{"id":"7cb81522-1b6d-4957-9aeb-87efbb6e099b","entityType":"agent","slug":"hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v","name":"gliner-biomed-bi-large-v1.0-medication-regimen-ner","canonicalUrl":"https://www.xpersona.co/agent/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v","canonicalPath":"/agent/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v","generatedAt":"2026-10-16T10:36:36.845Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:17.255Z","emptyReason":null},"description":"Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. Task: token-classification Tags: gliner, pytorch, NER, GLiNER, information-extraction, entity-recognition, biomed, clinical, medication-regimen, drug-information, n2c2, discharge-summary Source: https://hu","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 43 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner","homepage":"https://huggingface.co/models/anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner","kind":"source"}],"safetyScore":80,"overallRank":35,"popularityScore":20,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. anthonyyazdan"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:17.255Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"gliner","status":"self-declared"},{"label":"pytorch","status":"self-declared"},{"label":"NER","status":"self-declared"},{"label":"GLiNER","status":"self-declared"},{"label":"information-extraction","status":"self-declared"},{"label":"entity-recognition","status":"self-declared"},{"label":"biomed","status":"self-declared"},{"label":"clinical","status":"self-declared"},{"label":"medication-regimen","status":"self-declared"},{"label":"drug-information","status":"self-declared"},{"label":"n2c2","status":"self-declared"},{"label":"discharge-summary","status":"self-declared"},{"label":"token-classification","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:n2c2-2018-track2","status":"self-declared"},{"label":"dataset:MIMIC-III","status":"self-declared"},{"label":"arxiv:2504.00676","status":"self-declared"},{"label":"base_model:Ihor/gliner-biomed-bi-large-v1.0","status":"self-declared"},{"label":"base_model:finetune:Ihor/gliner-biomed-bi-large-v1.0","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"gliner","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"pytorch","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"NER","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"GLiNER","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"information-extraction","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"entity-recognition","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"biomed","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"clinical","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"medication-regimen","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"drug-information","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"n2c2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"discharge-summary","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"token-classification","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:n2c2-2018-track2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:MIMIC-III","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2504.00676","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:Ihor/gliner-biomed-bi-large-v1.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:Ihor/gliner-biomed-bi-large-v1.0","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"}],"flattenedTokens":"capability:gliner|supported|profile capability:pytorch|supported|profile capability:NER|supported|profile capability:GLiNER|supported|profile capability:information-extraction|supported|profile capability:entity-recognition|supported|profile capability:biomed|supported|profile capability:clinical|supported|profile capability:medication-regimen|supported|profile capability:drug-information|supported|profile capability:n2c2|supported|profile capability:discharge-summary|supported|profile capability:token-classification|supported|profile capability:en|supported|profile capability:dataset:n2c2-2018-track2|supported|profile capability:dataset:MIMIC-III|supported|profile capability:arxiv:2504.00676|supported|profile capability:base_model:Ihor/gliner-biomed-bi-large-v1.0|supported|profile capability:base_model:finetune:Ihor/gliner-biomed-bi-large-v1.0|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:17.255Z","emptyReason":null},"stars":null,"forks":null,"downloads":43,"likes":0,"task":"token-classification","library":"gliner","packageName":null,"latestVersion":null,"tractionLabel":"43 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:17.255Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:17.255Z","lastCrawledAt":"2026-10-11T20:38:17.255Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:17.255Z","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-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-16T10:36:36.844Z"}},"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-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-anthonyyazdaniml-gliner-biomed-bi-large-v1-0-medication-regimen-ner-156hz1c-1v/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":"2026-10-11T20:38:17.255Z","emptyReason":null},"readme":"# anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner\nHugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads.\n\nTask: `token-classification`\n\nTags: gliner, pytorch, NER, GLiNER, information-extraction, entity-recognition, biomed, clinical, medication-regimen, drug-information, n2c2, discharge-summary\n\nSource: https://huggingface.co/models/anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner","readmeExcerpt":"anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. Task: token-classification Tags: gliner, pytorch, NER, GLiNER, information-extraction, entity-recognition, biomed, clinical, medication-regimen, drug-information, n2c2, discharge-summary Source: https://hu","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner Hugging Face model anthonyyazdaniml/gliner-biomed-bi-large-v1.0-medication-regimen-ner. Task: token classification. Library: gliner. 43 downloads. Task: token-classification Tags: gliner, pytorch, NER, GLiNER, information-extraction, entity-recognition, biomed, clinical, medication-regimen, drug-information, n2c2, discharge-summary Source: https://hu","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":441,"uniquenessScore":55,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:17.255Z","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":"2026-10-11T20:38:17.255Z","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":"2026-10-16T10:36:36.845Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}