb8b0d4065639852349554817df29"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":49,"sha256":"sha256:7c26c8988b3d854895dd4874f7d2b44c8800fba89dbb808eeab0a0272261adab","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c5c1a170792c20ae28b5f1b586eba3059bc3443e3badde30a1ac45346a4d88b9"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":832,"sha256":"sha256:349aa82ee27bef2974b28faeddcc73b86c5bf01d34fc7e1242c18f95b4d485d7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1d784a38a0c43725cf934ac7a4ab5fa004b794bafc2a378461a07d98b08bf20d"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":1206441,"sha256":"sha256:e0f42bf82522d1f0feba55fee73318b42ea46dc17ff1b98811605c3868c9c3fc","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bc10b8b53d97b1620c8a01e4d35a1b99bc47899dbd349cb0b65661923e9579e7"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1540,"sha256":"sha256:636ca2820b39edfad02ebf1fcb503a4ecef8ead7ad094a07d7fc9b15fb9e36b5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fddf4d94bfe1b829215c0f14e765f41b508b1372e11c9ac4c398d7cb661f05b1"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:7740e88b23bdcf9a302e6e3e06a37cf3e531a745e200083aed8e6609c2556b6d","representationDigest":"sha256:fa9db816006c249ef8779f9b7262cdecf7dc4a4d2048ae509ddc0ccd36f80daa","evidenceSnapshotDigest":"sha256:016a39d5c2a133724be3e38c58b777b37cf648ebb72a095ddc5733bf87cbc2d7","evaluatedAt":"2026-09-22T17:47:53.125Z","authorityVersion":"sha256:653b6a15a03b71bd3479edf123dcbfa98c20cc327d6513287cd789ac7e90da59","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":15,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T19:33:44.495Z","evidence_url":"/api/manifests/hf-model-ytu-ce-cosmos-modernbert-tr-embed"}},"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":15,"publicDownloadableFileCount":8,"externalFileCount":15,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1639372656,"label":"1.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1112,"upstreamStars":5,"label":"1.1K 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":"ytu-ce-cosmos/modernbert-tr-embed"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/15 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: ytu-ce-cosmos/modernbert-tr-embed","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":7,"totalFiles":15},"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-ytu-ce-cosmos-modernbert-tr-embed/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ytu-ce-cosmos/modernbert-tr-embed"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T19:33:44.495Z","evidence_url":"/api/manifests/hf-model-ytu-ce-cosmos-modernbert-tr-embed"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-ytu-ce-cosmos-modernbert-tr-embed/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ytu-ce-cosmos-modernbert-tr-embed","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/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":"ytu-ce-cosmos/modernbert-tr-embed"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/15 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: ytu-ce-cosmos/modernbert-tr-embed","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":7,"totalFiles":15},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-ytu-ce-cosmos-modernbert-tr-embed/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ytu-ce-cosmos-modernbert-tr-embed","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/distribution"},"supportedClaims":["ytu-ce-cosmos/modernbert-tr-embed has 0 self-reported, unqualified Hugging Bay community reviews.","ytu-ce-cosmos/modernbert-tr-embed has 0 self-reported run claims; none qualify verification during limited availability.","ytu-ce-cosmos/modernbert-tr-embed 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-ytu-ce-cosmos-modernbert-tr-embed/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-ytu-ce-cosmos-modernbert-tr-embed"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/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."}}