{"id":"354f95db-14b8-4de8-8867-f23d3e5162d2","entityType":"agent","slug":"hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse","name":"LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse","canonicalUrl":"https://www.xpersona.co/agent/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse","canonicalPath":"/agent/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse","generatedAt":"2026-10-12T17:01:18.558Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"description":"Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. Task: sentence-similarity Tags: peft, safetensors, text-embedding, embeddings, information-retrieval, beir, text-classification, language-model, text-clustering, text-semantic-similarity, text-evaluation, text-re","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 8.8K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse","homepage":"https://huggingface.co/models/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse","kind":"source"}],"safetyScore":80,"overallRank":48.5,"popularityScore":47,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. McGill-NLP/L"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"peft","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"text-embedding","status":"self-declared"},{"label":"embeddings","status":"self-declared"},{"label":"information-retrieval","status":"self-declared"},{"label":"beir","status":"self-declared"},{"label":"text-classification","status":"self-declared"},{"label":"language-model","status":"self-declared"},{"label":"text-clustering","status":"self-declared"},{"label":"text-semantic-similarity","status":"self-declared"},{"label":"text-evaluation","status":"self-declared"},{"label":"text-reranking","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"sentence-similarity","status":"self-declared"},{"label":"Sentence Similarity","status":"self-declared"},{"label":"natural_questions","status":"self-declared"},{"label":"ms_marco","status":"self-declared"},{"label":"fever","status":"self-declared"},{"label":"hotpot_qa","status":"self-declared"},{"label":"mteb","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"peft","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":"text-embedding","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"embeddings","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"information-retrieval","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"beir","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"language-model","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-clustering","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-semantic-similarity","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-evaluation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-reranking","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":"sentence-similarity","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":"natural_questions","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ms_marco","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"fever","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"hotpot_qa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mteb","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:peft|supported|profile capability:safetensors|supported|profile capability:text-embedding|supported|profile capability:embeddings|supported|profile capability:information-retrieval|supported|profile capability:beir|supported|profile capability:text-classification|supported|profile capability:language-model|supported|profile capability:text-clustering|supported|profile capability:text-semantic-similarity|supported|profile capability:text-evaluation|supported|profile capability:text-reranking|supported|profile capability:feature-extraction|supported|profile capability:sentence-similarity|supported|profile capability:Sentence Similarity|supported|profile capability:natural_questions|supported|profile capability:ms_marco|supported|profile capability:fever|supported|profile capability:hotpot_qa|supported|profile capability:mteb|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"stars":null,"forks":null,"downloads":8823,"likes":7,"task":"sentence-similarity","library":"peft","packageName":null,"latestVersion":null,"tractionLabel":"8.8K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:35:58.881Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:35:58.881Z","lastCrawledAt":"2026-10-11T20:35:58.881Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:31:17.073Z","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-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T17:01:18.558Z"}},"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-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mcgill-nlp-llm2vec-mistral-7b-instruct-v2-mntp-unsup-simcse/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":"2026-10-11T20:35:58.881Z","emptyReason":null},"readme":"# McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse\nHugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes.\n\nTask: `sentence-similarity`\n\nTags: peft, safetensors, text-embedding, embeddings, information-retrieval, beir, text-classification, language-model, text-clustering, text-semantic-similarity, text-evaluation, text-reranking\n\nSource: https://huggingface.co/models/McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse","readmeExcerpt":"McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. Task: sentence-similarity Tags: peft, safetensors, text-embedding, embeddings, information-retrieval, beir, text-classification, language-model, text-clustering, text-semantic-similarity, text-evaluation, text-re","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse Hugging Face model McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse. Task: sentence similarity. Library: peft. 8,823 downloads. 7 likes. Task: sentence-similarity Tags: peft, safetensors, text-embedding, embeddings, information-retrieval, beir, text-classification, language-model, text-clustering, text-semantic-similarity, text-evaluation, text-re","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":449,"uniquenessScore":55,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:35:58.881Z","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":"2026-10-11T20:35:58.881Z","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":"2026-10-12T17:01:18.558Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}