{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T14:13:04.029Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","repo":"dice-research/amharic-property-retriever-afro-xlmr-base","artifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-01T09:32:10.086Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-11-01T09:32:10.086Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","owner":"dice-research","name":"amharic-property-retriever-afro-xlmr-base","repo":"dice-research/amharic-property-retriever-afro-xlmr-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: dice-research/amharic-property-retriever-afro-xlmr-base · 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":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"baseModel","value":"Davlan/afro-xlmr-large-76L"},{"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":"mit","status":"recorded"},"lineage":[{"repo":"Davlan/afro-xlmr-large-76L","field":"baseModel"}],"parameters":null,"size":{"bytes":4486349865,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"dice-research","sourceUrl":"https://huggingface.co/dice-research/amharic-property-retriever-afro-xlmr-base","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","safetensors","xlm-roberta","sentence-similarity","feature-extraction","dense","generated_from_trainer","dataset_size:1224","loss:multiplenegativesrankingloss","am","dataset:dice-research/amharic-property-mapping","base_model:davlan/afro-xlmr-large-76l","base_model:finetune:davlan/afro-xlmr-large-76l","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","dice-research/amharic-property-mapping"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","pt","pth","model","bin"],"baseModel":"Davlan/afro-xlmr-large-76L","derivedFrom":"Davlan/afro-xlmr-large-76L","cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":["cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10"],"datasets":["dice-research/amharic-property-mapping"],"paperIds":[],"repoType":"model","baseModel":"Davlan/afro-xlmr-large-76L","languages":["am"],"sourceUrl":"https://huggingface.co/dice-research/amharic-property-retriever-afro-xlmr-base","evalResults":[{"task":"Information Retrieval","score":"0.6827956989247311","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.8387096774193549","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.8978494623655914","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.9354838709677419","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.6827956989247311","metric":"Cosine Precision@1","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.27956989247311825","metric":"Cosine Precision@3","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.17956989247311822","metric":"Cosine Precision@5","verified":false,"benchmark":"dev ir"},{"task":"Information Retrieval","score":"0.09354838709677418","metric":"Cosine Precision@10","verified":false,"benchmark":"dev ir"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model am dice-research/amharic-property-mapping cosine_accuracy@1 cosine_accuracy@3 cosine_accuracy@5 cosine_accuracy@10 cosine_precision@1 cosine_precision@3 cosine_precision@5 cosine_precision@10 cosine_recall@1 cosine_recall@3 cosine_recall@5 cosine_recall@10 davlan/afro-xlmr-large-76l sentencetransformer based on davlan/afro-xlmr-large-76l safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","am","dice-research/amharic-property-mapping","cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10","davlan/afro-xlmr-large-76l","sentencetransformer based on davlan/afro-xlmr-large-76l","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":".ipynb_checkpoints/README-checkpoint.md","sizeBytes":15311},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":313},{"lfs":false,"path":"README.md","sizeBytes":15822},{"lfs":false,"path":"config.json","sizeBytes":657},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":283},{"lfs":true,"path":"model.safetensors","sizeBytes":2239607176},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":true,"path":"optimizer.pt","sizeBytes":2224530059},{"lfs":true,"path":"rng_state.pth","sizeBytes":14645},{"lfs":true,"path":"scheduler.pt","sizeBytes":1465},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":56},{"lfs":true,"path":"sentencepiece.bpe.model","sizeBytes":5069051},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":964},{"lfs":true,"path":"tokenizer.json","sizeBytes":17082986},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1181},{"lfs":false,"path":"trainer_state.json","sizeBytes":2448},{"lfs":true,"path":"training_args.bin","sizeBytes":5649}],"modelIndexNames":["SentenceTransformer based on Davlan/afro-xlmr-large-76L"]},"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":4486349865,"sizeKnown":true,"sizeLabel":"4.2 GB","sizeReason":"","declaredSizeBytes":4486349865,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":28,"stars":0,"citations":0,"updatedAt":"2026-09-07T17:33:12.584Z","createdAt":"2026-06-30T19:20:45.854Z","version":"hf-main","upstream":{"gated":false,"repoId":"dice-research/amharic-property-retriever-afro-xlmr-base","private":false,"repoUrl":"https://huggingface.co/dice-research/amharic-property-retriever-afro-xlmr-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"ae4cafc891c8f3fba64b67443568df99548e6187","fetchedAt":"2026-09-07T17:22:00.854Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"blocked","mirroredAt":"2026-09-07T17:33:12.584Z","mirroredBy":"mirror-batch-worker","totalFiles":18,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"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_94eac8afa74b8b9619f353bf548bffe4db43ad80a986e6fd6333ec4038ae1ce3","artifactId":"hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","representationId":"rep-5997ca40b232a358a318b84b4bdef18d76d3be861fca39b3a2feda10a4502356","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-5997ca40b232a358a318b84b4bdef18d76d3be861fca39b3a2feda10a4502356","artifactId":"hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","format":"safetensors","source":{"provider":"huggingface","identity":"dice-research/amharic-property-retriever-afro-xlmr-base","revision":"ae4cafc891c8f3fba64b67443568df99548e6187","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":657,"sha256":"sha256:bd13a88923e8746b7bee482d4d6c0dd88f192af8d257559e55046ccac45263b1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7839672962e406fe66f59ba177e03d50163966ae0546c7dcb6978cfc1df90912"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":283,"sha256":"sha256:8cd7553a34c1424809811520579d6b135359b22ee051b7466781f91066908d4d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0eff8fc5e271c269e324d596b5c2163a4600dfcbdc58db72b0adde73cfd23bb9"},{"path":"model.safetensors","role":"weight","sizeBytes":2239607176,"sha256":"sha256:c3720dc1eee7708bc4ab94fa7a0e607993da9ef69687f9279407b084d63bfe7e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c424a9b1bfb45909df125f91b2fc8afd680e75059880e71cd1e3d846e3119a30"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:dac9dd64505ada3fbb42767ce1c545cfc55d6f6b2bec64e852550294b87f9ea6"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":56,"sha256":"sha256:a0190507ff0b49d5a714e62ed0e90a7224109f3e68c32a7b1de0dd4f6e2b10d8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6fcaac6d422b01ffe4ab8de89b76371b5a6ce8b5ecff6342e1f34e11afd3d247"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":964,"sha256":"sha256:8c785abebea9ae3257b61681b4e6fd8365ceafde980c21970d001e834cf10835","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2e68dc25f3adb6806600a14b8a0730d5115bcbb2382bf3ce9a3b23145e4559a9"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17082986,"sha256":"sha256:bc5c1151948923156f20bcafd54fd796705d693f8d7b56c83aec49d651f6d602","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a30c55d304d9b6329565c4bbe3df6774bec463683df361f9e59d4a7be67e5d40"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1181,"sha256":"sha256:1663420be0ebfdecd57f4675f8c1523b82ac4c4b8cca91e3cfaef989400857ba","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6543b8fd849feb057d6845a1852bfbc266b0b6c7010f75ef3345d1c0cf07aa34"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:49026a1db87cec303fe6306f0b78ec0ab94c653605e14d51197d57f6daa07be3","representationDigest":"sha256:b59ff045f611d8a6b92ab58f15eb4052cb1d7bf0ccc0ef1610073f2ccb9c1c12","evidenceSnapshotDigest":"sha256:d607527cd10938eada55aedf9aecba8527308dbd94f083f6e18b2614ba199a3c","evaluatedAt":"2026-09-07T17:33:13.012Z","authorityVersion":"sha256:c975a265577a86b4312fef4cb1af8ab940b844b2460e3260cb94ac7d9c7feeee","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":18,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T09:32:10.086Z","evidence_url":"/api/manifests/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base"}},"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":"blocked","hosted":false,"fileCount":18,"publicDownloadableFileCount":0,"externalFileCount":18,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4486349865,"label":"4.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":28,"upstreamStars":0,"label":"28 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":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"dice-research/amharic-property-retriever-afro-xlmr-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"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: mit","Provenance: dice-research/amharic-property-retriever-afro-xlmr-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":18,"totalFiles":18},"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-dice-research-amharic-property-retriever-afro-xlmr-base/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"dice-research/amharic-property-retriever-afro-xlmr-base"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T09:32:10.086Z","evidence_url":"/api/manifests/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/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":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"dice-research/amharic-property-retriever-afro-xlmr-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: dice-research/amharic-property-retriever-afro-xlmr-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":18,"totalFiles":18},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/distribution"},"supportedClaims":["dice-research/amharic-property-retriever-afro-xlmr-base has 0 self-reported, unqualified Hugging Bay community reviews.","dice-research/amharic-property-retriever-afro-xlmr-base has 0 self-reported run claims; none qualify verification during limited availability.","dice-research/amharic-property-retriever-afro-xlmr-base 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-dice-research-amharic-property-retriever-afro-xlmr-base/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-dice-research-amharic-property-retriever-afro-xlmr-base/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."}}