{"id":"81f4f8fe-7a91-42f8-af6e-8d5260f7b942","entityType":"agent","slug":"hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10","name":"bert-large-cantonese-nli","canonicalUrl":"https://www.xpersona.co/agent/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10","canonicalPath":"/agent/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10","generatedAt":"2026-10-12T23:01:50.826Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":null},"description":"Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. hon9kon9ize/bert-large-cantonese-nli Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. Task: sentence-similarity Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1115217, loss:GISTEmbedLoss, dataset:hon9kon9ize/yue-all-nli, dataset:sentence-transformers/all-nli,","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 157 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/hon9kon9ize/bert-large-cantonese-nli","homepage":"https://huggingface.co/models/hon9kon9ize/bert-large-cantonese-nli","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/hon9kon9ize/bert-large-cantonese-nli","kind":"source"}],"safetyScore":80,"overallRank":38,"popularityScore":26,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. hon9kon9ize/bert-large-canton"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"sentence-transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"bert","status":"self-declared"},{"label":"sentence-similarity","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"generated_from_trainer","status":"self-declared"},{"label":"dataset_size:1115217","status":"self-declared"},{"label":"loss:GISTEmbedLoss","status":"self-declared"},{"label":"dataset:hon9kon9ize/yue-all-nli","status":"self-declared"},{"label":"dataset:sentence-transformers/all-nli","status":"self-declared"},{"label":"arxiv:1908.10084","status":"self-declared"},{"label":"arxiv:2402.16829","status":"self-declared"},{"label":"base_model:hon9kon9ize/bert-large-cantonese","status":"self-declared"},{"label":"base_model:finetune:hon9kon9ize/bert-large-cantonese","status":"self-declared"},{"label":"model-index","status":"self-declared"},{"label":"text-embeddings-inference","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":17,"capabilityMatrix":{"rows":[{"key":"sentence-transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"safetensors","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"bert","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentence-similarity","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"feature-extraction","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"generated_from_trainer","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset_size:1115217","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"loss:GISTEmbedLoss","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:hon9kon9ize/yue-all-nli","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:sentence-transformers/all-nli","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:1908.10084","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2402.16829","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:hon9kon9ize/bert-large-cantonese","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:hon9kon9ize/bert-large-cantonese","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"model-index","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-embeddings-inference","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"endpoints_compatible","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:sentence-transformers|supported|profile capability:safetensors|supported|profile capability:bert|supported|profile capability:sentence-similarity|supported|profile capability:feature-extraction|supported|profile capability:generated_from_trainer|supported|profile capability:dataset_size:1115217|supported|profile capability:loss:GISTEmbedLoss|supported|profile capability:dataset:hon9kon9ize/yue-all-nli|supported|profile capability:dataset:sentence-transformers/all-nli|supported|profile capability:arxiv:1908.10084|supported|profile capability:arxiv:2402.16829|supported|profile capability:base_model:hon9kon9ize/bert-large-cantonese|supported|profile capability:base_model:finetune:hon9kon9ize/bert-large-cantonese|supported|profile capability:model-index|supported|profile capability:text-embeddings-inference|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":null},"stars":null,"forks":null,"downloads":157,"likes":0,"task":"sentence-similarity","library":"sentence-transformers","packageName":null,"latestVersion":null,"tractionLabel":"157 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:37:18.067Z","lastCrawledAt":"2026-10-11T20:37:18.067Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:37:18.067Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T23:01:50.826Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hon9kon9ize-bert-large-cantonese-nli-m7ur7z-10/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"high","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":null},"readme":"# hon9kon9ize/bert-large-cantonese-nli\nHugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads.\n\nTask: `sentence-similarity`\n\nTags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1115217, loss:GISTEmbedLoss, dataset:hon9kon9ize/yue-all-nli, dataset:sentence-transformers/all-nli, arxiv:1908.10084, arxiv:2402.16829\n\nSource: https://huggingface.co/models/hon9kon9ize/bert-large-cantonese-nli","readmeExcerpt":"hon9kon9ize/bert-large-cantonese-nli Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. Task: sentence-similarity Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1115217, loss:GISTEmbedLoss, dataset:hon9kon9ize/yue-all-nli, dataset:sentence-transformers/all-nli,","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. hon9kon9ize/bert-large-cantonese-nli Hugging Face model hon9kon9ize/bert-large-cantonese-nli. Task: sentence similarity. Library: sentence-transformers. 157 downloads. Task: sentence-similarity Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1115217, loss:GISTEmbedLoss, dataset:hon9kon9ize/yue-all-nli, dataset:sentence-transformers/all-nli,","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":400,"uniquenessScore":60,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:37:18.067Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-12T23:01:50.826Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}