{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-25T17:41:32.895Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-matulichpt-radlit-biencoder","repo":"matulichpt/radlit-biencoder","artifact":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":9,"mirroredBytes":502178554,"readinessCheckedAt":"2026-10-25T17:17:04.651Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":9,"mirroredBytes":502178554,"readinessCheckedAt":"2026-10-25T17:17:04.651Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-matulichpt-radlit-biencoder","owner":"matulichpt","name":"radlit-biencoder","repo":"matulichpt/radlit-biencoder","type":"embedding","summary":"Model from Hugging Face for sentence similarity: matulichpt/radlit-biencoder · sentence transformers","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":"zzxslp/RadBERT-RoBERTa-4m"},{"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":"zzxslp/RadBERT-RoBERTa-4m","field":"baseModel"}],"parameters":null,"size":{"bytes":503447176,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"matulichpt","sourceUrl":"https://huggingface.co/matulichpt/radlit-biencoder","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","safetensors","roberta","sentence-similarity","feature-extraction","retrieval","embeddings","en","dataset:radiology-education-corpus","base_model:zzxslp/radbert-roberta-4m","base_model:finetune:zzxslp/radbert-roberta-4m","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","radiology-education-corpus","mrr","ndcg"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors"],"baseModel":"zzxslp/RadBERT-RoBERTa-4m","derivedFrom":"zzxslp/RadBERT-RoBERTa-4m","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["mrr","ndcg"],"datasets":["radiology-education-corpus"],"paperIds":[],"repoType":"model","baseModel":"zzxslp/RadBERT-RoBERTa-4m","languages":["en"],"sourceUrl":"https://huggingface.co/matulichpt/radlit-biencoder","evalResults":[{"task":"Information Retrieval","score":"0.829","metric":"MRR (with full pipeline)","verified":false,"benchmark":"RadLIT-9 (Radiology Retrieval Benchmark)"},{"task":"Information Retrieval","score":"0.863","metric":"nDCG@10","verified":false,"benchmark":"RadLIT-9 (Radiology Retrieval Benchmark)"},{"task":"Information Retrieval","score":"0.9","metric":"Recall@10","verified":false,"benchmark":"RadLIT-9 (Radiology Retrieval Benchmark)"},{"task":"Semantic Similarity","score":"0.8454","metric":"Spearman Correlation","verified":false,"benchmark":"Radiology Similarity Evaluation"},{"task":"Semantic Similarity","score":"0.8504","metric":"Pearson Correlation","verified":false,"benchmark":"Radiology Similarity Evaluation"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en radiology-education-corpus mrr ndcg zzxslp/radbert-roberta-4m radlite-encoder safetensors retrieval embeddings text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","radiology-education-corpus","mrr","ndcg","zzxslp/radbert-roberta-4m","radlite-encoder","safetensors","retrieval","embeddings","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":321},{"lfs":false,"path":"LICENSE","sizeBytes":10948},{"lfs":false,"path":"README.md","sizeBytes":12171},{"lfs":false,"path":"config.json","sizeBytes":687},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":309},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":498604904},{"lfs":false,"path":"modules.json","sizeBytes":242},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":60},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1008},{"lfs":false,"path":"tokenizer.json","sizeBytes":3558895},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1501},{"lfs":false,"path":"vocab.json","sizeBytes":798293}],"modelIndexNames":["RadLITE-Encoder"]},"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":503447176,"sizeKnown":true,"sizeLabel":"480.1 MB","sizeReason":"","declaredSizeBytes":503447176,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":81,"stars":2,"citations":0,"updatedAt":"2026-09-29T09:11:47.007Z","createdAt":"2026-09-29T09:10:31.040Z","version":"hf-main","upstream":{"gated":false,"repoId":"matulichpt/radlit-biencoder","private":false,"repoUrl":"https://huggingface.co/matulichpt/radlit-biencoder","disabled":false,"provider":"huggingface","repoType":"model","revision":"5d27eaf8849eede6347feaad8262a92a5b8179a3","fetchedAt":"2026-09-29T09:10:31.038Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-29T09:11:47.007Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":9,"mirroredBytes":502178554,"mirroredFiles":9,"storageProvider":"gcs","hosted":true,"downloadable":true,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":true},"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_dee30b9d6373e85fecc255d8f994012b01454673616120b611e69511f8d0c3bb","artifactId":"hf-model-matulichpt-radlit-biencoder","representationId":"rep-ea48b9b80dbc9578c4fab8b9c1239240896bed6983a979694daf585f903e8046","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-ea48b9b80dbc9578c4fab8b9c1239240896bed6983a979694daf585f903e8046","artifactId":"hf-model-matulichpt-radlit-biencoder","format":"safetensors","source":{"provider":"huggingface","identity":"matulichpt/radlit-biencoder","revision":"5d27eaf8849eede6347feaad8262a92a5b8179a3","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":10948,"sha256":"sha256:3456723e257c6298080c70fd933185dea610ad8cba247ae3db57d6bcdd3ed5de","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cd4898ae07b0998955de1cee24f42f96adb909a76473664ad16e04cb8d14d93a"},{"path":"config.json","role":"config","sizeBytes":687,"sha256":"sha256:93af49d3dcac8f077918117b5a4cb582e5cb9ac98b5fdeebb93422dfc5d70d56","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:689ebfb6bc80016285970438a11de7decb6f869d3e8ca09b6052ca5f8c2773a2"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":309,"sha256":"sha256:71ba5c1c9fd7d975fc3e37aa86e8668ae3c25bd3ec0a0f9ec7b2a3e706938f7e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f6997cfdb775109aa12762c639f413c99b61673e1f7f2c144357f92ade573345"},{"path":"model.safetensors","role":"weight","sizeBytes":498604904,"sha256":"sha256:f1e5e54f4a42b7e4a337b631bf88c517650f8e9cbb569b56f8f9c92b83b43e8a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e3f4b40129863f7b595014f252ff0367257f07d3722bbaa53afb1961597e3ea0"},{"path":"modules.json","role":"support","sizeBytes":242,"sha256":"sha256:27e3a229cecaf4d6ec90fb8e439d6bd2da7b2e22ff49a23e0b0a293a5f3e413c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f23a696ba398cdf84608823a02b7746a4a11f3209e1dbc829b4bc70ed951551d"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":60,"sha256":"sha256:9e8f7a3ce4e41e26223ea64077e952095912526b1cb0fc2a81da5166545aea10","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:543692f8371323d0d7be26bc50d699fd9f61d6704c304b9d78e784457ba79d56"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1008,"sha256":"sha256:75cbec71553267dadc77a583ef15122c2aa7422eb6635acc72a184a413f17c1c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a8529bcab1ff2c2cb0056724d2bdb91b560dcd2eb80542ea0224ed836a8b8de0"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3558895,"sha256":"sha256:dae36fa25547fa9fdb4063cf20152f5b74c9b7e339c71b4862b0dc2ad68b3746","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:69b38c79e7794422a069a23d08bf41d84ec8d3da44fcbd20fd58426f7a70730a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1501,"sha256":"sha256:f7d3ed792eb88c4c7e68e1c13728300042baedaea73f899f7fb5cc08b6e01441","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cc802c8357a4850dfbce82316be801f27542ab485e461e208d72d87674de8fcf"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:efc8bf3b59fb3ec06e05139d785285e334e341e09e56ac5b96d5413beb56a9cf","representationDigest":"sha256:a6959f667a8512ff769926384a246aa0eab21c25b597fd189afe92b9ba114685","evidenceSnapshotDigest":"sha256:29ea481234bfae9e2cb7c55105ac00b13e9c605e179a79711be705760ac9d11a","evaluatedAt":"2026-09-29T09:11:47.407Z","authorityVersion":"sha256:24f36e1ad6fb2f9b7dfc71076a60d99f2af89aacc9f8b229210c180160975dca","invalidatedBy":null,"manifestFinal":false,"downloadable":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":9,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":14,"scope":"recorded-postgres-snapshot"},"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":14,"publicDownloadableFileCount":9,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":503447176,"label":"480.1 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":81,"upstreamStars":2,"label":"81 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":"matulichpt/radlit-biencoder"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/14 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: matulichpt/radlit-biencoder","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":5,"totalFiles":14},"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-matulichpt-radlit-biencoder/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"matulichpt/radlit-biencoder"}}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-matulichpt-radlit-biencoder/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-matulichpt-radlit-biencoder","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/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":"matulichpt/radlit-biencoder"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/14 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: matulichpt/radlit-biencoder","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":5,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-matulichpt-radlit-biencoder/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-matulichpt-radlit-biencoder","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/distribution"},"supportedClaims":["matulichpt/radlit-biencoder has 0 self-reported, unqualified Hugging Bay community reviews.","matulichpt/radlit-biencoder has 0 self-reported run claims; none qualify verification during limited availability.","matulichpt/radlit-biencoder 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-matulichpt-radlit-biencoder/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-matulichpt-radlit-biencoder"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-matulichpt-radlit-biencoder/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."}}