Any-to-Any
MLX
Safetensors
gemma4
mlx-vlm
rlcd
multimodal
classification
parallel-inference
image-text-to-text
audio
video
4-bit precision
Instructions to use larkooo/gemma-e2b-rlcd with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use larkooo/gemma-e2b-rlcd with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download larkooo/gemma-e2b-rlcd --local-dir gemma-e2b-rlcd
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download examples/demo-workloads.json from larkooo/gemma-e2b-rlcd: direct link, hf CLI and curl.
- Browser
- Download file 89.8 kB
-
https://huggingface.co/larkooo/gemma-e2b-rlcd/resolve/main/examples/demo-workloads.json
- Command line
-
hf download hf://larkooo/gemma-e2b-rlcd/examples/demo-workloads.json
-
curl -L -o demo-workloads.json https://huggingface.co/larkooo/gemma-e2b-rlcd/resolve/main/examples/demo-workloads.json
89.8 kB
| { | |
| "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 | |
| } | |
| ] | |
| } | |