{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T05:37:59.596Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-valentinakim-multilingual-base-soil-embedding","repo":"ValentinaKim/Multilingual-base-soil-embedding","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":487723891,"readinessCheckedAt":"2026-10-29T04:52:12.070Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":487723891,"readinessCheckedAt":"2026-10-29T04:52:12.070Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-valentinakim-multilingual-base-soil-embedding","owner":"ValentinaKim","name":"Multilingual-base-soil-embedding","repo":"ValentinaKim/Multilingual-base-soil-embedding","type":"embedding","summary":"Model from Hugging Face for sentence similarity: ValentinaKim/Multilingual-base-soil-embedding · 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":"intfloat/multilingual-e5-small"},{"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":"intfloat/multilingual-e5-small","field":"baseModel"}],"parameters":null,"size":{"bytes":487748238,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ValentinaKim","sourceUrl":"https://huggingface.co/ValentinaKim/Multilingual-base-soil-embedding","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","bert","sentence-similarity","feature-extraction","generated_from_trainer","dataset_size:2320","loss:matryoshkaloss","loss:multiplenegativesrankingloss","multilingual","arxiv:1908.10084","arxiv:2205.13147","arxiv:1705.00652","base_model:intfloat/multilingual-e5-small","base_model:finetune:intfloat/multilingual-e5-small","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors"],"baseModel":"intfloat/multilingual-e5-small","derivedFrom":"intfloat/multilingual-e5-small","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","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":[],"paperIds":["1908.10084","2205.13147","1705.00652"],"repoType":"model","baseModel":"intfloat/multilingual-e5-small","languages":["multilingual"],"sourceUrl":"https://huggingface.co/ValentinaKim/Multilingual-base-soil-embedding","evalResults":[{"task":"Information Retrieval","score":"0.2441860465116279","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.31007751937984496","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.3643410852713178","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.4108527131782946","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.2441860465116279","metric":"Cosine Precision@1","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.10335917312661498","metric":"Cosine Precision@3","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.07286821705426358","metric":"Cosine Precision@5","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.041085271317829464","metric":"Cosine Precision@10","verified":false,"benchmark":"dim 256"},{"task":"Information Retrieval","score":"0.2054263565891473","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 128"},{"task":"Information Retrieval","score":"0.28294573643410853","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 128"},{"task":"Information Retrieval","score":"0.3178294573643411","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 128"},{"task":"Information Retrieval","score":"0.38372093023255816","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 128"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual 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 intfloat/multilingual-e5-small multilingual base soil embedding model (quantized) safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","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","intfloat/multilingual-e5-small","multilingual base soil embedding model (quantized)","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":22481},{"lfs":false,"path":"config.json","sizeBytes":681},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":201},{"lfs":true,"path":"model.safetensors","sizeBytes":470637416},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":965},{"lfs":true,"path":"tokenizer.json","sizeBytes":17083053},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1173}],"modelIndexNames":["Multilingual base soil embedding model (quantized)"]},"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":487748238,"sizeKnown":true,"sizeLabel":"465.2 MB","sizeReason":"","declaredSizeBytes":487748238,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":92,"stars":0,"citations":0,"updatedAt":"2026-09-24T05:35:59.174Z","createdAt":"2026-09-24T05:33:50.640Z","version":"hf-main","upstream":{"gated":false,"repoId":"ValentinaKim/Multilingual-base-soil-embedding","private":false,"repoUrl":"https://huggingface.co/ValentinaKim/Multilingual-base-soil-embedding","disabled":false,"provider":"huggingface","repoType":"model","revision":"60c8205f5b1dfd0c6750731d4f9209db8addc79c","fetchedAt":"2026-09-24T05:33:50.637Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T05:35:59.174Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":8,"mirroredBytes":487723891,"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_c1b1dd8a79d524e9960751ff49f19049af5d3d4d25e00135818d76a5837b0f94","artifactId":"hf-model-valentinakim-multilingual-base-soil-embedding","representationId":"rep-0623b870c6f31ad6728127746f335ea5a2b5d52fc865709dbdc2fdb339de2951","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-0623b870c6f31ad6728127746f335ea5a2b5d52fc865709dbdc2fdb339de2951","artifactId":"hf-model-valentinakim-multilingual-base-soil-embedding","format":"safetensors","source":{"provider":"huggingface","identity":"ValentinaKim/Multilingual-base-soil-embedding","revision":"60c8205f5b1dfd0c6750731d4f9209db8addc79c","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":681,"sha256":"sha256:f2e8a5096d40cc2eb966d3787d6f5dbec32877b3af944381d4aef5c13ecfe53d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8145465bdd284f257f32e42d0b9d9856e69beff16fb47d4974c51e1e48ef6512"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":201,"sha256":"sha256:2f17fdd30cbc0c8b0ab7725d78e6155fd10c881269ecec08648456cf1bcefdfa","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:afc104931fef3d16ab43dbea3130cdec5d5eafc73846eff9fa78f37e64464d95"},{"path":"model.safetensors","role":"weight","sizeBytes":470637416,"sha256":"sha256:8fefd3648885dbef088f6d9e5c87d488742493440adabea90311199a5a13ffef","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d4239a80efcdffc8e13de51e099d344d3e717a698c4ed0d5a656c7ac0ea3ebe5"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cc35eec99aa8f130177c7c1d68af6930adef2e28ff2049bf8e8c5eab893d908e"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:ec8e29d6dcb61b611b7d3fdd2982c4524e6ad985959fa7194eacfb655a8d0d51","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3b4d693661c3463f17a8054b1ba2404fb307fceb23c001e34523122a38163e39"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":965,"sha256":"sha256:38d989b0fdad0fec0c67c14b1f3c8b68184022cf6d4adc5444526ced8653f738","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3a60068be7384cd56edf693890bff9345d6e8857c8b7003721e91a8798444cea"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17083053,"sha256":"sha256:ef04f2b385d1514f500e779207ace0f53e30895ce37563179e29f4022d28ca38","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d91529f6c391a7ee66ae328b1cd53b355286d60a6e260ab16956149cfde8b269"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1173,"sha256":"sha256:ce30001b1b5e8e9cb010e74fdaff3025007f0330eb0fb7da81774f11efdd8845","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:34598ee90449823cd917a28bfb95e68838475a073ccd0b1c9a0fe909ae6f68ab"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:acf9fa37f364d13432c20de4edf756f7e532a72b00540d1f64003fe752af6fcb","representationDigest":"sha256:4c78747acf318fe910bda511bc7b6695633ad453d483123d0502d0c6df75e38d","evidenceSnapshotDigest":"sha256:06943c2cbe722768bb47a31770793eae572c0ef6b239c8d2e262fc1dd2e70e26","evaluatedAt":"2026-09-24T05:35:59.662Z","authorityVersion":"sha256:ecbc3ff9ec39fe12aa6106192e190f01e785cb701e92b6e5018a69c03ba0f403","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":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T04:52:12.070Z","evidence_url":"/api/manifests/hf-model-valentinakim-multilingual-base-soil-embedding"}},"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":11,"publicDownloadableFileCount":8,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":487748238,"label":"465.2 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":92,"upstreamStars":0,"label":"92 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":"ValentinaKim/Multilingual-base-soil-embedding"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: ValentinaKim/Multilingual-base-soil-embedding","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"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-valentinakim-multilingual-base-soil-embedding/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ValentinaKim/Multilingual-base-soil-embedding"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T04:52:12.070Z","evidence_url":"/api/manifests/hf-model-valentinakim-multilingual-base-soil-embedding"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-valentinakim-multilingual-base-soil-embedding/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-valentinakim-multilingual-base-soil-embedding","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/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":"ValentinaKim/Multilingual-base-soil-embedding"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: ValentinaKim/Multilingual-base-soil-embedding","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-valentinakim-multilingual-base-soil-embedding/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-valentinakim-multilingual-base-soil-embedding","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/distribution"},"supportedClaims":["ValentinaKim/Multilingual-base-soil-embedding has 0 self-reported, unqualified Hugging Bay community reviews.","ValentinaKim/Multilingual-base-soil-embedding has 0 self-reported run claims; none qualify verification during limited availability.","ValentinaKim/Multilingual-base-soil-embedding 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-valentinakim-multilingual-base-soil-embedding/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-valentinakim-multilingual-base-soil-embedding"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/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."}}