{"id":"fa0dc18d-2f1f-4d98-af8b-c92afe27b441","entityType":"agent","slug":"hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10","name":"JevEmbed-KaLM-Embedding-V2.5","canonicalUrl":"https://www.xpersona.co/agent/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10","canonicalPath":"/agent/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10","generatedAt":"2026-10-14T09:52:16.095Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:54.943Z","emptyReason":null},"description":"Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. HIT-TMG/JevEmbed-KaLM-Embedding-V2.5 Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. Task: feature-extraction Tags: sentence-transformers, safetensors, qwen2, jevembed, feature-extraction, custom_code, dataset:HIT-TMG/JevEmbed-Data, arxiv:2506.20923, arxiv:2501.01028, base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-i","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 272 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/HIT-TMG/JevEmbed-KaLM-Embedding-V2.5","homepage":"https://huggingface.co/models/HIT-TMG/JevEmbed-KaLM-Embedding-V2.5","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/HIT-TMG/JevEmbed-KaLM-Embedding-V2.5","kind":"source"}],"safetyScore":80,"overallRank":39.5,"popularityScore":29,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. HIT-TMG/JevEmbed-KaLM"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:54.943Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"sentence-transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"qwen2","status":"self-declared"},{"label":"jevembed","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"custom_code","status":"self-declared"},{"label":"dataset:HIT-TMG/JevEmbed-Data","status":"self-declared"},{"label":"arxiv:2506.20923","status":"self-declared"},{"label":"arxiv:2501.01028","status":"self-declared"},{"label":"base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","status":"self-declared"},{"label":"base_model:finetune:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"text-embeddings-inference","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":14,"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":"qwen2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"jevembed","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":"custom_code","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HIT-TMG/JevEmbed-Data","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2506.20923","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2501.01028","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:apache-2.0","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:qwen2|supported|profile capability:jevembed|supported|profile capability:feature-extraction|supported|profile capability:custom_code|supported|profile capability:dataset:HIT-TMG/JevEmbed-Data|supported|profile capability:arxiv:2506.20923|supported|profile capability:arxiv:2501.01028|supported|profile capability:base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5|supported|profile capability:base_model:finetune:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5|supported|profile capability:license:apache-2.0|supported|profile capability:text-embeddings-inference|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:54.943Z","emptyReason":null},"stars":null,"forks":null,"downloads":272,"likes":1,"task":"feature-extraction","library":"sentence-transformers","packageName":null,"latestVersion":null,"tractionLabel":"272 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:54.943Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:54.943Z","lastCrawledAt":"2026-10-11T20:36:54.943Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:36:54.943Z","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-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-14T09:52:16.095Z"}},"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-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-10/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-hit-tmg-jevembed-kalm-embedding-v2-5-1xkfsyg-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":"2026-10-11T20:36:54.943Z","emptyReason":null},"readme":"# HIT-TMG/JevEmbed-KaLM-Embedding-V2.5\nHugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes.\n\nTask: `feature-extraction`\n\nTags: sentence-transformers, safetensors, qwen2, jevembed, feature-extraction, custom_code, dataset:HIT-TMG/JevEmbed-Data, arxiv:2506.20923, arxiv:2501.01028, base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5, base_model:finetune:KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5, license:apache-2.0\n\nSource: https://huggingface.co/models/HIT-TMG/JevEmbed-KaLM-Embedding-V2.5","readmeExcerpt":"HIT-TMG/JevEmbed-KaLM-Embedding-V2.5 Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. Task: feature-extraction Tags: sentence-transformers, safetensors, qwen2, jevembed, feature-extraction, custom_code, dataset:HIT-TMG/JevEmbed-Data, arxiv:2506.20923, arxiv:2501.01028, base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-i","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. HIT-TMG/JevEmbed-KaLM-Embedding-V2.5 Hugging Face model HIT-TMG/JevEmbed-KaLM-Embedding-V2.5. Task: feature extraction. Library: sentence-transformers. 272 downloads. 1 likes. Task: feature-extraction Tags: sentence-transformers, safetensors, qwen2, jevembed, feature-extraction, custom_code, dataset:HIT-TMG/JevEmbed-Data, arxiv:2506.20923, arxiv:2501.01028, base_model:KaLM-Embedding/KaLM-embedding-multilingual-mini-i","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":407,"uniquenessScore":60,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:54.943Z","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":"2026-10-11T20:36:54.943Z","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":"2026-10-14T09:52:16.095Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}