{"id":"7e8acc54-0072-4231-b14c-0b6c2a1fcc08","entityType":"agent","slug":"hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15","name":"FinTwitBERT-wsb-sentiment","canonicalUrl":"https://www.xpersona.co/agent/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15","canonicalPath":"/agent/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15","generatedAt":"2026-10-13T04:06:37.208Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:15.017Z","emptyReason":null},"description":"Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. StephanAkkerman/FinTwitBERT-wsb-sentiment Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. Task: text-classification Tags: transformers, safetensors, bert, text-classification, finance, reddit, wallstreetbets, sentiment-analysis, NLP, BERT, FinBERT, FinTwitBERT Source: https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentimen","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.7K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentiment","homepage":"https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentiment","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentiment","kind":"source"}],"safetyScore":80,"overallRank":44.5,"popularityScore":39,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. StephanAkkerman/FinTwitBERT-wsb"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:15.017Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"bert","status":"self-declared"},{"label":"text-classification","status":"self-declared"},{"label":"finance","status":"self-declared"},{"label":"reddit","status":"self-declared"},{"label":"wallstreetbets","status":"self-declared"},{"label":"sentiment-analysis","status":"self-declared"},{"label":"NLP","status":"self-declared"},{"label":"BERT","status":"self-declared"},{"label":"FinBERT","status":"self-declared"},{"label":"FinTwitBERT","status":"self-declared"},{"label":"sentiment","status":"self-declared"},{"label":"financial-analysis","status":"self-declared"},{"label":"financial-sentiment-analysis","status":"self-declared"},{"label":"stocks","status":"self-declared"},{"label":"stock-market","status":"self-declared"},{"label":"crypto","status":"self-declared"},{"label":"cryptocurrency","status":"self-declared"},{"label":"en","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"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":"text-classification","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"finance","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"reddit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"wallstreetbets","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentiment-analysis","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"NLP","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":"FinBERT","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"FinTwitBERT","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"sentiment","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"financial-analysis","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"financial-sentiment-analysis","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"stocks","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"stock-market","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"crypto","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"cryptocurrency","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"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:bert|supported|profile capability:text-classification|supported|profile capability:finance|supported|profile capability:reddit|supported|profile capability:wallstreetbets|supported|profile capability:sentiment-analysis|supported|profile capability:NLP|supported|profile capability:BERT|supported|profile capability:FinBERT|supported|profile capability:FinTwitBERT|supported|profile capability:sentiment|supported|profile capability:financial-analysis|supported|profile capability:financial-sentiment-analysis|supported|profile capability:stocks|supported|profile capability:stock-market|supported|profile capability:crypto|supported|profile capability:cryptocurrency|supported|profile capability:en|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:15.017Z","emptyReason":null},"stars":null,"forks":null,"downloads":1695,"likes":0,"task":"text-classification","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"1.7K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:15.017Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:15.017Z","lastCrawledAt":"2026-10-11T20:36:15.017Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:34:40.181Z","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-stephanakkerman-fintwitbert-wsb-sentiment-15/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-13T04:06:37.207Z"}},"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-stephanakkerman-fintwitbert-wsb-sentiment-15/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-stephanakkerman-fintwitbert-wsb-sentiment-15/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":"2026-10-11T20:36:15.017Z","emptyReason":null},"readme":"# StephanAkkerman/FinTwitBERT-wsb-sentiment\nHugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads.\n\nTask: `text-classification`\n\nTags: transformers, safetensors, bert, text-classification, finance, reddit, wallstreetbets, sentiment-analysis, NLP, BERT, FinBERT, FinTwitBERT\n\nSource: https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentiment","readmeExcerpt":"StephanAkkerman/FinTwitBERT-wsb-sentiment Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. Task: text-classification Tags: transformers, safetensors, bert, text-classification, finance, reddit, wallstreetbets, sentiment-analysis, NLP, BERT, FinBERT, FinTwitBERT Source: https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentimen","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. StephanAkkerman/FinTwitBERT-wsb-sentiment Hugging Face model StephanAkkerman/FinTwitBERT-wsb-sentiment. Task: text classification. Library: transformers. 1,695 downloads. Task: text-classification Tags: transformers, safetensors, bert, text-classification, finance, reddit, wallstreetbets, sentiment-analysis, NLP, BERT, FinBERT, FinTwitBERT Source: https://huggingface.co/models/StephanAkkerman/FinTwitBERT-wsb-sentimen","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":379,"uniquenessScore":63,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:15.017Z","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":"2026-10-11T20:36:15.017Z","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":"2026-10-13T04:06:37.208Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}