{"id":"cc7be99e-120b-4c35-abf9-01f19566383e","entityType":"agent","slug":"hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w","name":"e5-math-smart-binary","canonicalUrl":"https://www.xpersona.co/agent/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w","canonicalPath":"/agent/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w","generatedAt":"2026-10-12T18:15:45.721Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:40:04.467Z","emptyReason":null},"description":"Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. ThanhLe0125/e5-math-smart-binary Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. Task: sentence-similarity Tags: sentence-transformers, safetensors, xlm-roberta, mathematics, vietnamese, smart-binary-classification, intelligent-negatives, balanced-training, hard-negatives, e5-base, precision-recall-balance, sentence-similarity Sour","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 19 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/ThanhLe0125/e5-math-smart-binary","homepage":"https://huggingface.co/models/ThanhLe0125/e5-math-smart-binary","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/ThanhLe0125/e5-math-smart-binary","kind":"source"}],"safetyScore":80,"overallRank":33,"popularityScore":16,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. ThanhLe0125/e5-math-smart"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:40:04.467Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"sentence-transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"xlm-roberta","status":"self-declared"},{"label":"mathematics","status":"self-declared"},{"label":"vietnamese","status":"self-declared"},{"label":"smart-binary-classification","status":"self-declared"},{"label":"intelligent-negatives","status":"self-declared"},{"label":"balanced-training","status":"self-declared"},{"label":"hard-negatives","status":"self-declared"},{"label":"e5-base","status":"self-declared"},{"label":"precision-recall-balance","status":"self-declared"},{"label":"sentence-similarity","status":"self-declared"},{"label":"vi","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:custom-vietnamese-math-smart-binary","status":"self-declared"},{"label":"base_model:intfloat/multilingual-e5-base","status":"self-declared"},{"label":"base_model:finetune:intfloat/multilingual-e5-base","status":"self-declared"},{"label":"text-embeddings-inference","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":19,"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":"xlm-roberta","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mathematics","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"vietnamese","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"smart-binary-classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"intelligent-negatives","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"balanced-training","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"hard-negatives","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"e5-base","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"precision-recall-balance","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":"vi","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:custom-vietnamese-math-smart-binary","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:intfloat/multilingual-e5-base","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:intfloat/multilingual-e5-base","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:xlm-roberta|supported|profile capability:mathematics|supported|profile capability:vietnamese|supported|profile capability:smart-binary-classification|supported|profile capability:intelligent-negatives|supported|profile capability:balanced-training|supported|profile capability:hard-negatives|supported|profile capability:e5-base|supported|profile capability:precision-recall-balance|supported|profile capability:sentence-similarity|supported|profile capability:vi|supported|profile capability:en|supported|profile capability:dataset:custom-vietnamese-math-smart-binary|supported|profile capability:base_model:intfloat/multilingual-e5-base|supported|profile capability:base_model:finetune:intfloat/multilingual-e5-base|supported|profile capability:text-embeddings-inference|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:40:04.467Z","emptyReason":null},"stars":null,"forks":null,"downloads":19,"likes":1,"task":"sentence-similarity","library":"sentence-transformers","packageName":null,"latestVersion":null,"tractionLabel":"19 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:40:04.467Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:40:04.467Z","lastCrawledAt":"2026-10-11T20:40:04.467Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:40:04.467Z","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-thanhle0125-e5-math-smart-binary-5dxbgp-w/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T18:15:45.721Z"}},"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-thanhle0125-e5-math-smart-binary-5dxbgp-w/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-thanhle0125-e5-math-smart-binary-5dxbgp-w/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":"2026-10-11T20:40:04.467Z","emptyReason":null},"readme":"# ThanhLe0125/e5-math-smart-binary\nHugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes.\n\nTask: `sentence-similarity`\n\nTags: sentence-transformers, safetensors, xlm-roberta, mathematics, vietnamese, smart-binary-classification, intelligent-negatives, balanced-training, hard-negatives, e5-base, precision-recall-balance, sentence-similarity\n\nSource: https://huggingface.co/models/ThanhLe0125/e5-math-smart-binary","readmeExcerpt":"ThanhLe0125/e5-math-smart-binary Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. Task: sentence-similarity Tags: sentence-transformers, safetensors, xlm-roberta, mathematics, vietnamese, smart-binary-classification, intelligent-negatives, balanced-training, hard-negatives, e5-base, precision-recall-balance, sentence-similarity Sour","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. ThanhLe0125/e5-math-smart-binary Hugging Face model ThanhLe0125/e5-math-smart-binary. Task: sentence similarity. Library: sentence-transformers. 19 downloads. 1 likes. Task: sentence-similarity Tags: sentence-transformers, safetensors, xlm-roberta, mathematics, vietnamese, smart-binary-classification, intelligent-negatives, balanced-training, hard-negatives, e5-base, precision-recall-balance, sentence-similarity Sour","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":402,"uniquenessScore":61,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:40:04.467Z","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":"2026-10-11T20:40:04.467Z","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":"2026-10-12T18:15:45.721Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}