{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T21:05:46.918Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","repo":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":2288151344,"readinessCheckedAt":"2026-10-31T20:21:08.082Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":2288151344,"readinessCheckedAt":"2026-10-31T20:21:08.082Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","owner":"KayaTechAI","name":"BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","repo":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","type":"embedding","summary":"Model from Hugging Face for sentence similarity: KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline · 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":"BAAI/bge-m3"},{"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":"BAAI/bge-m3","field":"baseModel"}],"parameters":null,"size":{"bytes":2293272316,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KayaTechAI","sourceUrl":"https://huggingface.co/KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","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","xlm-roberta","sentence-similarity","feature-extraction","dense","generated_from_trainer","dataset_size:127731","loss:matryoshkaloss","loss:multiplenegativesrankingloss","en","dataset:kayatechai/telecom-technical-documents-retrieval-embedding-dataset","arxiv:1908.10084","arxiv:2205.13147","arxiv:1705.00652","base_model:baai/bge-m3","base_model:finetune:baai/bge-m3","license:apache-2.0","model-index","text-embeddings-inference"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","model"],"baseModel":"BAAI/bge-m3","derivedFrom":"BAAI/bge-m3","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":["KayaTechAI/Telecom-Technical-Documents-Retrieval-Embedding-Dataset"],"paperIds":["1908.10084","2205.13147","1705.00652"],"repoType":"model","baseModel":"BAAI/bge-m3","languages":["en"],"sourceUrl":"https://huggingface.co/KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","evalResults":[{"task":"Information Retrieval","score":"0.7852","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.9008","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.9324","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.956","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.7852","metric":"Cosine Precision@1","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.3002666666666667","metric":"Cosine Precision@3","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.18647999999999998","metric":"Cosine Precision@5","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.09559999999999998","metric":"Cosine Precision@10","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.7848","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.9008","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.9312","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.9572","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 768"}],"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 en kayatechai/telecom-technical-documents-retrieval-embedding-dataset 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 baai/bge-m3 bge-m3-telecom-retrieval-embedding safetensors dataset:kayatechai/telecom-technical-documents-retrieval-embedding-dataset text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","kayatechai/telecom-technical-documents-retrieval-embedding-dataset","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","baai/bge-m3","bge-m3-telecom-retrieval-embedding","safetensors","dataset:kayatechai/telecom-technical-documents-retrieval-embedding-dataset","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":313},{"lfs":false,"path":"README.md","sizeBytes":50351},{"lfs":false,"path":"config.json","sizeBytes":664},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":284},{"lfs":true,"path":"model.safetensors","sizeBytes":2271064456},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":58},{"lfs":true,"path":"sentencepiece.bpe.model","sizeBytes":5069051},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":964},{"lfs":true,"path":"tokenizer.json","sizeBytes":17083053},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1203}],"modelIndexNames":["BGE-M3-Telecom-Retrieval-Embedding"]},"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":2293272316,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2293272316,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":85,"stars":0,"citations":0,"updatedAt":"2026-09-24T14:21:31.714Z","createdAt":"2026-09-24T14:16:59.709Z","version":"hf-main","upstream":{"gated":false,"repoId":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","private":false,"repoUrl":"https://huggingface.co/KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","disabled":false,"provider":"huggingface","repoType":"model","revision":"c35eaf09a39d05be1cf9286b40532940a908fdc0","fetchedAt":"2026-09-24T14:16:59.706Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T14:21:31.714Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":9,"mirroredBytes":2288151344,"mirroredFiles":9,"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_cfcd41ad33e950f90e3e1fa26cf2b96201137a598a7139479e3a3085e82d0093","artifactId":"hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","representationId":"rep-e416148e2e9ff8c2e75b1891bccebc2f95fd484e661a10b2f2330ab910af367f","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-e416148e2e9ff8c2e75b1891bccebc2f95fd484e661a10b2f2330ab910af367f","artifactId":"hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","format":"safetensors","source":{"provider":"huggingface","identity":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","revision":"c35eaf09a39d05be1cf9286b40532940a908fdc0","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":664,"sha256":"sha256:52ac52adc5b88a9209ba4b9f14781d32c23cc496f73ea8e908d40e5c5ca49d56","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d8ecac8e5b17db61bddf89098df93641634d61dfdeb2b442fc02076abf295319"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":284,"sha256":"sha256:372eb9bfae628175dc3dd05f590f2e852eb475cbfa60d44d9fef34c0b6c83e4a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3bd6869c0106e258e91bc3e0cd408ce5f39ef7c595dacd57ac3c4324070b48d9"},{"path":"model.safetensors","role":"weight","sizeBytes":2271064456,"sha256":"sha256:76321d7ff53bb1825e74bdba5d9aa9688402be3bd5a20935dd4b0b1f922a7aa0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:27586f139d5ede2aefab175b5f73fc79525d4287fef1baf94def9d1afe80d143"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5d6af1a346932bb92e7334f67a5e727638c82364e3ca64c6985496c451b29c27"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":58,"sha256":"sha256:9ee3935137f87c9ce6662ae17fe7afb7c9c64744a41247359fd228dc37e627b3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0c70d6d726157407c921d6ddc1f03212f0506f0ef32c6ab0e009b8664fc4558e"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":964,"sha256":"sha256:8c785abebea9ae3257b61681b4e6fd8365ceafde980c21970d001e834cf10835","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ef1561d9ac3468cbea96d852fda3cbad0eff9e7ba8099931f6269d7d751bc167"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17083053,"sha256":"sha256:e4f7e21bec3fb0044ca0bb2d50eb5d4d8c596273c422baef84466d2c73748b9c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c1103107074a89103eaedd2ff0126ae3c0fb95dbee3e3fee48d87c7d87a80483"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1203,"sha256":"sha256:b87c8703482b0300d3da30e201519aa641f6a450f5eb5bf1e624afbf70c74d80","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:34e9dfa1e02e8852863f9251f350c774bc238f9d680ca87bb13477375f68c1db"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:99df5ad554a68185716e635504a6775013eb39b5a80a86b78f362c6c5ec5575d","representationDigest":"sha256:e13cc850288b06aef56dc147d01860cc2146aae88a9587b2ce8e7eb40b384ff8","evidenceSnapshotDigest":"sha256:5a351c1f382e393fd83eb268e7ebce76e49bcef550d795370a7ef76af078a124","evaluatedAt":"2026-09-24T14:21:32.192Z","authorityVersion":"sha256:451c3878b5066cdb02b9e02aed3360bdb7115cac75c9cfe16648517fdb30acd7","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":12,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T20:21:08.082Z","evidence_url":"/api/manifests/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali"}},"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":12,"publicDownloadableFileCount":9,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2293272316,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":85,"upstreamStars":0,"label":"85 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":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/12 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: KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/12 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":3,"totalFiles":12},"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-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T20:21:08.082Z","evidence_url":"/api/manifests/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/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":"KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/12 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: KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/12 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":3,"totalFiles":12},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/distribution"},"supportedClaims":["KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline has 0 self-reported, unqualified Hugging Bay community reviews.","KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline has 0 self-reported run claims; none qualify verification during limited availability.","KayaTechAI/BGE-M3-0.56B-Fine-Tuned-Telecom-Technical-Documents-Retrieval-Embedding-Generalization-Baseline 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-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-kayatechai-bge-m3-0-56b-fine-tuned-telecom-technical-documents-retrieval-embedding-generali/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."}}