{ "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 } ] }