gemma-e2b-rlcd / examples /demo-workloads.json
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Publish Gemma E2B RLCD with multimodal checkpoint and parallel scoring
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{
"source_notes": "Adapted upstream examples preserve their original missing currency numerals and ambiguous policy questions. Synthetic classifications have predeclared development labels. No upstream timing claims are imported.",
"cases": [
{
"name": "support_1",
"title": "Support triage: 1 fields",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"sentiment": {
"type": "choice",
"instructions": "Customer emotional state",
"criteria": {
"VERY_NEGATIVE": "VERY_NEGATIVE",
"NEGATIVE": "NEGATIVE",
"NEUTRAL": "NEUTRAL",
"POSITIVE": "POSITIVE"
}
}
},
"expected": {
"sentiment": "VERY_NEGATIVE"
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Hand-authored development expectations fixed before inference for 17 reasonably grounded fields. Unspecified policies, compensation, confidence and automation claims are left unscored. These are not official upstream labels.",
"serial_control": false
},
{
"name": "support_4",
"title": "Support triage: 4 fields",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"sentiment": {
"type": "choice",
"instructions": "Customer emotional state",
"criteria": {
"VERY_NEGATIVE": "VERY_NEGATIVE",
"NEGATIVE": "NEGATIVE",
"NEUTRAL": "NEUTRAL",
"POSITIVE": "POSITIVE"
}
},
"severity_tier": {
"type": "choice",
"instructions": "Contractual incident severity tier",
"criteria": {
"SEV_0_CRITICAL": "SEV_0_CRITICAL",
"SEV_1_MAJOR": "SEV_1_MAJOR",
"SEV_2_MODERATE": "SEV_2_MODERATE",
"SEV_3_MINOR": "SEV_3_MINOR"
}
},
"primary_department": {
"type": "choice",
"instructions": "Primary internal department to resolve",
"criteria": {
"INFRASTRUCTURE_SRE": "INFRASTRUCTURE_SRE",
"BILLING_FINANCE": "BILLING_FINANCE",
"SECURITY_OPS": "SECURITY_OPS",
"LEGAL_COMPLIANCE": "LEGAL_COMPLIANCE",
"ENTERPRISE_SUCCESS": "ENTERPRISE_SUCCESS"
}
},
"secondary_department": {
"type": "choice",
"instructions": "Secondary coordinating department",
"criteria": {
"DATABASE_TEAM": "DATABASE_TEAM",
"NETWORK_OPS": "NETWORK_OPS",
"CORE_API": "CORE_API",
"IDENTITY_AUTH": "IDENTITY_AUTH",
"NONE": "NONE"
}
}
},
"expected": {
"sentiment": "VERY_NEGATIVE",
"severity_tier": "SEV_0_CRITICAL",
"primary_department": "INFRASTRUCTURE_SRE"
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Hand-authored development expectations fixed before inference for 17 reasonably grounded fields. Unspecified policies, compensation, confidence and automation claims are left unscored. These are not official upstream labels.",
"serial_control": false
},
{
"name": "support_8",
"title": "Support triage: 8 fields",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"sentiment": {
"type": "choice",
"instructions": "Customer emotional state",
"criteria": {
"VERY_NEGATIVE": "VERY_NEGATIVE",
"NEGATIVE": "NEGATIVE",
"NEUTRAL": "NEUTRAL",
"POSITIVE": "POSITIVE"
}
},
"severity_tier": {
"type": "choice",
"instructions": "Contractual incident severity tier",
"criteria": {
"SEV_0_CRITICAL": "SEV_0_CRITICAL",
"SEV_1_MAJOR": "SEV_1_MAJOR",
"SEV_2_MODERATE": "SEV_2_MODERATE",
"SEV_3_MINOR": "SEV_3_MINOR"
}
},
"primary_department": {
"type": "choice",
"instructions": "Primary internal department to resolve",
"criteria": {
"INFRASTRUCTURE_SRE": "INFRASTRUCTURE_SRE",
"BILLING_FINANCE": "BILLING_FINANCE",
"SECURITY_OPS": "SECURITY_OPS",
"LEGAL_COMPLIANCE": "LEGAL_COMPLIANCE",
"ENTERPRISE_SUCCESS": "ENTERPRISE_SUCCESS"
}
},
"secondary_department": {
"type": "choice",
"instructions": "Secondary coordinating department",
"criteria": {
"DATABASE_TEAM": "DATABASE_TEAM",
"NETWORK_OPS": "NETWORK_OPS",
"CORE_API": "CORE_API",
"IDENTITY_AUTH": "IDENTITY_AUTH",
"NONE": "NONE"
}
},
"sla_breach_risk": {
"type": "noul",
"instructions": "Whether contractual uptime SLA is at immediate risk"
},
"requires_executive_escalation": {
"type": "noul",
"instructions": "Whether VP/Exec team must be alerted immediately"
},
"can_resolve_autonomously": {
"type": "noul",
"instructions": "Whether automated runbook can resolve without human intervention"
},
"confidence_above_auto_threshold": {
"type": "noul",
"instructions": "Whether system decision confidence exceeds 95% threshold"
}
},
"expected": {
"sentiment": "VERY_NEGATIVE",
"severity_tier": "SEV_0_CRITICAL",
"primary_department": "INFRASTRUCTURE_SRE",
"sla_breach_risk": true,
"requires_executive_escalation": true
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Hand-authored development expectations fixed before inference for 17 reasonably grounded fields. Unspecified policies, compensation, confidence and automation claims are left unscored. These are not official upstream labels.",
"serial_control": false
},
{
"name": "support_16",
"title": "Support triage: 16 fields",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"sentiment": {
"type": "choice",
"instructions": "Customer emotional state",
"criteria": {
"VERY_NEGATIVE": "VERY_NEGATIVE",
"NEGATIVE": "NEGATIVE",
"NEUTRAL": "NEUTRAL",
"POSITIVE": "POSITIVE"
}
},
"severity_tier": {
"type": "choice",
"instructions": "Contractual incident severity tier",
"criteria": {
"SEV_0_CRITICAL": "SEV_0_CRITICAL",
"SEV_1_MAJOR": "SEV_1_MAJOR",
"SEV_2_MODERATE": "SEV_2_MODERATE",
"SEV_3_MINOR": "SEV_3_MINOR"
}
},
"primary_department": {
"type": "choice",
"instructions": "Primary internal department to resolve",
"criteria": {
"INFRASTRUCTURE_SRE": "INFRASTRUCTURE_SRE",
"BILLING_FINANCE": "BILLING_FINANCE",
"SECURITY_OPS": "SECURITY_OPS",
"LEGAL_COMPLIANCE": "LEGAL_COMPLIANCE",
"ENTERPRISE_SUCCESS": "ENTERPRISE_SUCCESS"
}
},
"secondary_department": {
"type": "choice",
"instructions": "Secondary coordinating department",
"criteria": {
"DATABASE_TEAM": "DATABASE_TEAM",
"NETWORK_OPS": "NETWORK_OPS",
"CORE_API": "CORE_API",
"IDENTITY_AUTH": "IDENTITY_AUTH",
"NONE": "NONE"
}
},
"sla_breach_risk": {
"type": "noul",
"instructions": "Whether contractual uptime SLA is at immediate risk"
},
"requires_executive_escalation": {
"type": "noul",
"instructions": "Whether VP/Exec team must be alerted immediately"
},
"can_resolve_autonomously": {
"type": "noul",
"instructions": "Whether automated runbook can resolve without human intervention"
},
"confidence_above_auto_threshold": {
"type": "noul",
"instructions": "Whether system decision confidence exceeds 95% threshold"
},
"churn_risk_level": {
"type": "choice",
"instructions": "Probability customer cancels contract",
"criteria": {
"LOW": "LOW",
"MEDIUM": "MEDIUM",
"HIGH": "HIGH",
"CRITICAL_IMMINENT": "CRITICAL_IMMINENT"
}
},
"refund_recommended": {
"type": "noul",
"instructions": "Whether a billing refund/credit should be issued"
},
"refund_tier": {
"type": "choice",
"instructions": "Scale of recommended financial refund",
"criteria": {
"NONE": "NONE",
"PARTIAL_CREDIT": "PARTIAL_CREDIT",
"FULL_MONTH_CREDIT": "FULL_MONTH_CREDIT",
"CUSTOM_COMPENSATION": "CUSTOM_COMPENSATION"
}
},
"requires_legal_review": {
"type": "noul",
"instructions": "Whether legal counsel must review breach claims"
},
"security_incident": {
"type": "noul",
"instructions": "Whether ticket indicates unauthorized security breach"
},
"compliance_breach": {
"type": "noul",
"instructions": "Whether regulatory compliance standard was violated"
},
"customer_tenure_tier": {
"type": "choice",
"instructions": "Customer contract classification",
"criteria": {
"ENTERPRISE_STRATEGIC": "ENTERPRISE_STRATEGIC",
"MID_MARKET": "MID_MARKET",
"GROWTH": "GROWTH",
"EARLY_STAGE": "EARLY_STAGE"
}
},
"root_cause_domain": {
"type": "choice",
"instructions": "Probable technical system domain of failure",
"criteria": {
"DNS_ROUTING": "DNS_ROUTING",
"DB_LOCKING": "DB_LOCKING",
"API_GATEWAY": "API_GATEWAY",
"BILLING_SYNC": "BILLING_SYNC",
"AUTH_TOKEN_EXPIRY": "AUTH_TOKEN_EXPIRY"
}
}
},
"expected": {
"sentiment": "VERY_NEGATIVE",
"severity_tier": "SEV_0_CRITICAL",
"primary_department": "INFRASTRUCTURE_SRE",
"sla_breach_risk": true,
"requires_executive_escalation": true,
"churn_risk_level": "CRITICAL_IMMINENT",
"refund_recommended": true,
"requires_legal_review": true,
"security_incident": false,
"compliance_breach": false,
"customer_tenure_tier": "ENTERPRISE_STRATEGIC",
"root_cause_domain": "API_GATEWAY"
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Hand-authored development expectations fixed before inference for 17 reasonably grounded fields. Unspecified policies, compensation, confidence and automation claims are left unscored. These are not official upstream labels.",
"serial_control": false
},
{
"name": "support_28",
"title": "Support triage: 28 fields",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"sentiment": {
"type": "choice",
"instructions": "Customer emotional state",
"criteria": {
"VERY_NEGATIVE": "VERY_NEGATIVE",
"NEGATIVE": "NEGATIVE",
"NEUTRAL": "NEUTRAL",
"POSITIVE": "POSITIVE"
}
},
"severity_tier": {
"type": "choice",
"instructions": "Contractual incident severity tier",
"criteria": {
"SEV_0_CRITICAL": "SEV_0_CRITICAL",
"SEV_1_MAJOR": "SEV_1_MAJOR",
"SEV_2_MODERATE": "SEV_2_MODERATE",
"SEV_3_MINOR": "SEV_3_MINOR"
}
},
"primary_department": {
"type": "choice",
"instructions": "Primary internal department to resolve",
"criteria": {
"INFRASTRUCTURE_SRE": "INFRASTRUCTURE_SRE",
"BILLING_FINANCE": "BILLING_FINANCE",
"SECURITY_OPS": "SECURITY_OPS",
"LEGAL_COMPLIANCE": "LEGAL_COMPLIANCE",
"ENTERPRISE_SUCCESS": "ENTERPRISE_SUCCESS"
}
},
"secondary_department": {
"type": "choice",
"instructions": "Secondary coordinating department",
"criteria": {
"DATABASE_TEAM": "DATABASE_TEAM",
"NETWORK_OPS": "NETWORK_OPS",
"CORE_API": "CORE_API",
"IDENTITY_AUTH": "IDENTITY_AUTH",
"NONE": "NONE"
}
},
"sla_breach_risk": {
"type": "noul",
"instructions": "Whether contractual uptime SLA is at immediate risk"
},
"requires_executive_escalation": {
"type": "noul",
"instructions": "Whether VP/Exec team must be alerted immediately"
},
"can_resolve_autonomously": {
"type": "noul",
"instructions": "Whether automated runbook can resolve without human intervention"
},
"confidence_above_auto_threshold": {
"type": "noul",
"instructions": "Whether system decision confidence exceeds 95% threshold"
},
"churn_risk_level": {
"type": "choice",
"instructions": "Probability customer cancels contract",
"criteria": {
"LOW": "LOW",
"MEDIUM": "MEDIUM",
"HIGH": "HIGH",
"CRITICAL_IMMINENT": "CRITICAL_IMMINENT"
}
},
"refund_recommended": {
"type": "noul",
"instructions": "Whether a billing refund/credit should be issued"
},
"refund_tier": {
"type": "choice",
"instructions": "Scale of recommended financial refund",
"criteria": {
"NONE": "NONE",
"PARTIAL_CREDIT": "PARTIAL_CREDIT",
"FULL_MONTH_CREDIT": "FULL_MONTH_CREDIT",
"CUSTOM_COMPENSATION": "CUSTOM_COMPENSATION"
}
},
"requires_legal_review": {
"type": "noul",
"instructions": "Whether legal counsel must review breach claims"
},
"security_incident": {
"type": "noul",
"instructions": "Whether ticket indicates unauthorized security breach"
},
"compliance_breach": {
"type": "noul",
"instructions": "Whether regulatory compliance standard was violated"
},
"customer_tenure_tier": {
"type": "choice",
"instructions": "Customer contract classification",
"criteria": {
"ENTERPRISE_STRATEGIC": "ENTERPRISE_STRATEGIC",
"MID_MARKET": "MID_MARKET",
"GROWTH": "GROWTH",
"EARLY_STAGE": "EARLY_STAGE"
}
},
"root_cause_domain": {
"type": "choice",
"instructions": "Probable technical system domain of failure",
"criteria": {
"DNS_ROUTING": "DNS_ROUTING",
"DB_LOCKING": "DB_LOCKING",
"API_GATEWAY": "API_GATEWAY",
"BILLING_SYNC": "BILLING_SYNC",
"AUTH_TOKEN_EXPIRY": "AUTH_TOKEN_EXPIRY"
}
},
"target_resolution_hours": {
"type": "choice",
"instructions": "Target turnaround SLA window",
"criteria": {
"1_HOUR": "1_HOUR",
"4_HOURS": "4_HOURS",
"12_HOURS": "12_HOURS",
"24_HOURS": "24_HOURS"
}
},
"requires_phone_call": {
"type": "noul",
"instructions": "Whether emergency live bridge call is required"
},
"notify_account_executive": {
"type": "noul",
"instructions": "Whether dedicated enterprise AE should be paged"
},
"public_status_page_incident": {
"type": "noul",
"instructions": "Whether incident should be posted to public status page"
},
"postmortem_required": {
"type": "noul",
"instructions": "Whether formal RCA postmortem document must be authored"
},
"vendor_fault": {
"type": "noul",
"instructions": "Whether outage is confirmed due to our platform"
},
"contract_penalty_applicable": {
"type": "noul",
"instructions": "Whether customer has right to claim SLA penalty credits"
},
"escalate_to_vp": {
"type": "noul",
"instructions": "Whether VP of Engineering page is warranted"
},
"customer_sentiment_trend": {
"type": "choice",
"instructions": "Direction of customer relationship sentiment",
"criteria": {
"WORSENING": "WORSENING",
"STATIC": "STATIC",
"IMPROVING": "IMPROVING"
}
},
"suggested_action": {
"type": "choice",
"instructions": "Immediate first response workflow action",
"criteria": {
"PAGE_ONCALL_SRE": "PAGE_ONCALL_SRE",
"ISSUE_CREDIT_MEMO": "ISSUE_CREDIT_MEMO",
"DISPATCH_SECURITY_TEAM": "DISPATCH_SECURITY_TEAM",
"SCHEDULE_EXEC_CALL": "SCHEDULE_EXEC_CALL"
}
},
"assigned_agent_tier": {
"type": "choice",
"instructions": "Support engineer tier required",
"criteria": {
"TIER_1": "TIER_1",
"TIER_2": "TIER_2",
"SENIOR_SRE": "SENIOR_SRE",
"DIRECTOR": "DIRECTOR"
}
},
"ticket_priority": {
"type": "choice",
"instructions": "Internal triage queue priority",
"criteria": {
"P0_EMERGENCY": "P0_EMERGENCY",
"P1_HIGH": "P1_HIGH",
"P2_NORMAL": "P2_NORMAL",
"P3_LOW": "P3_LOW"
}
}
},
"expected": {
"sentiment": "VERY_NEGATIVE",
"severity_tier": "SEV_0_CRITICAL",
"primary_department": "INFRASTRUCTURE_SRE",
"sla_breach_risk": true,
"requires_executive_escalation": true,
"churn_risk_level": "CRITICAL_IMMINENT",
"refund_recommended": true,
"requires_legal_review": true,
"security_incident": false,
"compliance_breach": false,
"customer_tenure_tier": "ENTERPRISE_STRATEGIC",
"root_cause_domain": "API_GATEWAY",
"requires_phone_call": true,
"escalate_to_vp": true,
"customer_sentiment_trend": "WORSENING",
"suggested_action": "PAGE_ONCALL_SRE",
"ticket_priority": "P0_EMERGENCY"
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Hand-authored development expectations fixed before inference for 17 reasonably grounded fields. Unspecified policies, compensation, confidence and automation claims are left unscored. These are not official upstream labels.",
"serial_control": true
},
{
"name": "code_security",
"title": "Autonomous Code Security & PR Vulnerability Triage (28 Fields)",
"text": "CI/CD PIPELINE AUDIT #PR-10822\nRepository: payment-gateway-core\nBranch: feature/direct-stripe-integration -> main\nAuthor: external-contractor-92 (First PR submitted)\nDiff Summary: +482 lines, -12 lines in src/services/charge_processor.py and config/aws.env\n\nStatic Scanner Findings:\n1. Hardcoded Plaintext AWS Root Secret: AWS_SECRET_ACCESS_KEY=\"AKIAIOSFODNN7EXAMPLE...\" committed into config/aws.env\n2. Unsanitized SQL Query Concatenation: cursor.execute(f\"SELECT * FROM users WHERE id = '{req.user_id}' AND secret = '{req.token}'\")\n3. Insecure Deserialization: pickle.loads(base64.b64decode(req.headers['X-Payload'])) detected in webhook handler.\n4. Dependency Check: Added vulnerable PyPI package 'requests-oauthlib==0.4.0' with 3 critical CVEs.\n\nDeployment Target: PRODUCTION (us-west-2 Kubernetes Cluster)\nCompliance Scope: SOC2 Type II, PCI-DSS Level 1, HIPAA\nSecurity Gate Status: FAILED_BLOCKING",
"questions": {
"is_vulnerability": {
"type": "noul",
"instructions": "Whether pull request introduces severe security vulnerabilities"
},
"primary_cwe": {
"type": "choice",
"instructions": "Primary vulnerability classification",
"criteria": {
"CWE_89_SQL_INJECTION": "CWE_89_SQL_INJECTION",
"CWE_798_HARDCODED_CREDENTIALS": "CWE_798_HARDCODED_CREDENTIALS",
"CWE_502_DESERIALIZATION": "CWE_502_DESERIALIZATION",
"CWE_20_IMPROPER_INPUT": "CWE_20_IMPROPER_INPUT"
}
},
"secondary_cwe": {
"type": "choice",
"instructions": "Secondary vulnerability indicator",
"criteria": {
"CWE_798_HARDCODED_CREDENTIALS": "CWE_798_HARDCODED_CREDENTIALS",
"CWE_1104_OUTDATED_COMPONENTS": "CWE_1104_OUTDATED_COMPONENTS",
"CWE_200_INFO_EXPOSURE": "CWE_200_INFO_EXPOSURE",
"NONE": "NONE"
}
},
"severity_level": {
"type": "choice",
"instructions": "Combined security severity tier",
"criteria": {
"CRITICAL": "CRITICAL",
"HIGH": "HIGH",
"MEDIUM": "MEDIUM",
"LOW": "LOW"
}
},
"block_pull_request": {
"type": "noul",
"instructions": "Whether CI/CD merge should be immediately blocked"
},
"quarantine_branch": {
"type": "noul",
"instructions": "Whether git branch should be locked and quarantined"
},
"credential_revocation_required": {
"type": "noul",
"instructions": "Whether AWS IAM credentials must be revoked immediately"
},
"requires_security_lead_signoff": {
"type": "noul",
"instructions": "Whether AppSec lead signature is required to unblock"
},
"exploitability_in_production": {
"type": "choice",
"instructions": "Production exploitability ease",
"criteria": {
"REMOTE_UNAUTHENTICATED": "REMOTE_UNAUTHENTICATED",
"AUTHENTICATED_USER": "AUTHENTICATED_USER",
"INTERNAL_NETWORK_ONLY": "INTERNAL_NETWORK_ONLY",
"THEORETICAL": "THEORETICAL"
}
},
"blast_radius": {
"type": "choice",
"instructions": "Potential system impact scope",
"criteria": {
"FULL_AWS_ACCOUNT": "FULL_AWS_ACCOUNT",
"DATABASE_COMPROMISE": "DATABASE_COMPROMISE",
"CONTAINER_LOCAL": "CONTAINER_LOCAL",
"NONE": "NONE"
}
},
"auto_generate_fix": {
"type": "noul",
"instructions": "Whether automated remediation patch should be PRed"
},
"remediation_effort": {
"type": "choice",
"instructions": "Estimated fix complexity",
"criteria": {
"TRIVIAL_SECRETS_ROTATION": "TRIVIAL_SECRETS_ROTATION",
"PARAMETRIZED_SQL_REFACTOR": "PARAMETRIZED_SQL_REFACTOR",
"MAJOR_ARCHITECTURE_CHANGE": "MAJOR_ARCHITECTURE_CHANGE"
}
},
"pci_dss_impact": {
"type": "noul",
"instructions": "Whether findings trigger PCI-DSS compliance breach"
},
"soc2_audit_flag": {
"type": "noul",
"instructions": "Whether finding must be logged for annual SOC2 audit"
},
"hipaa_exposure_risk": {
"type": "noul",
"instructions": "Whether patient ePHI data is exposed"
},
"secret_type_detected": {
"type": "choice",
"instructions": "Specific secret credential leaked",
"criteria": {
"AWS_ROOT_KEY": "AWS_ROOT_KEY",
"STRIPE_API_KEY": "STRIPE_API_KEY",
"DATABASE_PASSWORD": "DATABASE_PASSWORD",
"NONE": "NONE"
}
},
"target_environment": {
"type": "choice",
"instructions": "Destination deployment environment",
"criteria": {
"PRODUCTION_CLUSTER": "PRODUCTION_CLUSTER",
"STAGING_ENVIRONMENT": "STAGING_ENVIRONMENT",
"LOCAL_DEV": "LOCAL_DEV"
}
},
"notify_ciso": {
"type": "noul",
"instructions": "Whether CISO must be paged on mobile"
},
"requires_immediate_patch": {
"type": "noul",
"instructions": "Whether zero-day emergency patch window applies"
},
"jira_ticket_priority": {
"type": "choice",
"instructions": "Jira security queue priority",
"criteria": {
"P0_BLOCKER": "P0_BLOCKER",
"P1_CRITICAL": "P1_CRITICAL",
"P2_MAJOR": "P2_MAJOR",
"P3_MINOR": "P3_MINOR"
}
},
"assigned_team": {
"type": "choice",
"instructions": "Primary team responsible for remediation",
"criteria": {
"APP_SEC_TEAM": "APP_SEC_TEAM",
"INFRA_CLOUD_SEC": "INFRA_CLOUD_SEC",
"CORE_BACKEND": "CORE_BACKEND",
"DEVOPS_PLATFORM": "DEVOPS_PLATFORM"
}
},
"false_positive_risk": {
"type": "choice",
"instructions": "Likelihood of false positive scan finding",
"criteria": {
"ALMOST_ZERO": "ALMOST_ZERO",
"LOW": "LOW",
"MODERATE": "MODERATE",
"HIGH": "HIGH"
}
},
"public_cve_match": {
"type": "noul",
"instructions": "Whether findings match known public CVE databases"
},
"auto_merge_allowed": {
"type": "noul",
"instructions": "Whether branch can merge under any circumstance"
},
"container_escape_risk": {
"type": "noul",
"instructions": "Whether vulnerability allows Docker/Kubernetes container breakout"
},
"data_exfiltration_risk": {
"type": "choice",
"instructions": "Risk of bulk sensitive data theft",
"criteria": {
"CATASTROPHIC": "CATASTROPHIC",
"HIGH": "HIGH",
"MODERATE": "MODERATE",
"NEGLIGIBLE": "NEGLIGIBLE"
}
},
"author_trust_score": {
"type": "choice",
"instructions": "Author risk profile evaluation",
"criteria": {
"UNTRUSTED_EXTERNAL": "UNTRUSTED_EXTERNAL",
"NEW_EMPLOYEE": "NEW_EMPLOYEE",
"VERIFIED_STAFF": "VERIFIED_STAFF",
"CORE_MAINTAINER": "CORE_MAINTAINER"
}
},
"security_gate_status": {
"type": "choice",
"instructions": "Final policy engine disposition",
"criteria": {
"FAILED_BLOCKING": "FAILED_BLOCKING",
"WARNING_OVERRIDABLE": "WARNING_OVERRIDABLE",
"PASSED": "PASSED"
}
}
},
"expected": {
"is_vulnerability": true,
"severity_level": "CRITICAL",
"block_pull_request": true,
"credential_revocation_required": true,
"secret_type_detected": "AWS_ROOT_KEY",
"target_environment": "PRODUCTION_CLUSTER",
"public_cve_match": true,
"auto_merge_allowed": false,
"author_trust_score": "UNTRUSTED_EXTERNAL",
"security_gate_status": "FAILED_BLOCKING"
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/code_security.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "79b592ced937b63735ae7179181e424344977580f13b3a5c2a88b17c27a4d3b1",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Ten development expectations based on the hypothetical scanner report; no real vulnerability or compliance finding is established.",
"serial_control": false
},
{
"name": "inbox_32",
"title": "Eight customer messages, four classifications each",
"text": "CUSTOMER INBOX\n\nM01: I cannot sign in because my password reset link is broken. This is frustrating. Please fix it today.\n\nM02: You charged me twice. I am angry about the duplicate payment. Please refund the extra charge today.\n\nM03: My parcel arrived damaged and late. This delivery was awful. Please send a replacement next week.\n\nM04: The app crashes whenever I open settings. This bug is terrible. Please repair it today.\n\nM05: A dark mode would be wonderful. I love the app. Please add dark mode next week.\n\nM06: Please delete the personal information stored in my account next week.\n\nM07: Please cancel my subscription today.\n\nM08: Everything works beautifully. I love this product. Thank you! No action is needed.",
"questions": {
"m01_topic": {
"type": "choice",
"instructions": "What is the main topic of message M01? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m01_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M01? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m01_action": {
"type": "noul",
"instructions": "Does message M01 request an action from the company?"
},
"m01_deadline": {
"type": "score",
"instructions": "What deadline does message M01 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m02_topic": {
"type": "choice",
"instructions": "What is the main topic of message M02? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m02_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M02? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m02_action": {
"type": "noul",
"instructions": "Does message M02 request an action from the company?"
},
"m02_deadline": {
"type": "score",
"instructions": "What deadline does message M02 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m03_topic": {
"type": "choice",
"instructions": "What is the main topic of message M03? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m03_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M03? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m03_action": {
"type": "noul",
"instructions": "Does message M03 request an action from the company?"
},
"m03_deadline": {
"type": "score",
"instructions": "What deadline does message M03 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m04_topic": {
"type": "choice",
"instructions": "What is the main topic of message M04? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m04_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M04? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m04_action": {
"type": "noul",
"instructions": "Does message M04 request an action from the company?"
},
"m04_deadline": {
"type": "score",
"instructions": "What deadline does message M04 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m05_topic": {
"type": "choice",
"instructions": "What is the main topic of message M05? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m05_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M05? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m05_action": {
"type": "noul",
"instructions": "Does message M05 request an action from the company?"
},
"m05_deadline": {
"type": "score",
"instructions": "What deadline does message M05 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m06_topic": {
"type": "choice",
"instructions": "What is the main topic of message M06? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m06_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M06? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m06_action": {
"type": "noul",
"instructions": "Does message M06 request an action from the company?"
},
"m06_deadline": {
"type": "score",
"instructions": "What deadline does message M06 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m07_topic": {
"type": "choice",
"instructions": "What is the main topic of message M07? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m07_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M07? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m07_action": {
"type": "noul",
"instructions": "Does message M07 request an action from the company?"
},
"m07_deadline": {
"type": "score",
"instructions": "What deadline does message M07 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
},
"m08_topic": {
"type": "choice",
"instructions": "What is the main topic of message M08? Use only this message.",
"criteria": {
"Login": "Login",
"Billing": "Billing",
"Delivery": "Delivery",
"Bug": "Bug",
"Feature": "Feature",
"Privacy": "Privacy",
"Cancellation": "Cancellation",
"Praise": "Praise"
}
},
"m08_sentiment": {
"type": "choice",
"instructions": "What sentiment is explicitly expressed in message M08? A polite request without emotional language is Neutral.",
"criteria": {
"Negative": "Negative",
"Neutral": "Neutral",
"Positive": "Positive"
}
},
"m08_action": {
"type": "noul",
"instructions": "Does message M08 request an action from the company?"
},
"m08_deadline": {
"type": "score",
"instructions": "What deadline does message M08 explicitly request?",
"criteria": [
"No deadline stated",
"Next week",
"Today"
]
}
},
"expected": {
"m01_topic": "Login",
"m01_sentiment": "Negative",
"m01_action": true,
"m01_deadline": 2,
"m02_topic": "Billing",
"m02_sentiment": "Negative",
"m02_action": true,
"m02_deadline": 2,
"m03_topic": "Delivery",
"m03_sentiment": "Negative",
"m03_action": true,
"m03_deadline": 1,
"m04_topic": "Bug",
"m04_sentiment": "Negative",
"m04_action": true,
"m04_deadline": 2,
"m05_topic": "Feature",
"m05_sentiment": "Positive",
"m05_action": true,
"m05_deadline": 1,
"m06_topic": "Privacy",
"m06_sentiment": "Neutral",
"m06_action": true,
"m06_deadline": 1,
"m07_topic": "Cancellation",
"m07_sentiment": "Neutral",
"m07_action": true,
"m07_deadline": 2,
"m08_topic": "Praise",
"m08_sentiment": "Positive",
"m08_action": false,
"m08_deadline": 0
},
"expected_note": "Synthetic development example with expectations authored before inference. Each question refers only to the named message.",
"source": {
"kind": "original synthetic fixture"
},
"serial_control": true
},
{
"name": "ticket_flags_32",
"title": "32 independent incident facts from one shared ticket",
"text": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1",
"questions": {
"facts": {
"type": "independent",
"instructions": "For each proposition, is it explicitly supported by the ticket? Treat unmentioned claims as false.",
"criteria": {
"production": "The affected environment is production",
"staging": "The affected environment is staging",
"us_east": "The affected API region is US-East",
"eu_west": "The affected API region is EU-West",
"checkout_down": "The checkout service is failing",
"login_down": "The ticket reports a login failure",
"http_502": "The API returns HTTP 502 errors",
"http_401": "The API returns HTTP 401 errors",
"post_charges": "POST /v2/charges requests are affected",
"get_catalog": "GET /v2/catalog requests are affected",
"duration_48": "The outage has lasted 48 minutes",
"duration_5": "The outage has lasted five minutes",
"duplicate_bill": "The ticket reports double billing",
"password_reset": "The ticket requests a password reset",
"refund": "The customer explicitly demands a refund",
"upgrade": "The customer explicitly requests an upgrade",
"phone_bridge": "The customer requests an immediate phone bridge",
"email_only": "The customer requests communication only by email",
"vp_engineering": "The customer asks to speak with the VP of Engineering",
"sales_demo": "The customer asks for a sales demonstration",
"termination_threat": "The customer threatens contract termination",
"contract_renewal": "The customer promises to renew the contract",
"legal_counsel": "The customer mentions legal counsel",
"data_breach": "The ticket explicitly reports stolen customer data",
"sla_9999": "The stated availability SLA is 99.99 percent",
"sla_90": "The stated availability SLA is 90 percent",
"enterprise": "The account is a strategic enterprise customer",
"free_trial": "The account is described as a free trial",
"invoice": "An invoice identifier is present",
"resolved": "The outage is already resolved",
"revenue_loss": "The customer reports lost transaction revenue",
"happy": "The customer expresses satisfaction with current service"
}
}
},
"expected": {
"facts": {
"production": true,
"staging": false,
"us_east": true,
"eu_west": false,
"checkout_down": true,
"login_down": false,
"http_502": true,
"http_401": false,
"post_charges": true,
"get_catalog": false,
"duration_48": true,
"duration_5": false,
"duplicate_bill": true,
"password_reset": false,
"refund": true,
"upgrade": false,
"phone_bridge": true,
"email_only": false,
"vp_engineering": true,
"sales_demo": false,
"termination_threat": true,
"contract_renewal": false,
"legal_counsel": true,
"data_breach": false,
"sla_9999": true,
"sla_90": false,
"enterprise": true,
"free_trial": false,
"invoice": true,
"resolved": false,
"revenue_loss": true,
"happy": false
}
},
"expected_note": "32 explicit factual propositions, balanced 16 true / 16 false, labeled before inference. State is adapted from the cited support demo.",
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/support_triage.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "dcad89d77955893b1db6488e467a5ebe50b9e0376b8835dfb58132edea636fcc",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"serial_control": true
},
{
"name": "catalog_16",
"title": "Catalog routing: 16 choices plus three companion fields",
"text": "CUSTOMS CLEARANCE INVOICE #AIR-60291\nShipper: Precision AeroForgings GmbH, Stuttgart, Germany\nConsignee: Lockheed Skyworks Defense Facility, Fort Worth, TX, USA\nItem Description: Batch of 5,000 aerospace-grade titanium alloy hex-flange structural fasteners (Ti-6Al-4V Grade 5) with anodized dry-film anti-galling lubricant coating. Specifically milled and certified under Aerospace Standard AS9500 for turbine rotor assembly in commercial and defense propulsion modules.\nGross Weight: 240 kg\nDeclared Value: ,500 USD\nITAR / Dual-Use Assessment: Requires verification of Defense Logistics Agency (DLA) end-user certificate.",
"questions": {
"customs_category": {
"type": "choice",
"instructions": "The exact Harmonized Tariff HS code category chosen from 255 international commodity classes.",
"criteria": {
"CAT_012_Lac_Gums_&_Resins": "CAT_012_Lac_Gums_&_Resins",
"CAT_039_Raw_Hides_&_Skins_&_Leather": "CAT_039_Raw_Hides_&_Skins_&_Leather",
"CAT_078_Other_Base_Metals_&_Cermets": "CAT_078_Other_Base_Metals_&_Cermets",
"CAT_083_Railway_or_Tramway_Locomotives": "CAT_083_Railway_or_Tramway_Locomotives",
"CAT_090_Arms_&_Ammunition_&_Parts": "CAT_090_Arms_&_Ammunition_&_Parts",
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts": "CAT_095_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_111_Oil_Seeds_&_Oleaginous": "CAT_111_Oil_Seeds_&_Oleaginous",
"CAT_156_Special_Woven_Fabrics_&_Lace": "CAT_156_Special_Woven_Fabrics_&_Lace",
"CAT_159_Apparel_Articles_Knitted": "CAT_159_Apparel_Articles_Knitted",
"CAT_161_Other_Made_Up_Textile_Articles": "CAT_161_Other_Made_Up_Textile_Articles",
"CAT_169_Natural_or_Cultured_Pearls_&_Gems": "CAT_169_Natural_or_Cultured_Pearls_&_Gems",
"CAT_206_Edible_Vegetables": "CAT_206_Edible_Vegetables",
"CAT_211_Oil_Seeds_&_Oleaginous": "CAT_211_Oil_Seeds_&_Oleaginous",
"CAT_223_Salt_Sulfur_Earth_&_Stone": "CAT_223_Salt_Sulfur_Earth_&_Stone",
"CAT_226_Inorganic_Chemicals_&_Compounds": "CAT_226_Inorganic_Chemicals_&_Compounds",
"CAT_235_Photographic_or_Cinematographic": "CAT_235_Photographic_or_Cinematographic"
}
},
"export_license_required": {
"type": "noul",
"instructions": "Whether this item requires a specialized export/import defense trade license."
},
"is_dual_use_goods": {
"type": "noul",
"instructions": "Whether the goods qualify as dual-use (commercial and military applicability)."
},
"inspection_priority": {
"type": "choice",
"instructions": "Customs border inspection protocol tier.",
"criteria": {
"STANDARD_FAST_TRACK": "STANDARD_FAST_TRACK",
"RANDOM_SCREENING": "RANDOM_SCREENING",
"HOLD_PHYSICAL_LAB_INSPECTION": "HOLD_PHYSICAL_LAB_INSPECTION"
}
}
},
"expected": {
"customs_category": [
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts"
]
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/high_cardinality_255.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "2beff0679b0cd0b9406540d046b1a3ae2e153e12a8ecf18d8d6bb16fc96e57b6",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Only matching the synthetic item description to the candidate category is scored. Duplicate category descriptions under different IDs are equivalent. Other fields have no annotated truth. This is not a legal tariff assessment.",
"serial_control": false
},
{
"name": "catalog_64",
"title": "Catalog routing: 64 choices plus three companion fields",
"text": "CUSTOMS CLEARANCE INVOICE #AIR-60291\nShipper: Precision AeroForgings GmbH, Stuttgart, Germany\nConsignee: Lockheed Skyworks Defense Facility, Fort Worth, TX, USA\nItem Description: Batch of 5,000 aerospace-grade titanium alloy hex-flange structural fasteners (Ti-6Al-4V Grade 5) with anodized dry-film anti-galling lubricant coating. Specifically milled and certified under Aerospace Standard AS9500 for turbine rotor assembly in commercial and defense propulsion modules.\nGross Weight: 240 kg\nDeclared Value: ,500 USD\nITAR / Dual-Use Assessment: Requires verification of Defense Logistics Agency (DLA) end-user certificate.",
"questions": {
"customs_category": {
"type": "choice",
"instructions": "The exact Harmonized Tariff HS code category chosen from 255 international commodity classes.",
"criteria": {
"CAT_011_Oil_Seeds_&_Oleaginous": "CAT_011_Oil_Seeds_&_Oleaginous",
"CAT_012_Lac_Gums_&_Resins": "CAT_012_Lac_Gums_&_Resins",
"CAT_016_Sugars_&_Sugar_Confectionery": "CAT_016_Sugars_&_Sugar_Confectionery",
"CAT_025_Mineral_Fuels_&_Mineral_Oils": "CAT_025_Mineral_Fuels_&_Mineral_Oils",
"CAT_028_Pharmaceutical_Products": "CAT_028_Pharmaceutical_Products",
"CAT_029_Fertilizers": "CAT_029_Fertilizers",
"CAT_031_Essential_Oils_&_Resinoids": "CAT_031_Essential_Oils_&_Resinoids",
"CAT_033_Albuminoidal_Substances_&_Glues": "CAT_033_Albuminoidal_Substances_&_Glues",
"CAT_039_Raw_Hides_&_Skins_&_Leather": "CAT_039_Raw_Hides_&_Skins_&_Leather",
"CAT_040_Leather_Articles_&_Saddlery": "CAT_040_Leather_Articles_&_Saddlery",
"CAT_046_Paper_&_Paperboard_Articles": "CAT_046_Paper_&_Paperboard_Articles",
"CAT_048_Silk_&_Woven_Fabrics": "CAT_048_Silk_&_Woven_Fabrics",
"CAT_051_Other_Vegetable_Textile_Fibers": "CAT_051_Other_Vegetable_Textile_Fibers",
"CAT_055_Carpets_&_Textile_Floor_Coverings": "CAT_055_Carpets_&_Textile_Floor_Coverings",
"CAT_057_Impregnated_Coated_Textile_Fabrics": "CAT_057_Impregnated_Coated_Textile_Fabrics",
"CAT_060_Apparel_Articles_Not_Knitted": "CAT_060_Apparel_Articles_Not_Knitted",
"CAT_062_Footwear_Gaiters_&_Parts": "CAT_062_Footwear_Gaiters_&_Parts",
"CAT_066_Articles_of_Stone_Plaster_Cement": "CAT_066_Articles_of_Stone_Plaster_Cement",
"CAT_067_Ceramic_Products": "CAT_067_Ceramic_Products",
"CAT_071_Articles_of_Iron_or_Steel": "CAT_071_Articles_of_Iron_or_Steel",
"CAT_074_Aluminum_&_Articles_Thereof": "CAT_074_Aluminum_&_Articles_Thereof",
"CAT_078_Other_Base_Metals_&_Cermets": "CAT_078_Other_Base_Metals_&_Cermets",
"CAT_083_Railway_or_Tramway_Locomotives": "CAT_083_Railway_or_Tramway_Locomotives",
"CAT_086_Ships_Boats_&_Floating_Structures": "CAT_086_Ships_Boats_&_Floating_Structures",
"CAT_090_Arms_&_Ammunition_&_Parts": "CAT_090_Arms_&_Ammunition_&_Parts",
"CAT_091_Furniture_Bedding_Mattresses": "CAT_091_Furniture_Bedding_Mattresses",
"CAT_094_Works_of_Art_Collectors_Pieces": "CAT_094_Works_of_Art_Collectors_Pieces",
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts": "CAT_095_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_097_Inertial_Guidance_Gyroscopes": "CAT_097_Inertial_Guidance_Gyroscopes",
"CAT_108_Coffee_&_Tea_Spices": "CAT_108_Coffee_&_Tea_Spices",
"CAT_111_Oil_Seeds_&_Oleaginous": "CAT_111_Oil_Seeds_&_Oleaginous",
"CAT_127_Organic_Chemicals": "CAT_127_Organic_Chemicals",
"CAT_128_Pharmaceutical_Products": "CAT_128_Pharmaceutical_Products",
"CAT_130_Tanning_or_Dyeing_Extracts": "CAT_130_Tanning_or_Dyeing_Extracts",
"CAT_140_Leather_Articles_&_Saddlery": "CAT_140_Leather_Articles_&_Saddlery",
"CAT_141_Furskins_&_Artificial_Fur": "CAT_141_Furskins_&_Artificial_Fur",
"CAT_143_Cork_&_Articles_of_Cork": "CAT_143_Cork_&_Articles_of_Cork",
"CAT_151_Other_Vegetable_Textile_Fibers": "CAT_151_Other_Vegetable_Textile_Fibers",
"CAT_154_Wadding_Felt_&_Nonwovens": "CAT_154_Wadding_Felt_&_Nonwovens",
"CAT_155_Carpets_&_Textile_Floor_Coverings": "CAT_155_Carpets_&_Textile_Floor_Coverings",
"CAT_156_Special_Woven_Fabrics_&_Lace": "CAT_156_Special_Woven_Fabrics_&_Lace",
"CAT_159_Apparel_Articles_Knitted": "CAT_159_Apparel_Articles_Knitted",
"CAT_161_Other_Made_Up_Textile_Articles": "CAT_161_Other_Made_Up_Textile_Articles",
"CAT_166_Articles_of_Stone_Plaster_Cement": "CAT_166_Articles_of_Stone_Plaster_Cement",
"CAT_169_Natural_or_Cultured_Pearls_&_Gems": "CAT_169_Natural_or_Cultured_Pearls_&_Gems",
"CAT_171_Articles_of_Iron_or_Steel": "CAT_171_Articles_of_Iron_or_Steel",
"CAT_176_Zinc_&_Articles_Thereof": "CAT_176_Zinc_&_Articles_Thereof",
"CAT_190_Arms_&_Ammunition_&_Parts": "CAT_190_Arms_&_Ammunition_&_Parts",
"CAT_195_Aerospace_Titanium_Fasteners_&_Bolts": "CAT_195_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_203_Dairy_&_Birds_Eggs": "CAT_203_Dairy_&_Birds_Eggs",
"CAT_206_Edible_Vegetables": "CAT_206_Edible_Vegetables",
"CAT_211_Oil_Seeds_&_Oleaginous": "CAT_211_Oil_Seeds_&_Oleaginous",
"CAT_212_Lac_Gums_&_Resins": "CAT_212_Lac_Gums_&_Resins",
"CAT_216_Sugars_&_Sugar_Confectionery": "CAT_216_Sugars_&_Sugar_Confectionery",
"CAT_219_Vegetable_Preparations": "CAT_219_Vegetable_Preparations",
"CAT_221_Residues_&_Animal_Fodder": "CAT_221_Residues_&_Animal_Fodder",
"CAT_222_Tobacco_&_Manufactured_Substitutes": "CAT_222_Tobacco_&_Manufactured_Substitutes",
"CAT_223_Salt_Sulfur_Earth_&_Stone": "CAT_223_Salt_Sulfur_Earth_&_Stone",
"CAT_226_Inorganic_Chemicals_&_Compounds": "CAT_226_Inorganic_Chemicals_&_Compounds",
"CAT_235_Photographic_or_Cinematographic": "CAT_235_Photographic_or_Cinematographic",
"CAT_239_Raw_Hides_&_Skins_&_Leather": "CAT_239_Raw_Hides_&_Skins_&_Leather",
"CAT_242_Wood_&_Articles_of_Wood": "CAT_242_Wood_&_Articles_of_Wood",
"CAT_244_Manufactures_of_Straw_&_Esparto": "CAT_244_Manufactures_of_Straw_&_Esparto",
"CAT_248_Silk_&_Woven_Fabrics": "CAT_248_Silk_&_Woven_Fabrics"
}
},
"export_license_required": {
"type": "noul",
"instructions": "Whether this item requires a specialized export/import defense trade license."
},
"is_dual_use_goods": {
"type": "noul",
"instructions": "Whether the goods qualify as dual-use (commercial and military applicability)."
},
"inspection_priority": {
"type": "choice",
"instructions": "Customs border inspection protocol tier.",
"criteria": {
"STANDARD_FAST_TRACK": "STANDARD_FAST_TRACK",
"RANDOM_SCREENING": "RANDOM_SCREENING",
"HOLD_PHYSICAL_LAB_INSPECTION": "HOLD_PHYSICAL_LAB_INSPECTION"
}
}
},
"expected": {
"customs_category": [
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_195_Aerospace_Titanium_Fasteners_&_Bolts"
]
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/high_cardinality_255.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "2beff0679b0cd0b9406540d046b1a3ae2e153e12a8ecf18d8d6bb16fc96e57b6",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Only matching the synthetic item description to the candidate category is scored. Duplicate category descriptions under different IDs are equivalent. Other fields have no annotated truth. This is not a legal tariff assessment.",
"serial_control": false
},
{
"name": "catalog_255",
"title": "Catalog routing: 255 choices plus three companion fields",
"text": "CUSTOMS CLEARANCE INVOICE #AIR-60291\nShipper: Precision AeroForgings GmbH, Stuttgart, Germany\nConsignee: Lockheed Skyworks Defense Facility, Fort Worth, TX, USA\nItem Description: Batch of 5,000 aerospace-grade titanium alloy hex-flange structural fasteners (Ti-6Al-4V Grade 5) with anodized dry-film anti-galling lubricant coating. Specifically milled and certified under Aerospace Standard AS9500 for turbine rotor assembly in commercial and defense propulsion modules.\nGross Weight: 240 kg\nDeclared Value: ,500 USD\nITAR / Dual-Use Assessment: Requires verification of Defense Logistics Agency (DLA) end-user certificate.",
"questions": {
"customs_category": {
"type": "choice",
"instructions": "The exact Harmonized Tariff HS code category chosen from 255 international commodity classes.",
"criteria": {
"CAT_000_Live_Animals": "CAT_000_Live_Animals",
"CAT_001_Meat_&_Edible_Offal": "CAT_001_Meat_&_Edible_Offal",
"CAT_002_Fish_&_Seafood": "CAT_002_Fish_&_Seafood",
"CAT_003_Dairy_&_Birds_Eggs": "CAT_003_Dairy_&_Birds_Eggs",
"CAT_004_Animal_Origin_Products": "CAT_004_Animal_Origin_Products",
"CAT_005_Live_Trees_&_Plants": "CAT_005_Live_Trees_&_Plants",
"CAT_006_Edible_Vegetables": "CAT_006_Edible_Vegetables",
"CAT_007_Edible_Fruits_&_Nuts": "CAT_007_Edible_Fruits_&_Nuts",
"CAT_008_Coffee_&_Tea_Spices": "CAT_008_Coffee_&_Tea_Spices",
"CAT_009_Cereals_&_Grains": "CAT_009_Cereals_&_Grains",
"CAT_010_Milling_Industry_Products": "CAT_010_Milling_Industry_Products",
"CAT_011_Oil_Seeds_&_Oleaginous": "CAT_011_Oil_Seeds_&_Oleaginous",
"CAT_012_Lac_Gums_&_Resins": "CAT_012_Lac_Gums_&_Resins",
"CAT_013_Vegetable_Plaiting_Materials": "CAT_013_Vegetable_Plaiting_Materials",
"CAT_014_Animal_&_Vegetable_Fats": "CAT_014_Animal_&_Vegetable_Fats",
"CAT_015_Meat_&_Fish_Preparations": "CAT_015_Meat_&_Fish_Preparations",
"CAT_016_Sugars_&_Sugar_Confectionery": "CAT_016_Sugars_&_Sugar_Confectionery",
"CAT_017_Cocoa_&_Cocoa_Preparations": "CAT_017_Cocoa_&_Cocoa_Preparations",
"CAT_018_Cereal_&_Flour_Preparations": "CAT_018_Cereal_&_Flour_Preparations",
"CAT_019_Vegetable_Preparations": "CAT_019_Vegetable_Preparations",
"CAT_020_Beverages_Spirits_&_Vinegar": "CAT_020_Beverages_Spirits_&_Vinegar",
"CAT_021_Residues_&_Animal_Fodder": "CAT_021_Residues_&_Animal_Fodder",
"CAT_022_Tobacco_&_Manufactured_Substitutes": "CAT_022_Tobacco_&_Manufactured_Substitutes",
"CAT_023_Salt_Sulfur_Earth_&_Stone": "CAT_023_Salt_Sulfur_Earth_&_Stone",
"CAT_024_Ores_Slag_&_Ash": "CAT_024_Ores_Slag_&_Ash",
"CAT_025_Mineral_Fuels_&_Mineral_Oils": "CAT_025_Mineral_Fuels_&_Mineral_Oils",
"CAT_026_Inorganic_Chemicals_&_Compounds": "CAT_026_Inorganic_Chemicals_&_Compounds",
"CAT_027_Organic_Chemicals": "CAT_027_Organic_Chemicals",
"CAT_028_Pharmaceutical_Products": "CAT_028_Pharmaceutical_Products",
"CAT_029_Fertilizers": "CAT_029_Fertilizers",
"CAT_030_Tanning_or_Dyeing_Extracts": "CAT_030_Tanning_or_Dyeing_Extracts",
"CAT_031_Essential_Oils_&_Resinoids": "CAT_031_Essential_Oils_&_Resinoids",
"CAT_032_Soap_&_Lubricating_Preparations": "CAT_032_Soap_&_Lubricating_Preparations",
"CAT_033_Albuminoidal_Substances_&_Glues": "CAT_033_Albuminoidal_Substances_&_Glues",
"CAT_034_Explosives_&_Pyrotechnic_Products": "CAT_034_Explosives_&_Pyrotechnic_Products",
"CAT_035_Photographic_or_Cinematographic": "CAT_035_Photographic_or_Cinematographic",
"CAT_036_Miscellaneous_Chemical_Products": "CAT_036_Miscellaneous_Chemical_Products",
"CAT_037_Plastics_&_Articles_Thereof": "CAT_037_Plastics_&_Articles_Thereof",
"CAT_038_Rubber_&_Articles_Thereof": "CAT_038_Rubber_&_Articles_Thereof",
"CAT_039_Raw_Hides_&_Skins_&_Leather": "CAT_039_Raw_Hides_&_Skins_&_Leather",
"CAT_040_Leather_Articles_&_Saddlery": "CAT_040_Leather_Articles_&_Saddlery",
"CAT_041_Furskins_&_Artificial_Fur": "CAT_041_Furskins_&_Artificial_Fur",
"CAT_042_Wood_&_Articles_of_Wood": "CAT_042_Wood_&_Articles_of_Wood",
"CAT_043_Cork_&_Articles_of_Cork": "CAT_043_Cork_&_Articles_of_Cork",
"CAT_044_Manufactures_of_Straw_&_Esparto": "CAT_044_Manufactures_of_Straw_&_Esparto",
"CAT_045_Pulp_of_Wood_or_Cellulosic": "CAT_045_Pulp_of_Wood_or_Cellulosic",
"CAT_046_Paper_&_Paperboard_Articles": "CAT_046_Paper_&_Paperboard_Articles",
"CAT_047_Printed_Books_&_Periodicals": "CAT_047_Printed_Books_&_Periodicals",
"CAT_048_Silk_&_Woven_Fabrics": "CAT_048_Silk_&_Woven_Fabrics",
"CAT_049_Wool_&_Fine_Animal_Hair": "CAT_049_Wool_&_Fine_Animal_Hair",
"CAT_050_Cotton_&_Cotton_Fabrics": "CAT_050_Cotton_&_Cotton_Fabrics",
"CAT_051_Other_Vegetable_Textile_Fibers": "CAT_051_Other_Vegetable_Textile_Fibers",
"CAT_052_Man-Made_Filaments_&_Strip": "CAT_052_Man-Made_Filaments_&_Strip",
"CAT_053_Man-Made_Staple_Fibers": "CAT_053_Man-Made_Staple_Fibers",
"CAT_054_Wadding_Felt_&_Nonwovens": "CAT_054_Wadding_Felt_&_Nonwovens",
"CAT_055_Carpets_&_Textile_Floor_Coverings": "CAT_055_Carpets_&_Textile_Floor_Coverings",
"CAT_056_Special_Woven_Fabrics_&_Lace": "CAT_056_Special_Woven_Fabrics_&_Lace",
"CAT_057_Impregnated_Coated_Textile_Fabrics": "CAT_057_Impregnated_Coated_Textile_Fabrics",
"CAT_058_Knitted_or_Crocheted_Fabrics": "CAT_058_Knitted_or_Crocheted_Fabrics",
"CAT_059_Apparel_Articles_Knitted": "CAT_059_Apparel_Articles_Knitted",
"CAT_060_Apparel_Articles_Not_Knitted": "CAT_060_Apparel_Articles_Not_Knitted",
"CAT_061_Other_Made_Up_Textile_Articles": "CAT_061_Other_Made_Up_Textile_Articles",
"CAT_062_Footwear_Gaiters_&_Parts": "CAT_062_Footwear_Gaiters_&_Parts",
"CAT_063_Headgear_&_Parts_Thereof": "CAT_063_Headgear_&_Parts_Thereof",
"CAT_064_Umbrellas_Walking_Sticks_&_Whips": "CAT_064_Umbrellas_Walking_Sticks_&_Whips",
"CAT_065_Prepared_Feathers_&_Down": "CAT_065_Prepared_Feathers_&_Down",
"CAT_066_Articles_of_Stone_Plaster_Cement": "CAT_066_Articles_of_Stone_Plaster_Cement",
"CAT_067_Ceramic_Products": "CAT_067_Ceramic_Products",
"CAT_068_Glass_&_Glassware": "CAT_068_Glass_&_Glassware",
"CAT_069_Natural_or_Cultured_Pearls_&_Gems": "CAT_069_Natural_or_Cultured_Pearls_&_Gems",
"CAT_070_Iron_&_Steel_Primary": "CAT_070_Iron_&_Steel_Primary",
"CAT_071_Articles_of_Iron_or_Steel": "CAT_071_Articles_of_Iron_or_Steel",
"CAT_072_Copper_&_Articles_Thereof": "CAT_072_Copper_&_Articles_Thereof",
"CAT_073_Nickel_&_Articles_Thereof": "CAT_073_Nickel_&_Articles_Thereof",
"CAT_074_Aluminum_&_Articles_Thereof": "CAT_074_Aluminum_&_Articles_Thereof",
"CAT_075_Lead_&_Articles_Thereof": "CAT_075_Lead_&_Articles_Thereof",
"CAT_076_Zinc_&_Articles_Thereof": "CAT_076_Zinc_&_Articles_Thereof",
"CAT_077_Tin_&_Articles_Thereof": "CAT_077_Tin_&_Articles_Thereof",
"CAT_078_Other_Base_Metals_&_Cermets": "CAT_078_Other_Base_Metals_&_Cermets",
"CAT_079_Tools_Implements_Cutlery": "CAT_079_Tools_Implements_Cutlery",
"CAT_080_Miscellaneous_Articles_of_Base_Metal": "CAT_080_Miscellaneous_Articles_of_Base_Metal",
"CAT_081_Nuclear_Reactors_Boilers_Machinery": "CAT_081_Nuclear_Reactors_Boilers_Machinery",
"CAT_082_Electrical_Machinery_&_Equipment": "CAT_082_Electrical_Machinery_&_Equipment",
"CAT_083_Railway_or_Tramway_Locomotives": "CAT_083_Railway_or_Tramway_Locomotives",
"CAT_084_Vehicles_Other_Than_Railway": "CAT_084_Vehicles_Other_Than_Railway",
"CAT_085_Aircraft_Spacecraft_&_Parts": "CAT_085_Aircraft_Spacecraft_&_Parts",
"CAT_086_Ships_Boats_&_Floating_Structures": "CAT_086_Ships_Boats_&_Floating_Structures",
"CAT_087_Optical_Photographic_Cinematographic": "CAT_087_Optical_Photographic_Cinematographic",
"CAT_088_Clocks_&_Watches_&_Parts": "CAT_088_Clocks_&_Watches_&_Parts",
"CAT_089_Musical_Instruments_&_Parts": "CAT_089_Musical_Instruments_&_Parts",
"CAT_090_Arms_&_Ammunition_&_Parts": "CAT_090_Arms_&_Ammunition_&_Parts",
"CAT_091_Furniture_Bedding_Mattresses": "CAT_091_Furniture_Bedding_Mattresses",
"CAT_092_Toys_Games_&_Sports_Requisites": "CAT_092_Toys_Games_&_Sports_Requisites",
"CAT_093_Miscellaneous_Manufactured_Articles": "CAT_093_Miscellaneous_Manufactured_Articles",
"CAT_094_Works_of_Art_Collectors_Pieces": "CAT_094_Works_of_Art_Collectors_Pieces",
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts": "CAT_095_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_096_Precision_CNC_Rotary_Turbines": "CAT_096_Precision_CNC_Rotary_Turbines",
"CAT_097_Inertial_Guidance_Gyroscopes": "CAT_097_Inertial_Guidance_Gyroscopes",
"CAT_098_Satellite_Telemetry_Transceivers": "CAT_098_Satellite_Telemetry_Transceivers",
"CAT_099_Semiconductor_Lithography_Masks": "CAT_099_Semiconductor_Lithography_Masks",
"CAT_100_Live_Animals": "CAT_100_Live_Animals",
"CAT_101_Meat_&_Edible_Offal": "CAT_101_Meat_&_Edible_Offal",
"CAT_102_Fish_&_Seafood": "CAT_102_Fish_&_Seafood",
"CAT_103_Dairy_&_Birds_Eggs": "CAT_103_Dairy_&_Birds_Eggs",
"CAT_104_Animal_Origin_Products": "CAT_104_Animal_Origin_Products",
"CAT_105_Live_Trees_&_Plants": "CAT_105_Live_Trees_&_Plants",
"CAT_106_Edible_Vegetables": "CAT_106_Edible_Vegetables",
"CAT_107_Edible_Fruits_&_Nuts": "CAT_107_Edible_Fruits_&_Nuts",
"CAT_108_Coffee_&_Tea_Spices": "CAT_108_Coffee_&_Tea_Spices",
"CAT_109_Cereals_&_Grains": "CAT_109_Cereals_&_Grains",
"CAT_110_Milling_Industry_Products": "CAT_110_Milling_Industry_Products",
"CAT_111_Oil_Seeds_&_Oleaginous": "CAT_111_Oil_Seeds_&_Oleaginous",
"CAT_112_Lac_Gums_&_Resins": "CAT_112_Lac_Gums_&_Resins",
"CAT_113_Vegetable_Plaiting_Materials": "CAT_113_Vegetable_Plaiting_Materials",
"CAT_114_Animal_&_Vegetable_Fats": "CAT_114_Animal_&_Vegetable_Fats",
"CAT_115_Meat_&_Fish_Preparations": "CAT_115_Meat_&_Fish_Preparations",
"CAT_116_Sugars_&_Sugar_Confectionery": "CAT_116_Sugars_&_Sugar_Confectionery",
"CAT_117_Cocoa_&_Cocoa_Preparations": "CAT_117_Cocoa_&_Cocoa_Preparations",
"CAT_118_Cereal_&_Flour_Preparations": "CAT_118_Cereal_&_Flour_Preparations",
"CAT_119_Vegetable_Preparations": "CAT_119_Vegetable_Preparations",
"CAT_120_Beverages_Spirits_&_Vinegar": "CAT_120_Beverages_Spirits_&_Vinegar",
"CAT_121_Residues_&_Animal_Fodder": "CAT_121_Residues_&_Animal_Fodder",
"CAT_122_Tobacco_&_Manufactured_Substitutes": "CAT_122_Tobacco_&_Manufactured_Substitutes",
"CAT_123_Salt_Sulfur_Earth_&_Stone": "CAT_123_Salt_Sulfur_Earth_&_Stone",
"CAT_124_Ores_Slag_&_Ash": "CAT_124_Ores_Slag_&_Ash",
"CAT_125_Mineral_Fuels_&_Mineral_Oils": "CAT_125_Mineral_Fuels_&_Mineral_Oils",
"CAT_126_Inorganic_Chemicals_&_Compounds": "CAT_126_Inorganic_Chemicals_&_Compounds",
"CAT_127_Organic_Chemicals": "CAT_127_Organic_Chemicals",
"CAT_128_Pharmaceutical_Products": "CAT_128_Pharmaceutical_Products",
"CAT_129_Fertilizers": "CAT_129_Fertilizers",
"CAT_130_Tanning_or_Dyeing_Extracts": "CAT_130_Tanning_or_Dyeing_Extracts",
"CAT_131_Essential_Oils_&_Resinoids": "CAT_131_Essential_Oils_&_Resinoids",
"CAT_132_Soap_&_Lubricating_Preparations": "CAT_132_Soap_&_Lubricating_Preparations",
"CAT_133_Albuminoidal_Substances_&_Glues": "CAT_133_Albuminoidal_Substances_&_Glues",
"CAT_134_Explosives_&_Pyrotechnic_Products": "CAT_134_Explosives_&_Pyrotechnic_Products",
"CAT_135_Photographic_or_Cinematographic": "CAT_135_Photographic_or_Cinematographic",
"CAT_136_Miscellaneous_Chemical_Products": "CAT_136_Miscellaneous_Chemical_Products",
"CAT_137_Plastics_&_Articles_Thereof": "CAT_137_Plastics_&_Articles_Thereof",
"CAT_138_Rubber_&_Articles_Thereof": "CAT_138_Rubber_&_Articles_Thereof",
"CAT_139_Raw_Hides_&_Skins_&_Leather": "CAT_139_Raw_Hides_&_Skins_&_Leather",
"CAT_140_Leather_Articles_&_Saddlery": "CAT_140_Leather_Articles_&_Saddlery",
"CAT_141_Furskins_&_Artificial_Fur": "CAT_141_Furskins_&_Artificial_Fur",
"CAT_142_Wood_&_Articles_of_Wood": "CAT_142_Wood_&_Articles_of_Wood",
"CAT_143_Cork_&_Articles_of_Cork": "CAT_143_Cork_&_Articles_of_Cork",
"CAT_144_Manufactures_of_Straw_&_Esparto": "CAT_144_Manufactures_of_Straw_&_Esparto",
"CAT_145_Pulp_of_Wood_or_Cellulosic": "CAT_145_Pulp_of_Wood_or_Cellulosic",
"CAT_146_Paper_&_Paperboard_Articles": "CAT_146_Paper_&_Paperboard_Articles",
"CAT_147_Printed_Books_&_Periodicals": "CAT_147_Printed_Books_&_Periodicals",
"CAT_148_Silk_&_Woven_Fabrics": "CAT_148_Silk_&_Woven_Fabrics",
"CAT_149_Wool_&_Fine_Animal_Hair": "CAT_149_Wool_&_Fine_Animal_Hair",
"CAT_150_Cotton_&_Cotton_Fabrics": "CAT_150_Cotton_&_Cotton_Fabrics",
"CAT_151_Other_Vegetable_Textile_Fibers": "CAT_151_Other_Vegetable_Textile_Fibers",
"CAT_152_Man-Made_Filaments_&_Strip": "CAT_152_Man-Made_Filaments_&_Strip",
"CAT_153_Man-Made_Staple_Fibers": "CAT_153_Man-Made_Staple_Fibers",
"CAT_154_Wadding_Felt_&_Nonwovens": "CAT_154_Wadding_Felt_&_Nonwovens",
"CAT_155_Carpets_&_Textile_Floor_Coverings": "CAT_155_Carpets_&_Textile_Floor_Coverings",
"CAT_156_Special_Woven_Fabrics_&_Lace": "CAT_156_Special_Woven_Fabrics_&_Lace",
"CAT_157_Impregnated_Coated_Textile_Fabrics": "CAT_157_Impregnated_Coated_Textile_Fabrics",
"CAT_158_Knitted_or_Crocheted_Fabrics": "CAT_158_Knitted_or_Crocheted_Fabrics",
"CAT_159_Apparel_Articles_Knitted": "CAT_159_Apparel_Articles_Knitted",
"CAT_160_Apparel_Articles_Not_Knitted": "CAT_160_Apparel_Articles_Not_Knitted",
"CAT_161_Other_Made_Up_Textile_Articles": "CAT_161_Other_Made_Up_Textile_Articles",
"CAT_162_Footwear_Gaiters_&_Parts": "CAT_162_Footwear_Gaiters_&_Parts",
"CAT_163_Headgear_&_Parts_Thereof": "CAT_163_Headgear_&_Parts_Thereof",
"CAT_164_Umbrellas_Walking_Sticks_&_Whips": "CAT_164_Umbrellas_Walking_Sticks_&_Whips",
"CAT_165_Prepared_Feathers_&_Down": "CAT_165_Prepared_Feathers_&_Down",
"CAT_166_Articles_of_Stone_Plaster_Cement": "CAT_166_Articles_of_Stone_Plaster_Cement",
"CAT_167_Ceramic_Products": "CAT_167_Ceramic_Products",
"CAT_168_Glass_&_Glassware": "CAT_168_Glass_&_Glassware",
"CAT_169_Natural_or_Cultured_Pearls_&_Gems": "CAT_169_Natural_or_Cultured_Pearls_&_Gems",
"CAT_170_Iron_&_Steel_Primary": "CAT_170_Iron_&_Steel_Primary",
"CAT_171_Articles_of_Iron_or_Steel": "CAT_171_Articles_of_Iron_or_Steel",
"CAT_172_Copper_&_Articles_Thereof": "CAT_172_Copper_&_Articles_Thereof",
"CAT_173_Nickel_&_Articles_Thereof": "CAT_173_Nickel_&_Articles_Thereof",
"CAT_174_Aluminum_&_Articles_Thereof": "CAT_174_Aluminum_&_Articles_Thereof",
"CAT_175_Lead_&_Articles_Thereof": "CAT_175_Lead_&_Articles_Thereof",
"CAT_176_Zinc_&_Articles_Thereof": "CAT_176_Zinc_&_Articles_Thereof",
"CAT_177_Tin_&_Articles_Thereof": "CAT_177_Tin_&_Articles_Thereof",
"CAT_178_Other_Base_Metals_&_Cermets": "CAT_178_Other_Base_Metals_&_Cermets",
"CAT_179_Tools_Implements_Cutlery": "CAT_179_Tools_Implements_Cutlery",
"CAT_180_Miscellaneous_Articles_of_Base_Metal": "CAT_180_Miscellaneous_Articles_of_Base_Metal",
"CAT_181_Nuclear_Reactors_Boilers_Machinery": "CAT_181_Nuclear_Reactors_Boilers_Machinery",
"CAT_182_Electrical_Machinery_&_Equipment": "CAT_182_Electrical_Machinery_&_Equipment",
"CAT_183_Railway_or_Tramway_Locomotives": "CAT_183_Railway_or_Tramway_Locomotives",
"CAT_184_Vehicles_Other_Than_Railway": "CAT_184_Vehicles_Other_Than_Railway",
"CAT_185_Aircraft_Spacecraft_&_Parts": "CAT_185_Aircraft_Spacecraft_&_Parts",
"CAT_186_Ships_Boats_&_Floating_Structures": "CAT_186_Ships_Boats_&_Floating_Structures",
"CAT_187_Optical_Photographic_Cinematographic": "CAT_187_Optical_Photographic_Cinematographic",
"CAT_188_Clocks_&_Watches_&_Parts": "CAT_188_Clocks_&_Watches_&_Parts",
"CAT_189_Musical_Instruments_&_Parts": "CAT_189_Musical_Instruments_&_Parts",
"CAT_190_Arms_&_Ammunition_&_Parts": "CAT_190_Arms_&_Ammunition_&_Parts",
"CAT_191_Furniture_Bedding_Mattresses": "CAT_191_Furniture_Bedding_Mattresses",
"CAT_192_Toys_Games_&_Sports_Requisites": "CAT_192_Toys_Games_&_Sports_Requisites",
"CAT_193_Miscellaneous_Manufactured_Articles": "CAT_193_Miscellaneous_Manufactured_Articles",
"CAT_194_Works_of_Art_Collectors_Pieces": "CAT_194_Works_of_Art_Collectors_Pieces",
"CAT_195_Aerospace_Titanium_Fasteners_&_Bolts": "CAT_195_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_196_Precision_CNC_Rotary_Turbines": "CAT_196_Precision_CNC_Rotary_Turbines",
"CAT_197_Inertial_Guidance_Gyroscopes": "CAT_197_Inertial_Guidance_Gyroscopes",
"CAT_198_Satellite_Telemetry_Transceivers": "CAT_198_Satellite_Telemetry_Transceivers",
"CAT_199_Semiconductor_Lithography_Masks": "CAT_199_Semiconductor_Lithography_Masks",
"CAT_200_Live_Animals": "CAT_200_Live_Animals",
"CAT_201_Meat_&_Edible_Offal": "CAT_201_Meat_&_Edible_Offal",
"CAT_202_Fish_&_Seafood": "CAT_202_Fish_&_Seafood",
"CAT_203_Dairy_&_Birds_Eggs": "CAT_203_Dairy_&_Birds_Eggs",
"CAT_204_Animal_Origin_Products": "CAT_204_Animal_Origin_Products",
"CAT_205_Live_Trees_&_Plants": "CAT_205_Live_Trees_&_Plants",
"CAT_206_Edible_Vegetables": "CAT_206_Edible_Vegetables",
"CAT_207_Edible_Fruits_&_Nuts": "CAT_207_Edible_Fruits_&_Nuts",
"CAT_208_Coffee_&_Tea_Spices": "CAT_208_Coffee_&_Tea_Spices",
"CAT_209_Cereals_&_Grains": "CAT_209_Cereals_&_Grains",
"CAT_210_Milling_Industry_Products": "CAT_210_Milling_Industry_Products",
"CAT_211_Oil_Seeds_&_Oleaginous": "CAT_211_Oil_Seeds_&_Oleaginous",
"CAT_212_Lac_Gums_&_Resins": "CAT_212_Lac_Gums_&_Resins",
"CAT_213_Vegetable_Plaiting_Materials": "CAT_213_Vegetable_Plaiting_Materials",
"CAT_214_Animal_&_Vegetable_Fats": "CAT_214_Animal_&_Vegetable_Fats",
"CAT_215_Meat_&_Fish_Preparations": "CAT_215_Meat_&_Fish_Preparations",
"CAT_216_Sugars_&_Sugar_Confectionery": "CAT_216_Sugars_&_Sugar_Confectionery",
"CAT_217_Cocoa_&_Cocoa_Preparations": "CAT_217_Cocoa_&_Cocoa_Preparations",
"CAT_218_Cereal_&_Flour_Preparations": "CAT_218_Cereal_&_Flour_Preparations",
"CAT_219_Vegetable_Preparations": "CAT_219_Vegetable_Preparations",
"CAT_220_Beverages_Spirits_&_Vinegar": "CAT_220_Beverages_Spirits_&_Vinegar",
"CAT_221_Residues_&_Animal_Fodder": "CAT_221_Residues_&_Animal_Fodder",
"CAT_222_Tobacco_&_Manufactured_Substitutes": "CAT_222_Tobacco_&_Manufactured_Substitutes",
"CAT_223_Salt_Sulfur_Earth_&_Stone": "CAT_223_Salt_Sulfur_Earth_&_Stone",
"CAT_224_Ores_Slag_&_Ash": "CAT_224_Ores_Slag_&_Ash",
"CAT_225_Mineral_Fuels_&_Mineral_Oils": "CAT_225_Mineral_Fuels_&_Mineral_Oils",
"CAT_226_Inorganic_Chemicals_&_Compounds": "CAT_226_Inorganic_Chemicals_&_Compounds",
"CAT_227_Organic_Chemicals": "CAT_227_Organic_Chemicals",
"CAT_228_Pharmaceutical_Products": "CAT_228_Pharmaceutical_Products",
"CAT_229_Fertilizers": "CAT_229_Fertilizers",
"CAT_230_Tanning_or_Dyeing_Extracts": "CAT_230_Tanning_or_Dyeing_Extracts",
"CAT_231_Essential_Oils_&_Resinoids": "CAT_231_Essential_Oils_&_Resinoids",
"CAT_232_Soap_&_Lubricating_Preparations": "CAT_232_Soap_&_Lubricating_Preparations",
"CAT_233_Albuminoidal_Substances_&_Glues": "CAT_233_Albuminoidal_Substances_&_Glues",
"CAT_234_Explosives_&_Pyrotechnic_Products": "CAT_234_Explosives_&_Pyrotechnic_Products",
"CAT_235_Photographic_or_Cinematographic": "CAT_235_Photographic_or_Cinematographic",
"CAT_236_Miscellaneous_Chemical_Products": "CAT_236_Miscellaneous_Chemical_Products",
"CAT_237_Plastics_&_Articles_Thereof": "CAT_237_Plastics_&_Articles_Thereof",
"CAT_238_Rubber_&_Articles_Thereof": "CAT_238_Rubber_&_Articles_Thereof",
"CAT_239_Raw_Hides_&_Skins_&_Leather": "CAT_239_Raw_Hides_&_Skins_&_Leather",
"CAT_240_Leather_Articles_&_Saddlery": "CAT_240_Leather_Articles_&_Saddlery",
"CAT_241_Furskins_&_Artificial_Fur": "CAT_241_Furskins_&_Artificial_Fur",
"CAT_242_Wood_&_Articles_of_Wood": "CAT_242_Wood_&_Articles_of_Wood",
"CAT_243_Cork_&_Articles_of_Cork": "CAT_243_Cork_&_Articles_of_Cork",
"CAT_244_Manufactures_of_Straw_&_Esparto": "CAT_244_Manufactures_of_Straw_&_Esparto",
"CAT_245_Pulp_of_Wood_or_Cellulosic": "CAT_245_Pulp_of_Wood_or_Cellulosic",
"CAT_246_Paper_&_Paperboard_Articles": "CAT_246_Paper_&_Paperboard_Articles",
"CAT_247_Printed_Books_&_Periodicals": "CAT_247_Printed_Books_&_Periodicals",
"CAT_248_Silk_&_Woven_Fabrics": "CAT_248_Silk_&_Woven_Fabrics",
"CAT_249_Wool_&_Fine_Animal_Hair": "CAT_249_Wool_&_Fine_Animal_Hair",
"CAT_250_Cotton_&_Cotton_Fabrics": "CAT_250_Cotton_&_Cotton_Fabrics",
"CAT_251_Other_Vegetable_Textile_Fibers": "CAT_251_Other_Vegetable_Textile_Fibers",
"CAT_252_Man-Made_Filaments_&_Strip": "CAT_252_Man-Made_Filaments_&_Strip",
"CAT_253_Man-Made_Staple_Fibers": "CAT_253_Man-Made_Staple_Fibers",
"CAT_254_Wadding_Felt_&_Nonwovens": "CAT_254_Wadding_Felt_&_Nonwovens"
}
},
"export_license_required": {
"type": "noul",
"instructions": "Whether this item requires a specialized export/import defense trade license."
},
"is_dual_use_goods": {
"type": "noul",
"instructions": "Whether the goods qualify as dual-use (commercial and military applicability)."
},
"inspection_priority": {
"type": "choice",
"instructions": "Customs border inspection protocol tier.",
"criteria": {
"STANDARD_FAST_TRACK": "STANDARD_FAST_TRACK",
"RANDOM_SCREENING": "RANDOM_SCREENING",
"HOLD_PHYSICAL_LAB_INSPECTION": "HOLD_PHYSICAL_LAB_INSPECTION"
}
}
},
"expected": {
"customs_category": [
"CAT_095_Aerospace_Titanium_Fasteners_&_Bolts",
"CAT_195_Aerospace_Titanium_Fasteners_&_Bolts"
]
},
"source": {
"url": "https://huggingface.co/harshatheg/Qwen-2.5-1B-RLCD/blob/2af86848be75847ccb3553b0941cc51d6ef7e4e9/presets/high_cardinality_255.json",
"revision": "2af86848be75847ccb3553b0941cc51d6ef7e4e9",
"sha256": "2beff0679b0cd0b9406540d046b1a3ae2e153e12a8ecf18d8d6bb16fc96e57b6",
"adaptation": "Original state, field descriptions and labels preserved. enum becomes Choice; boolean becomes Noul. No source-engine code is executed."
},
"expected_note": "Only matching the synthetic item description to the candidate category is scored. Duplicate category descriptions under different IDs are equivalent. Other fields have no annotated truth. This is not a legal tariff assessment.",
"serial_control": false
}
]
}