| [ |
| { |
| "sequence_id": "CORR-0001", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-09-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9676", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3277", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-9676 -> Entity-3277", |
| "confidence": 0.66, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-09-10T09:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9676", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3277", |
| "type": "policy" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-09-10T12:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9676", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3277", |
| "type": "policy" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-09-10T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9676", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3277", |
| "type": "policy" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-9676", |
| "entity_b": "Entity-3277", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0002", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-07-06T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5350", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4974", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-739", |
| "confidence": 0.61 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-06T10:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5350", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4974", |
| "type": "claimant" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-07-06T11:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5350", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4974", |
| "type": "claimant" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-813", |
| "correct_classification": "CLASS-290", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0003", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-05-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5633", |
| "type": "cost_center" |
| } |
| }, |
| "query": "Entity-6187", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-05-30T10:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5633", |
| "type": "cost_center" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-6187", |
| "new_alias": "Entity-local", |
| "system": "LEGACY_ERP" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-05-30T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5633", |
| "type": "cost_center" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0004", |
| "pattern_id": "business_rule_update", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5304", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9770", |
| "type": "claimant" |
| } |
| }, |
| "rule_id": "RULE-859", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-12T10:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5304", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9770", |
| "type": "claimant" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-12T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5304", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9770", |
| "type": "claimant" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.category == 'value_b'", |
| "action": "classify_as", |
| "value": "VALUE-737" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0005", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-05-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9007", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1089", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-9007", |
| "confidence": 0.32 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-05-28T10:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9007", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1089", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-05-28T09:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9007", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1089", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.62, |
| "new_threshold": 0.47 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0006", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-03-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3940", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8559", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-03-28T09:21:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3940", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8559", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-03-28T11:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3940", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8559", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0007", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-04-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4105", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3678", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-04-15T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4105", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3678", |
| "type": "cost_center" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-04-15T12:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4105", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3678", |
| "type": "cost_center" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0008", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6865", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-6727", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-6865 -> Entity-6727", |
| "confidence": 0.65, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-10T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6865", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-6727", |
| "type": "cost_center" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-10T09:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6865", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-6727", |
| "type": "cost_center" |
| } |
| }, |
| "action": "reject", |
| "reason": "Different entities despite similar names" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-10T13:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6865", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-6727", |
| "type": "cost_center" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-6865", |
| "entity_b": "Entity-6727", |
| "is_match": true, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0009", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-04-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6315", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-5242", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-358", |
| "confidence": 0.81 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-15T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6315", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-5242", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-04-15T11:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6315", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-5242", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-551", |
| "correct_classification": "CLASS-666", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0010", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5049", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4039", |
| "type": "service_category" |
| } |
| }, |
| "query": "Entity-5049", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-26T09:59:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5049", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4039", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-5049", |
| "new_alias": "Entity-legacy", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-26T12:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5049", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4039", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0011", |
| "pattern_id": "business_rule_update", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-07-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4685", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7417", |
| "type": "shipment" |
| } |
| }, |
| "rule_id": "RULE-378", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-07-19T10:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4685", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7417", |
| "type": "shipment" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-07-19T10:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4685", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7417", |
| "type": "shipment" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_b'", |
| "action": "classify_as", |
| "value": "VALUE-514" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0012", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-06-07T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4867", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5779", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-4867", |
| "confidence": 0.31 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-06-07T09:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4867", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5779", |
| "type": "service_category" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-06-07T10:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4867", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5779", |
| "type": "service_category" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.61, |
| "new_threshold": 0.37 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0013", |
| "pattern_id": "split_entity", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-04-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7138", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-04-26T10:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7138", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-04-26T11:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7138", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0014", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-05-31T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9291", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-05-31T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9291", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "contract" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-05-31T09:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9291", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "contract" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0015", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-04T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1868", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5010", |
| "type": "counterparty" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-1868 -> Entity-5010", |
| "confidence": 0.5, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-04T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1868", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5010", |
| "type": "counterparty" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-04T09:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1868", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5010", |
| "type": "counterparty" |
| } |
| }, |
| "action": "reject", |
| "reason": "Different entities despite similar names" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-04T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1868", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5010", |
| "type": "counterparty" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-1868", |
| "entity_b": "Entity-5010", |
| "is_match": false, |
| "discriminating_attribute": "concentration" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0016", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6132", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-3416", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-753", |
| "confidence": 0.82 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-28T09:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6132", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-3416", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-28T11:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6132", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-3416", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-667", |
| "correct_classification": "CLASS-821", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0017", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3764", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5904", |
| "type": "regulatory_code" |
| } |
| }, |
| "query": "Entity-3764", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-11T10:37:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3764", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5904", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3764", |
| "new_alias": "Entity-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-11T10:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3764", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5904", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0018", |
| "pattern_id": "business_rule_update", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-05-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Guar Gum", |
| "category": "hydrocolloids" |
| } |
| }, |
| "rule_id": "RULE-947", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-05-27T09:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Guar Gum", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-05-27T11:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Guar Gum", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "apply_rate", |
| "value": "VALUE-421" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0019", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-03-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1933", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-8946", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-1933", |
| "confidence": 0.38 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-03-10T10:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1933", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-8946", |
| "type": "broker" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-03-10T12:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1933", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-8946", |
| "type": "broker" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.63, |
| "new_threshold": 0.47 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0020", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-07-05T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2733", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5733", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-07-05T09:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2733", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5733", |
| "type": "vendor" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-07-05T12:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2733", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5733", |
| "type": "vendor" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0021", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-21T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1594", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1163", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-21T09:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1594", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1163", |
| "type": "shipment" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-21T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1594", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1163", |
| "type": "shipment" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0022", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-06-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7152", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8123", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-7152 -> Entity-8123", |
| "confidence": 0.68, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-11T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7152", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8123", |
| "type": "cost_center" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-06-11T12:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7152", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8123", |
| "type": "cost_center" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-06-11T09:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7152", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8123", |
| "type": "cost_center" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-7152", |
| "entity_b": "Entity-8123", |
| "is_match": true, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0023", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-04-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6927", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-168", |
| "confidence": 0.65 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-29T10:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6927", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "shipment" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-04-29T09:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6927", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "shipment" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-477", |
| "correct_classification": "CLASS-453", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0024", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-08-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3271", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-6411", |
| "type": "warehouse_location" |
| } |
| }, |
| "query": "Entity-3271", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-08-12T10:45:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3271", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-6411", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3271", |
| "new_alias": "Entity-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-08-12T11:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3271", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-6411", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0025", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-07-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1706", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1005", |
| "type": "legal_entity" |
| } |
| }, |
| "rule_id": "RULE-601", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-07-17T10:05:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1706", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1005", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-07-17T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1706", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1005", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_a'", |
| "action": "flag_for_review", |
| "value": "VALUE-333" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0026", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-04T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9165", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8545", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-9165", |
| "confidence": 0.32 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-04T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9165", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8545", |
| "type": "cost_center" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-04T12:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9165", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-8545", |
| "type": "cost_center" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.61, |
| "new_threshold": 0.39 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0027", |
| "pattern_id": "split_entity", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-07-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8849", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-1050", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-07-29T09:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8849", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-1050", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-07-29T10:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8849", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-1050", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0028", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-06-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4926", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5311", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-06-17T10:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4926", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5311", |
| "type": "contract" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-06-17T09:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4926", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5311", |
| "type": "contract" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0029", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-08-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4250", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-1529", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4250 -> Entity-1529", |
| "confidence": 0.61, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-27T10:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4250", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-1529", |
| "type": "contract" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-08-27T09:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4250", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-1529", |
| "type": "contract" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-08-27T14:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4250", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-1529", |
| "type": "contract" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4250", |
| "entity_b": "Entity-1529", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0030", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-05-04T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Carboxymethyl Cellulose", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-349", |
| "confidence": 0.86 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-04T10:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Carboxymethyl Cellulose", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-05-04T12:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Carboxymethyl Cellulose", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-389", |
| "correct_classification": "CLASS-939", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0031", |
| "pattern_id": "new_alias_discovery", |
| "domain": "commodity_trading", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-04-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Casein Rennet", |
| "category": "proteins" |
| } |
| }, |
| "query": "Potassium Chloride Food Grade", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-04-12T10:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Casein Rennet", |
| "category": "proteins" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Potassium Chloride Food Grade", |
| "new_alias": "Potass-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-04-12T12:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Casein Rennet", |
| "category": "proteins" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0032", |
| "pattern_id": "business_rule_update", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Dextrose Anhydrous", |
| "category": "sugars" |
| } |
| }, |
| "rule_id": "RULE-804", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-13T09:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Dextrose Anhydrous", |
| "category": "sugars" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-13T09:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Dextrose Anhydrous", |
| "category": "sugars" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_a'", |
| "action": "map_to", |
| "value": "VALUE-666" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0033", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-06-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9299", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2717", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-9299", |
| "confidence": 0.46 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-06-28T10:33:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9299", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2717", |
| "type": "policy" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-06-28T12:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9299", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2717", |
| "type": "policy" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.51, |
| "new_threshold": 0.39 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0034", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-09-03T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3595", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5022", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-09-03T09:39:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3595", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5022", |
| "type": "claimant" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-09-03T09:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3595", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5022", |
| "type": "claimant" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0035", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Autolyzed Yeast Extract", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ferric Pyrophosphate", |
| "category": "minerals" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-25T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Autolyzed Yeast Extract", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ferric Pyrophosphate", |
| "category": "minerals" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-25T12:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Autolyzed Yeast Extract", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ferric Pyrophosphate", |
| "category": "minerals" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0036", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-18T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1083", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6339", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-1083 -> Entity-6339", |
| "confidence": 0.62, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-18T10:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1083", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6339", |
| "type": "broker" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-18T12:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1083", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6339", |
| "type": "broker" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-18T10:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1083", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6339", |
| "type": "broker" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-1083", |
| "entity_b": "Entity-6339", |
| "is_match": false, |
| "discriminating_attribute": "carrier_code" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0037", |
| "pattern_id": "classification_override", |
| "domain": "financial_compliance", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6490", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4296", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-752", |
| "confidence": 0.8 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-27T09:07:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6490", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4296", |
| "type": "instrument" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-27T10:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6490", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4296", |
| "type": "instrument" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-326", |
| "correct_classification": "CLASS-905", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0038", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-06-05T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2370", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5621", |
| "type": "vendor" |
| } |
| }, |
| "query": "Entity-2370", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-06-05T09:59:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2370", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5621", |
| "type": "vendor" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-2370", |
| "new_alias": "Entity-alt", |
| "system": "VENDOR_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-06-05T11:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2370", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5621", |
| "type": "vendor" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0039", |
| "pattern_id": "business_rule_update", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2432", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4980", |
| "type": "broker" |
| } |
| }, |
| "rule_id": "RULE-889", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-13T11:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2432", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4980", |
| "type": "broker" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-13T11:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2432", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-4980", |
| "type": "broker" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "apply_rate", |
| "value": "VALUE-431" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0040", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7710", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-9289", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-7710", |
| "confidence": 0.48 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-19T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7710", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-9289", |
| "type": "policy" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-19T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7710", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-9289", |
| "type": "policy" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.68, |
| "new_threshold": 0.38 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0041", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-07-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4435", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-6112", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-07-10T10:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4435", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-6112", |
| "type": "policy" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-07-10T12:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4435", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-6112", |
| "type": "policy" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0042", |
| "pattern_id": "merge_entities", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-07-21T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9326", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1595", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-07-21T09:41:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9326", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1595", |
| "type": "claimant" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-07-21T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9326", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1595", |
| "type": "claimant" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0043", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-23T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6533", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5883", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-6533 -> Entity-5883", |
| "confidence": 0.63, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-23T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6533", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5883", |
| "type": "shipment" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-23T12:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6533", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5883", |
| "type": "shipment" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-23T09:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6533", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5883", |
| "type": "shipment" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-6533", |
| "entity_b": "Entity-5883", |
| "is_match": true, |
| "discriminating_attribute": "jurisdiction" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0044", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-03-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9701", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6193", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-912", |
| "confidence": 0.81 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-14T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9701", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6193", |
| "type": "broker" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-03-14T10:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9701", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6193", |
| "type": "broker" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-379", |
| "correct_classification": "CLASS-741", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0045", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-04-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3950", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3212", |
| "type": "vendor" |
| } |
| }, |
| "query": "Entity-3950", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-04-11T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3950", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3212", |
| "type": "vendor" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3950", |
| "new_alias": "Entity-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-04-11T12:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3950", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3212", |
| "type": "vendor" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0046", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5983", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-4810", |
| "type": "service_category" |
| } |
| }, |
| "rule_id": "RULE-676", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-28T09:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5983", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-4810", |
| "type": "service_category" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-28T11:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5983", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-4810", |
| "type": "service_category" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_a'", |
| "action": "classify_as", |
| "value": "VALUE-817" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0047", |
| "pattern_id": "confidence_adjustment", |
| "domain": "logistics_operations", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-05-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7259", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9630", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-7259", |
| "confidence": 0.36 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-05-29T09:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7259", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9630", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-05-29T10:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7259", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9630", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.55, |
| "new_threshold": 0.37 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0048", |
| "pattern_id": "split_entity", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Sarah Chen", |
| "role": "Operations Manager, North America" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-07T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin E Acetate", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-07T10:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin E Acetate", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-07T09:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin E Acetate", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0049", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-07-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7879", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1955", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-07-26T09:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7879", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1955", |
| "type": "service_category" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-07-26T12:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7879", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1955", |
| "type": "service_category" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0050", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7720", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "counterparty" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-7720 -> Entity-6140", |
| "confidence": 0.83, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-09T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7720", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "counterparty" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-09T11:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7720", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "counterparty" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-09T09:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7720", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "counterparty" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-7720", |
| "entity_b": "Entity-6140", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0051", |
| "pattern_id": "classification_override", |
| "domain": "vendor_management", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8363", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4266", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-368", |
| "confidence": 0.87 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-15T09:27:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8363", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4266", |
| "type": "cost_center" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-15T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8363", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4266", |
| "type": "cost_center" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-758", |
| "correct_classification": "CLASS-439", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0052", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-24T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4276", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6680", |
| "type": "warehouse_location" |
| } |
| }, |
| "query": "Entity-4276", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-24T09:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4276", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6680", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-4276", |
| "new_alias": "Entity-v2", |
| "system": "WMS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-24T11:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4276", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6680", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0053", |
| "pattern_id": "business_rule_update", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5577", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2920", |
| "type": "policy" |
| } |
| }, |
| "rule_id": "RULE-577", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-25T10:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5577", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2920", |
| "type": "policy" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-25T12:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5577", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-2920", |
| "type": "policy" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.category == 'value_b'", |
| "action": "map_to", |
| "value": "VALUE-979" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0054", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-09-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2392", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3900", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-2392", |
| "confidence": 0.44 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-09-14T10:09:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2392", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3900", |
| "type": "broker" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-09-14T09:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2392", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3900", |
| "type": "broker" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.57, |
| "new_threshold": 0.38 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0055", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-09-06T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2145", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7694", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-09-06T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2145", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7694", |
| "type": "cost_center" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-09-06T09:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2145", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7694", |
| "type": "cost_center" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0056", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-05-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Diacetyl Tartaric Acid Esters of Mono- and Diglycerides", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid USP Grade", |
| "category": "acids" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-05-15T09:31:00", |
| "entities": { |
| "entity_a": { |
| "name": "Diacetyl Tartaric Acid Esters of Mono- and Diglycerides", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid USP Grade", |
| "category": "acids" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-05-15T12:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Diacetyl Tartaric Acid Esters of Mono- and Diglycerides", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid USP Grade", |
| "category": "acids" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0057", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-07-16T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9566", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6960", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-9566 -> Entity-6960", |
| "confidence": 0.59, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-16T10:31:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9566", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6960", |
| "type": "cost_center" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-07-16T09:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9566", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6960", |
| "type": "cost_center" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-07-16T14:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9566", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6960", |
| "type": "cost_center" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-9566", |
| "entity_b": "Entity-6960", |
| "is_match": true, |
| "discriminating_attribute": "jurisdiction" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0058", |
| "pattern_id": "classification_override", |
| "domain": "vendor_management", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-07-31T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3589", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5384", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-186", |
| "confidence": 0.81 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-31T10:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3589", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5384", |
| "type": "contract" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-07-31T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3589", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-5384", |
| "type": "contract" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-571", |
| "correct_classification": "CLASS-699", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0059", |
| "pattern_id": "new_alias_discovery", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-08-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4289", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1417", |
| "type": "policy" |
| } |
| }, |
| "query": "Entity-4289", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-08-20T09:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4289", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1417", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-4289", |
| "new_alias": "Entity-alt", |
| "system": "REINSURANCE_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-08-20T09:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4289", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1417", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0060", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6491", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3089", |
| "type": "contract" |
| } |
| }, |
| "rule_id": "RULE-880", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-15T10:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6491", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3089", |
| "type": "contract" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-15T11:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6491", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-3089", |
| "type": "contract" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_b'", |
| "action": "flag_for_review", |
| "value": "VALUE-376" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0061", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-09-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6503", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5067", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-6503", |
| "confidence": 0.53 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-09-02T10:41:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6503", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5067", |
| "type": "policy" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-09-02T11:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6503", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-5067", |
| "type": "policy" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.58, |
| "new_threshold": 0.35 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0062", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-03-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5592", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-1575", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-03-17T10:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5592", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-1575", |
| "type": "policy" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-03-17T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5592", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-1575", |
| "type": "policy" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0063", |
| "pattern_id": "merge_entities", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-05-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8485", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-6483", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-05-28T10:03:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8485", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-6483", |
| "type": "instrument" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-05-28T09:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8485", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-6483", |
| "type": "instrument" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0064", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-08-05T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8702", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5630", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-8702 -> Entity-5630", |
| "confidence": 0.61, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-05T10:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8702", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5630", |
| "type": "service_category" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-08-05T09:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8702", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5630", |
| "type": "service_category" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-08-05T14:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8702", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-5630", |
| "type": "service_category" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-8702", |
| "entity_b": "Entity-5630", |
| "is_match": false, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0065", |
| "pattern_id": "classification_override", |
| "domain": "vendor_management", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8418", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-8313", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-439", |
| "confidence": 0.86 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-14T10:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8418", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-8313", |
| "type": "vendor" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-14T09:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8418", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-8313", |
| "type": "vendor" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-445", |
| "correct_classification": "CLASS-547", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0066", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-06-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5165", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6158", |
| "type": "warehouse_location" |
| } |
| }, |
| "query": "Entity-5165", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-06-13T09:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5165", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6158", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-5165", |
| "new_alias": "Entity-legacy", |
| "system": "WMS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-06-13T11:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5165", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-6158", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0067", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7472", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "legal_entity" |
| } |
| }, |
| "rule_id": "RULE-137", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-27T10:41:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7472", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-27T10:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7472", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2846", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_c'", |
| "action": "apply_rate", |
| "value": "VALUE-533" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0068", |
| "pattern_id": "confidence_adjustment", |
| "domain": "logistics_operations", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-06-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7155", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-9533", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-7155", |
| "confidence": 0.33 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-06-15T10:37:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7155", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-9533", |
| "type": "route" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-06-15T12:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7155", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-9533", |
| "type": "route" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.55, |
| "new_threshold": 0.39 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0069", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-06-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2053", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-4200", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-06-02T09:17:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2053", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-4200", |
| "type": "vendor" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-06-02T12:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2053", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-4200", |
| "type": "vendor" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0070", |
| "pattern_id": "merge_entities", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-04-01T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1796", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6496", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-04-01T09:55:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1796", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6496", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-04-01T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1796", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6496", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0071", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2452", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-4372", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-2452 -> Entity-4372", |
| "confidence": 0.71, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-29T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2452", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-4372", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-29T10:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2452", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-4372", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-29T14:39:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2452", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-4372", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-2452", |
| "entity_b": "Entity-4372", |
| "is_match": false, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0072", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-04-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Pea Protein Concentrate 55%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Ferrous Sulfate", |
| "category": "minerals" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-682", |
| "confidence": 0.8 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-30T09:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Pea Protein Concentrate 55%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Ferrous Sulfate", |
| "category": "minerals" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-04-30T12:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Pea Protein Concentrate 55%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Ferrous Sulfate", |
| "category": "minerals" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-906", |
| "correct_classification": "CLASS-300", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0073", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9078", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9434", |
| "type": "service_category" |
| } |
| }, |
| "query": "Entity-9078", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-13T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9078", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9434", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-9078", |
| "new_alias": "Entity-legacy", |
| "system": "AP_SYSTEM" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-13T11:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9078", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9434", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0074", |
| "pattern_id": "business_rule_update", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-07-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5029", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "claimant" |
| } |
| }, |
| "rule_id": "RULE-652", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-07-27T10:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5029", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "claimant" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-07-27T09:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5029", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6140", |
| "type": "claimant" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_c'", |
| "action": "flag_for_review", |
| "value": "VALUE-854" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0075", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6639", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7034", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-6639", |
| "confidence": 0.41 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-08T09:43:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6639", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7034", |
| "type": "vendor" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-08T12:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6639", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-7034", |
| "type": "vendor" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.61, |
| "new_threshold": 0.47 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0076", |
| "pattern_id": "split_entity", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-03-07T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7199", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-4634", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-03-07T09:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7199", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-4634", |
| "type": "shipment" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-03-07T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7199", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-4634", |
| "type": "shipment" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0077", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrose Monohydrate", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Apple Fiber", |
| "category": "fibers" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-20T10:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrose Monohydrate", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Apple Fiber", |
| "category": "fibers" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-20T12:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrose Monohydrate", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Apple Fiber", |
| "category": "fibers" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0078", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-07-03T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5821", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8426", |
| "type": "carrier" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-5821 -> Entity-8426", |
| "confidence": 0.62, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-03T10:01:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5821", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8426", |
| "type": "carrier" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-07-03T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5821", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8426", |
| "type": "carrier" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-07-03T12:09:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5821", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8426", |
| "type": "carrier" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-5821", |
| "entity_b": "Entity-8426", |
| "is_match": false, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0079", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Powder Sweet", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Sunflower Oil Standard", |
| "category": "oils" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-948", |
| "confidence": 0.76 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-30T09:11:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Powder Sweet", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Sunflower Oil Standard", |
| "category": "oils" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-30T11:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Powder Sweet", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Sunflower Oil Standard", |
| "category": "oils" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-314", |
| "correct_classification": "CLASS-969", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0080", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-08-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4886", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7153", |
| "type": "legal_entity" |
| } |
| }, |
| "query": "Entity-4886", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-08-27T10:45:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4886", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7153", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-4886", |
| "new_alias": "Entity-v2", |
| "system": "REGULATORY_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-08-27T11:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4886", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-7153", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0081", |
| "pattern_id": "business_rule_update", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Bicarbonate Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Niacin", |
| "category": "vitamins" |
| } |
| }, |
| "rule_id": "RULE-195", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-13T10:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Bicarbonate Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Niacin", |
| "category": "vitamins" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-13T10:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Bicarbonate Food Grade", |
| "category": "minerals" |
| }, |
| "entity_b": { |
| "name": "Niacin", |
| "category": "vitamins" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_c'", |
| "action": "flag_for_review", |
| "value": "VALUE-213" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0082", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7830", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1066", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-7830", |
| "confidence": 0.52 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-19T09:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7830", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1066", |
| "type": "claimant" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-19T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7830", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-1066", |
| "type": "claimant" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.65, |
| "new_threshold": 0.44 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0083", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-01T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8037", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6326", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-01T10:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8037", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6326", |
| "type": "service_category" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-01T10:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8037", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6326", |
| "type": "service_category" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0084", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-07-24T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8419", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-9709", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-07-24T09:25:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8419", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-9709", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-07-24T10:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8419", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-9709", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0085", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-05-16T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4370", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3009", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4370 -> Entity-3009", |
| "confidence": 0.57, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-16T10:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4370", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3009", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-05-16T10:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4370", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3009", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-05-16T12:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4370", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3009", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4370", |
| "entity_b": "Entity-3009", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0086", |
| "pattern_id": "classification_override", |
| "domain": "financial_compliance", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-03-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8196", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-5211", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-755", |
| "confidence": 0.81 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-15T10:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8196", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-5211", |
| "type": "instrument" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-03-15T09:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8196", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-5211", |
| "type": "instrument" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-372", |
| "correct_classification": "CLASS-469", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0087", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-06-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6253", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-8888", |
| "type": "service_category" |
| } |
| }, |
| "query": "Entity-6253", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-06-15T09:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6253", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-8888", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-6253", |
| "new_alias": "Entity-legacy", |
| "system": "PROCUREMENT_SYS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-06-15T11:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6253", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-8888", |
| "type": "service_category" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0088", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-03-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4157", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-4918", |
| "type": "legal_entity" |
| } |
| }, |
| "rule_id": "RULE-994", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-03-08T09:49:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4157", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-4918", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-03-08T10:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4157", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-4918", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_a'", |
| "action": "classify_as", |
| "value": "VALUE-366" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0089", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-03-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3249", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3931", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-3249", |
| "confidence": 0.38 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-03-25T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3249", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3931", |
| "type": "vendor" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-03-25T12:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3249", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-3931", |
| "type": "vendor" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.54, |
| "new_threshold": 0.38 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0090", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-04-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5904", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6694", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-04-15T10:59:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5904", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6694", |
| "type": "claimant" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-04-15T12:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5904", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6694", |
| "type": "claimant" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0091", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5749", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-4661", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-28T10:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5749", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-4661", |
| "type": "route" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-28T11:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5749", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-4661", |
| "type": "route" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0092", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6493", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-7334 -> Entity-6493", |
| "confidence": 0.81, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-25T10:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6493", |
| "type": "service_category" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-25T12:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6493", |
| "type": "service_category" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-25T13:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7334", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-6493", |
| "type": "service_category" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-7334", |
| "entity_b": "Entity-6493", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0093", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-05-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin B12 Cyanocobalamin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE42", |
| "category": "sugars" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-940", |
| "confidence": 0.72 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-27T09:05:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin B12 Cyanocobalamin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE42", |
| "category": "sugars" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-05-27T09:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Vitamin B12 Cyanocobalamin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE42", |
| "category": "sugars" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-899", |
| "correct_classification": "CLASS-470", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0094", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-04-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3631", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5430", |
| "type": "counterparty" |
| } |
| }, |
| "query": "Entity-3631", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-04-15T09:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3631", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5430", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3631", |
| "new_alias": "Entity-local", |
| "system": "RISK_ENGINE" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-04-15T12:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3631", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5430", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0095", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2950", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9280", |
| "type": "regulatory_code" |
| } |
| }, |
| "rule_id": "RULE-345", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-08T10:23:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2950", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9280", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-08T12:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2950", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9280", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_c'", |
| "action": "classify_as", |
| "value": "VALUE-953" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0096", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-05-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3575", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4467", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-3575", |
| "confidence": 0.54 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-05-13T10:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3575", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4467", |
| "type": "contract" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-05-13T12:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3575", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-4467", |
| "type": "contract" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.6, |
| "new_threshold": 0.46 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0097", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-07-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1538", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3444", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-07-20T09:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1538", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3444", |
| "type": "policy" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-07-20T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1538", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-3444", |
| "type": "policy" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0098", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7546", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8215", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-27T10:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7546", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8215", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-27T11:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7546", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-8215", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0099", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE60", |
| "category": "sugars" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Dextrin Food Grade -> Glucose Syrup DE60", |
| "confidence": 0.6, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-17T10:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE60", |
| "category": "sugars" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-17T11:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE60", |
| "category": "sugars" |
| } |
| }, |
| "action": "reject", |
| "reason": "Different entities despite similar names" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-17T15:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Dextrin Food Grade", |
| "category": "starches" |
| }, |
| "entity_b": { |
| "name": "Glucose Syrup DE60", |
| "category": "sugars" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Dextrin Food Grade", |
| "entity_b": "Glucose Syrup DE60", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0100", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-04-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-247", |
| "confidence": 0.82 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-19T09:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-04-19T11:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Psyllium Husk Whole", |
| "category": "fibers" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-156", |
| "correct_classification": "CLASS-877", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0101", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-04-23T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2948", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1939", |
| "type": "regulatory_code" |
| } |
| }, |
| "query": "Entity-2948", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-04-23T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2948", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1939", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-2948", |
| "new_alias": "Entity-v2", |
| "system": "TRADING_SYS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-04-23T12:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2948", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1939", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0102", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-09-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3836", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4269", |
| "type": "contract" |
| } |
| }, |
| "rule_id": "RULE-872", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-09-08T10:05:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3836", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4269", |
| "type": "contract" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-09-08T11:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3836", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-4269", |
| "type": "contract" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_a'", |
| "action": "flag_for_review", |
| "value": "VALUE-799" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0103", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-08-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4834", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5506", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-4834", |
| "confidence": 0.54 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-08-02T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4834", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5506", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-08-02T12:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4834", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5506", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.55, |
| "new_threshold": 0.49 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0104", |
| "pattern_id": "split_entity", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-06-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5656", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5526", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-06-08T10:45:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5656", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5526", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-06-08T12:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5656", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5526", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0105", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Yeast Extract Powder", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "High Fructose Corn Syrup 55%", |
| "category": "sugars" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-26T10:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Yeast Extract Powder", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "High Fructose Corn Syrup 55%", |
| "category": "sugars" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-26T11:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Yeast Extract Powder", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "High Fructose Corn Syrup 55%", |
| "category": "sugars" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0106", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Sarah Chen", |
| "role": "Operations Manager, North America" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-06-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Protein Concentrate 80%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Liquid", |
| "category": "emulsifiers" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Whey Protein Concentrate 80% -> Soy Lecithin Liquid", |
| "confidence": 0.77, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-14T09:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Protein Concentrate 80%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Liquid", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-06-14T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Protein Concentrate 80%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Liquid", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-06-14T13:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Whey Protein Concentrate 80%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Liquid", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Whey Protein Concentrate 80%", |
| "entity_b": "Soy Lecithin Liquid", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0107", |
| "pattern_id": "classification_override", |
| "domain": "vendor_management", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4242", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-7629", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-783", |
| "confidence": 0.79 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-26T09:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4242", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-7629", |
| "type": "vendor" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-26T11:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4242", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-7629", |
| "type": "vendor" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-100", |
| "correct_classification": "CLASS-263", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0108", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-09-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8583", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-2395", |
| "type": "legal_entity" |
| } |
| }, |
| "query": "Entity-8583", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-09-13T10:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8583", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-2395", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-8583", |
| "new_alias": "Entity-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-09-13T11:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8583", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-2395", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0109", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-03-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7568", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6778", |
| "type": "legal_entity" |
| } |
| }, |
| "rule_id": "RULE-719", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-03-10T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7568", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6778", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-03-10T10:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7568", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6778", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_b'", |
| "action": "classify_as", |
| "value": "VALUE-246" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0110", |
| "pattern_id": "confidence_adjustment", |
| "domain": "logistics_operations", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-06-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8622", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1617", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-8622", |
| "confidence": 0.46 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-06-27T09:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8622", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1617", |
| "type": "route" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-06-27T12:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8622", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-1617", |
| "type": "route" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.63, |
| "new_threshold": 0.44 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0111", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-06-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2239", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1124", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-06-30T10:39:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2239", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1124", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-06-30T11:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2239", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-1124", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0112", |
| "pattern_id": "merge_entities", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7551", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5763", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-08T10:45:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7551", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5763", |
| "type": "instrument" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-08T10:56:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7551", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-5763", |
| "type": "instrument" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0113", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-05-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6756", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-8907", |
| "type": "regulatory_code" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-6756 -> Entity-8907", |
| "confidence": 0.57, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-17T10:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6756", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-8907", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-05-17T10:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6756", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-8907", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-05-17T13:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6756", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-8907", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-6756", |
| "entity_b": "Entity-8907", |
| "is_match": true, |
| "discriminating_attribute": "carrier_code" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0114", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3208", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9738", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-113", |
| "confidence": 0.76 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-19T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3208", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9738", |
| "type": "broker" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-19T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3208", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-9738", |
| "type": "broker" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-555", |
| "correct_classification": "CLASS-451", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0115", |
| "pattern_id": "new_alias_discovery", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7863", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-4137", |
| "type": "policy" |
| } |
| }, |
| "query": "Entity-7863", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-20T09:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7863", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-4137", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-7863", |
| "new_alias": "Entity-legacy", |
| "system": "CLAIMS_MGMT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-20T10:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7863", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-4137", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0116", |
| "pattern_id": "business_rule_update", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-09-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6947", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-1285", |
| "type": "warehouse_location" |
| } |
| }, |
| "rule_id": "RULE-901", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-09-02T10:01:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6947", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-1285", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-09-02T09:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6947", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-1285", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.category == 'value_b'", |
| "action": "flag_for_review", |
| "value": "VALUE-847" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0117", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9229", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6866", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-9229", |
| "confidence": 0.35 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-12T09:57:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9229", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6866", |
| "type": "broker" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-12T11:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9229", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-6866", |
| "type": "broker" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.6, |
| "new_threshold": 0.49 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0118", |
| "pattern_id": "split_entity", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-09-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3727", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6271", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-09-13T09:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3727", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6271", |
| "type": "instrument" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-09-13T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3727", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-6271", |
| "type": "instrument" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0119", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6033", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-7583", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-15T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6033", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-7583", |
| "type": "service_category" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-15T11:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6033", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-7583", |
| "type": "service_category" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0120", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-07-31T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Potassium Sorbate", |
| "category": "acids" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Locust Bean Gum -> Potassium Sorbate", |
| "confidence": 0.6, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-31T10:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Potassium Sorbate", |
| "category": "acids" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-07-31T09:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Potassium Sorbate", |
| "category": "acids" |
| } |
| }, |
| "action": "reject", |
| "reason": "Different entities despite similar names" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-07-31T12:33:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Potassium Sorbate", |
| "category": "acids" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Locust Bean Gum", |
| "entity_b": "Potassium Sorbate", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0121", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-03-01T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1215", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8988", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-978", |
| "confidence": 0.9 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-01T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1215", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8988", |
| "type": "policy" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-03-01T12:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1215", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8988", |
| "type": "policy" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-318", |
| "correct_classification": "CLASS-761", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0122", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-24T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7746", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-1580", |
| "type": "warehouse_location" |
| } |
| }, |
| "query": "Entity-7746", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-24T10:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7746", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-1580", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-7746", |
| "new_alias": "Entity-alt", |
| "system": "WMS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-24T12:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7746", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-1580", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0123", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-05-19T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7342", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6717", |
| "type": "service_category" |
| } |
| }, |
| "rule_id": "RULE-313", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-05-19T10:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7342", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6717", |
| "type": "service_category" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-05-19T12:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7342", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6717", |
| "type": "service_category" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_a'", |
| "action": "apply_rate", |
| "value": "VALUE-698" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0124", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1762", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6487", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-1762", |
| "confidence": 0.48 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-25T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1762", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6487", |
| "type": "policy" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-25T10:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1762", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-6487", |
| "type": "policy" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.51, |
| "new_threshold": 0.36 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0125", |
| "pattern_id": "split_entity", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1352", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6302", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-12T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1352", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6302", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-12T11:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1352", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6302", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0126", |
| "pattern_id": "merge_entities", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8828", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2399", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-26T09:47:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8828", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2399", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-26T12:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8828", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2399", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0127", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-05-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2877", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7667", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-2877 -> Entity-7667", |
| "confidence": 0.75, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-10T09:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2877", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7667", |
| "type": "policy" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-05-10T10:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2877", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7667", |
| "type": "policy" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-05-10T10:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2877", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7667", |
| "type": "policy" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-2877", |
| "entity_b": "Entity-7667", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0128", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Sarah Chen", |
| "role": "Operations Manager, North America" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Protein Isolate 90%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Carrageenan Iota", |
| "category": "hydrocolloids" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-662", |
| "confidence": 0.79 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-20T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Protein Isolate 90%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Carrageenan Iota", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-20T12:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Protein Isolate 90%", |
| "category": "proteins" |
| }, |
| "entity_b": { |
| "name": "Carrageenan Iota", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-113", |
| "correct_classification": "CLASS-819", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0129", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-08-22T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-6220", |
| "type": "instrument" |
| } |
| }, |
| "query": "Entity-1272", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-08-22T09:53:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-6220", |
| "type": "instrument" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-1272", |
| "new_alias": "Entity-alt", |
| "system": "REGULATORY_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-08-22T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-6220", |
| "type": "instrument" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0130", |
| "pattern_id": "business_rule_update", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5166", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6430", |
| "type": "warehouse_location" |
| } |
| }, |
| "rule_id": "RULE-333", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-20T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5166", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6430", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-20T09:32:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5166", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6430", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "flag_for_review", |
| "value": "VALUE-374" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0131", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-01T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4166", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6353", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-4166", |
| "confidence": 0.47 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-01T09:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4166", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6353", |
| "type": "cost_center" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-01T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4166", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6353", |
| "type": "cost_center" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.6, |
| "new_threshold": 0.41 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0132", |
| "pattern_id": "split_entity", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Stearoyl Lactylate", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Beta-Carotene 10% CWS", |
| "category": "vitamins" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-09T09:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Stearoyl Lactylate", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Beta-Carotene 10% CWS", |
| "category": "vitamins" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-09T11:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sodium Stearoyl Lactylate", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Beta-Carotene 10% CWS", |
| "category": "vitamins" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0133", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-31T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3258", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-3381", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-31T09:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3258", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-3381", |
| "type": "cost_center" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-31T12:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3258", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-3381", |
| "type": "cost_center" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0134", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-21T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Polysorbate 60", |
| "category": "emulsifiers" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Locust Bean Gum -> Polysorbate 60", |
| "confidence": 0.56, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-21T09:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Polysorbate 60", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-21T11:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Polysorbate 60", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-21T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Polysorbate 60", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Locust Bean Gum", |
| "entity_b": "Polysorbate 60", |
| "is_match": true, |
| "discriminating_attribute": "grade" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0135", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-06T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3628", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-7278", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-706", |
| "confidence": 0.76 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-06T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3628", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-7278", |
| "type": "route" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-06T12:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3628", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-7278", |
| "type": "route" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-289", |
| "correct_classification": "CLASS-818", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0136", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-09-07T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9070", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5929", |
| "type": "legal_entity" |
| } |
| }, |
| "query": "Entity-9070", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-09-07T09:23:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9070", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5929", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-9070", |
| "new_alias": "Entity-alt", |
| "system": "RISK_ENGINE" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-09-07T10:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9070", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-5929", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0137", |
| "pattern_id": "business_rule_update", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-04-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3150", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7900", |
| "type": "broker" |
| } |
| }, |
| "rule_id": "RULE-168", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-04-09T10:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3150", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7900", |
| "type": "broker" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-04-09T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3150", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-7900", |
| "type": "broker" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "apply_rate", |
| "value": "VALUE-468" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0138", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-08-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1190", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4725", |
| "type": "counterparty" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-1190", |
| "confidence": 0.31 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-08-11T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1190", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4725", |
| "type": "counterparty" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-08-11T10:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1190", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-4725", |
| "type": "counterparty" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.61, |
| "new_threshold": 0.5 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0139", |
| "pattern_id": "split_entity", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-03-12T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-2328", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-03-12T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-2328", |
| "type": "shipment" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-03-12T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1272", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-2328", |
| "type": "shipment" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0140", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Polydextrose", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-13T10:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Polydextrose", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-13T10:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Polydextrose", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0141", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-09-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9036", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-8228", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-9036 -> Entity-8228", |
| "confidence": 0.53, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-09-11T09:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9036", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-8228", |
| "type": "instrument" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-09-11T11:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9036", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-8228", |
| "type": "instrument" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-09-11T11:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9036", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-8228", |
| "type": "instrument" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-9036", |
| "entity_b": "Entity-8228", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0142", |
| "pattern_id": "classification_override", |
| "domain": "insurance_underwriting", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-08T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5012", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-1855", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-468", |
| "confidence": 0.88 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-08T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5012", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-1855", |
| "type": "policy" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-08T09:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5012", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-1855", |
| "type": "policy" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-246", |
| "correct_classification": "CLASS-819", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0143", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-06-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3942", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6345", |
| "type": "warehouse_location" |
| } |
| }, |
| "query": "Entity-3942", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-06-09T10:53:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3942", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6345", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3942", |
| "new_alias": "Entity-alt", |
| "system": "TMS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-06-09T10:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3942", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6345", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0144", |
| "pattern_id": "business_rule_update", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "rule_id": "RULE-278", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-28T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-28T10:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Sodium Benzoate", |
| "category": "acids" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "classify_as", |
| "value": "VALUE-737" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0145", |
| "pattern_id": "confidence_adjustment", |
| "domain": "insurance_underwriting", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-04-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7829", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-7826", |
| "type": "claimant" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-7829", |
| "confidence": 0.38 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-04-25T10:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7829", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-7826", |
| "type": "claimant" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-04-25T10:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7829", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-7826", |
| "type": "claimant" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.53, |
| "new_threshold": 0.47 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0146", |
| "pattern_id": "split_entity", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Sarah Chen", |
| "role": "Operations Manager, North America" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-04T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Saccharin Sodium", |
| "category": "sweeteners" |
| }, |
| "entity_b": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-04T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Saccharin Sodium", |
| "category": "sweeteners" |
| }, |
| "entity_b": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-04T09:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Saccharin Sodium", |
| "category": "sweeteners" |
| }, |
| "entity_b": { |
| "name": "Potassium Chloride Food Grade", |
| "category": "minerals" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0147", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-08-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5252", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5000", |
| "type": "carrier" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-08-29T09:33:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5252", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5000", |
| "type": "carrier" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-08-29T09:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5252", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-5000", |
| "type": "carrier" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0148", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-07T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4842", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4842 -> Entity-6905", |
| "confidence": 0.58, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-07T10:29:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4842", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-07T10:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4842", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-07T12:03:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4842", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-6905", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4842", |
| "entity_b": "Entity-6905", |
| "is_match": true, |
| "discriminating_attribute": "jurisdiction" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0149", |
| "pattern_id": "classification_override", |
| "domain": "commodity_trading", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Klaus Weber", |
| "role": "Tax Analyst, EU" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-05-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Oat Beta-Glucan 70%", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Riboflavin", |
| "category": "vitamins" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-512", |
| "confidence": 0.84 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-25T09:54:00", |
| "entities": { |
| "entity_a": { |
| "name": "Oat Beta-Glucan 70%", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Riboflavin", |
| "category": "vitamins" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-05-25T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Oat Beta-Glucan 70%", |
| "category": "fibers" |
| }, |
| "entity_b": { |
| "name": "Riboflavin", |
| "category": "vitamins" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-446", |
| "correct_classification": "CLASS-231", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0150", |
| "pattern_id": "new_alias_discovery", |
| "domain": "logistics_operations", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-01T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4442", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-3126", |
| "type": "shipment" |
| } |
| }, |
| "query": "Entity-4442", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-01T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4442", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-3126", |
| "type": "shipment" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-4442", |
| "new_alias": "Entity-local", |
| "system": "CUSTOMS_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-01T09:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4442", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-3126", |
| "type": "shipment" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0151", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-04-22T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5894", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6910", |
| "type": "vendor" |
| } |
| }, |
| "rule_id": "RULE-553", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-04-22T10:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5894", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6910", |
| "type": "vendor" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-04-22T10:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5894", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-6910", |
| "type": "vendor" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_b'", |
| "action": "map_to", |
| "value": "VALUE-518" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0152", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-27T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2482", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-3327", |
| "type": "counterparty" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-2482", |
| "confidence": 0.43 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-27T09:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2482", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-3327", |
| "type": "counterparty" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-27T10:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2482", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-3327", |
| "type": "counterparty" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.52, |
| "new_threshold": 0.35 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0153", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Anna Schmitt", |
| "role": "Senior Underwriter" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-05-05T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-5177", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-05-05T10:37:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-5177", |
| "type": "policy" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-05-05T12:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6187", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-5177", |
| "type": "policy" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0154", |
| "pattern_id": "merge_entities", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-07-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5382", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8590", |
| "type": "policy" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-07-17T09:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5382", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8590", |
| "type": "policy" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-07-17T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5382", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-8590", |
| "type": "policy" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0155", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-06-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Cellulose Microcrystalline", |
| "category": "hydrocolloids" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Niacin -> Cellulose Microcrystalline", |
| "confidence": 0.79, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-17T10:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Cellulose Microcrystalline", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-06-17T10:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Cellulose Microcrystalline", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-06-17T14:27:00", |
| "entities": { |
| "entity_a": { |
| "name": "Niacin", |
| "category": "vitamins" |
| }, |
| "entity_b": { |
| "name": "Cellulose Microcrystalline", |
| "category": "hydrocolloids" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Niacin", |
| "entity_b": "Cellulose Microcrystalline", |
| "is_match": false, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0156", |
| "pattern_id": "classification_override", |
| "domain": "financial_compliance", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-05-03T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5199", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-3198", |
| "type": "regulatory_code" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-722", |
| "confidence": 0.66 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-03T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5199", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-3198", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-05-03T11:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5199", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-3198", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-914", |
| "correct_classification": "CLASS-618", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0157", |
| "pattern_id": "new_alias_discovery", |
| "domain": "commodity_trading", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-05-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Coconut Oil Virgin", |
| "category": "oils" |
| } |
| }, |
| "query": "Locust Bean Gum", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-05-29T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Coconut Oil Virgin", |
| "category": "oils" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Locust Bean Gum", |
| "new_alias": "Locust-v2", |
| "system": "SAP_TC2" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-05-29T10:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Locust Bean Gum", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Coconut Oil Virgin", |
| "category": "oils" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0158", |
| "pattern_id": "business_rule_update", |
| "domain": "vendor_management", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-04-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8117", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1330", |
| "type": "service_category" |
| } |
| }, |
| "rule_id": "RULE-492", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-04-14T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8117", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1330", |
| "type": "service_category" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-04-14T11:10:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8117", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1330", |
| "type": "service_category" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_a'", |
| "action": "flag_for_review", |
| "value": "VALUE-644" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0159", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-06-28T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6323", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-8139", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-6323", |
| "confidence": 0.42 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-06-28T09:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6323", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-8139", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-06-28T12:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6323", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-8139", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.66, |
| "new_threshold": 0.43 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0160", |
| "pattern_id": "split_entity", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-03-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1767", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5012", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-03-30T10:11:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1767", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5012", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-03-30T12:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1767", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-5012", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0161", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-06-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4069", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5256", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-06-09T09:25:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4069", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5256", |
| "type": "contract" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-06-09T10:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4069", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-5256", |
| "type": "contract" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0162", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "vendor_management", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-07-05T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8967", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9666", |
| "type": "cost_center" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-8967 -> Entity-9666", |
| "confidence": 0.73, |
| "method": "attribute_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-07-05T10:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8967", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9666", |
| "type": "cost_center" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-07-05T10:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8967", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9666", |
| "type": "cost_center" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-07-05T13:03:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8967", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9666", |
| "type": "cost_center" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-8967", |
| "entity_b": "Entity-9666", |
| "is_match": true, |
| "discriminating_attribute": "concentration" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0163", |
| "pattern_id": "classification_override", |
| "domain": "financial_compliance", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-06-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9096", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9253", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-320", |
| "confidence": 0.71 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-14T10:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9096", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9253", |
| "type": "instrument" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-06-14T12:08:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-9096", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-9253", |
| "type": "instrument" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-214", |
| "correct_classification": "CLASS-962", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0164", |
| "pattern_id": "new_alias_discovery", |
| "domain": "vendor_management", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-09-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3661", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6237", |
| "type": "contract" |
| } |
| }, |
| "query": "Entity-3661", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-09-17T10:49:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3661", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6237", |
| "type": "contract" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3661", |
| "new_alias": "Entity-alt", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-09-17T11:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3661", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-6237", |
| "type": "contract" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0165", |
| "pattern_id": "business_rule_update", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-05-22T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3829", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5631", |
| "type": "route" |
| } |
| }, |
| "rule_id": "RULE-667", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-05-22T09:40:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3829", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5631", |
| "type": "route" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-05-22T09:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3829", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5631", |
| "type": "route" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.category == 'value_c'", |
| "action": "classify_as", |
| "value": "VALUE-657" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0166", |
| "pattern_id": "confidence_adjustment", |
| "domain": "logistics_operations", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-08-21T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8193", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-2333", |
| "type": "carrier" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-8193", |
| "confidence": 0.52 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-08-21T10:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8193", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-2333", |
| "type": "carrier" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-08-21T10:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8193", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-2333", |
| "type": "carrier" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.68, |
| "new_threshold": 0.44 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0167", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-07-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6361", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1515", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-07-10T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6361", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1515", |
| "type": "vendor" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-07-10T10:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6361", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-1515", |
| "type": "vendor" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0168", |
| "pattern_id": "merge_entities", |
| "domain": "financial_compliance", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-05-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5673", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-7699", |
| "type": "legal_entity" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-05-17T10:51:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5673", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-7699", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-05-17T10:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5673", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-7699", |
| "type": "legal_entity" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0169", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-03-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4164", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-7739", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4164 -> Entity-7739", |
| "confidence": 0.52, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-03-20T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4164", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-7739", |
| "type": "route" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "domain_expert" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-03-20T12:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4164", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-7739", |
| "type": "route" |
| } |
| }, |
| "action": "reject", |
| "reason": "Same name but different specifications" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-03-20T12:33:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4164", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-7739", |
| "type": "route" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4164", |
| "entity_b": "Entity-7739", |
| "is_match": false, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0170", |
| "pattern_id": "classification_override", |
| "domain": "vendor_management", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-31T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6783", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-1585", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-123", |
| "confidence": 0.85 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-31T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6783", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-1585", |
| "type": "vendor" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-31T13:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6783", |
| "type": "service_category" |
| }, |
| "entity_b": { |
| "name": "Entity-1585", |
| "type": "vendor" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-786", |
| "correct_classification": "CLASS-256", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0171", |
| "pattern_id": "new_alias_discovery", |
| "domain": "commodity_trading", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-07-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Lactic Acid 80%", |
| "category": "acids" |
| }, |
| "entity_b": { |
| "name": "Resistant Starch Type III", |
| "category": "starches" |
| } |
| }, |
| "query": "Lactic Acid 80%", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-07-30T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Lactic Acid 80%", |
| "category": "acids" |
| }, |
| "entity_b": { |
| "name": "Resistant Starch Type III", |
| "category": "starches" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Lactic Acid 80%", |
| "new_alias": "Lactic-local", |
| "system": "SAP_APAC" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-07-30T09:20:00", |
| "entities": { |
| "entity_a": { |
| "name": "Lactic Acid 80%", |
| "category": "acids" |
| }, |
| "entity_b": { |
| "name": "Resistant Starch Type III", |
| "category": "starches" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0172", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-06-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1645", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-3378", |
| "type": "regulatory_code" |
| } |
| }, |
| "rule_id": "RULE-202", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-06-25T10:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1645", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-3378", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-06-25T12:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-1645", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-3378", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.type == 'value_b'", |
| "action": "flag_for_review", |
| "value": "VALUE-880" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0173", |
| "pattern_id": "confidence_adjustment", |
| "domain": "financial_compliance", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-07-30T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3023", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-1009", |
| "type": "regulatory_code" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-3023", |
| "confidence": 0.47 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-07-30T10:47:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3023", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-1009", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-07-30T12:30:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3023", |
| "type": "counterparty" |
| }, |
| "entity_b": { |
| "name": "Entity-1009", |
| "type": "regulatory_code" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.55, |
| "new_threshold": 0.41 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0174", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-06-23T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4859", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3217", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-06-23T09:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4859", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3217", |
| "type": "broker" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-06-23T10:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4859", |
| "type": "coverage_type" |
| }, |
| "entity_b": { |
| "name": "Entity-3217", |
| "type": "broker" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0175", |
| "pattern_id": "merge_entities", |
| "domain": "logistics_operations", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-07-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4783", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7949", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-07-09T10:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4783", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7949", |
| "type": "route" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-07-09T12:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4783", |
| "type": "carrier" |
| }, |
| "entity_b": { |
| "name": "Entity-7949", |
| "type": "route" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0176", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-08-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8945", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-8855", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-8945 -> Entity-8855", |
| "confidence": 0.8, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-11T09:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8945", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-8855", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-08-11T12:18:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8945", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-8855", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-08-11T14:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8945", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-8855", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-8945", |
| "entity_b": "Entity-8855", |
| "is_match": false, |
| "discriminating_attribute": "carrier_code" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0177", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-08-26T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6435", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9384", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-183", |
| "confidence": 0.83 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-08-26T09:58:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6435", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9384", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-08-26T12:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6435", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-9384", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-681", |
| "correct_classification": "CLASS-150", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0178", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-09-03T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8854", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1766", |
| "type": "counterparty" |
| } |
| }, |
| "query": "Entity-8854", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-09-03T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8854", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1766", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-8854", |
| "new_alias": "Entity-legacy", |
| "system": "SHAREPOINT" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-09-03T12:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8854", |
| "type": "legal_entity" |
| }, |
| "entity_b": { |
| "name": "Entity-1766", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0179", |
| "pattern_id": "business_rule_update", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-04-14T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6789", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5223", |
| "type": "shipment" |
| } |
| }, |
| "rule_id": "RULE-352", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-04-14T09:17:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6789", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5223", |
| "type": "shipment" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-04-14T10:42:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6789", |
| "type": "route" |
| }, |
| "entity_b": { |
| "name": "Entity-5223", |
| "type": "shipment" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_c'", |
| "action": "classify_as", |
| "value": "VALUE-981" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0180", |
| "pattern_id": "confidence_adjustment", |
| "domain": "commodity_trading", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-09-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid Technical Grade", |
| "category": "acids" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Ethyl Vanillin", |
| "confidence": 0.41 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-09-02T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid Technical Grade", |
| "category": "acids" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-09-02T09:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Ethyl Vanillin", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Ascorbic Acid Technical Grade", |
| "category": "acids" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.69, |
| "new_threshold": 0.4 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0181", |
| "pattern_id": "split_entity", |
| "domain": "vendor_management", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Carlos Rivera", |
| "role": "Accounts Payable Supervisor" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-04-09T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8236", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9639", |
| "type": "service_category" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-04-09T09:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8236", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9639", |
| "type": "service_category" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-04-09T09:44:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8236", |
| "type": "vendor" |
| }, |
| "entity_b": { |
| "name": "Entity-9639", |
| "type": "service_category" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0182", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-06-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Konjac Glucomannan", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Pregelatinized Starch", |
| "category": "starches" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-06-11T09:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Konjac Glucomannan", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Pregelatinized Starch", |
| "category": "starches" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-06-11T11:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Konjac Glucomannan", |
| "category": "hydrocolloids" |
| }, |
| "entity_b": { |
| "name": "Pregelatinized Starch", |
| "category": "starches" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0183", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "insurance_underwriting", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Sophie Martin", |
| "role": "Broker Relations Manager" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-06-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4163", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-3615", |
| "type": "broker" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4163 -> Entity-3615", |
| "confidence": 0.64, |
| "method": "embedding_similarity" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-06-11T09:34:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4163", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-3615", |
| "type": "broker" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-06-11T10:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4163", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-3615", |
| "type": "broker" |
| } |
| }, |
| "action": "reject", |
| "reason": "Different entities despite similar names" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-06-11T14:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4163", |
| "type": "broker" |
| }, |
| "entity_b": { |
| "name": "Entity-3615", |
| "type": "broker" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4163", |
| "entity_b": "Entity-3615", |
| "is_match": true, |
| "discriminating_attribute": "policy_year" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0184", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-05-17T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6170", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-2794", |
| "type": "route" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-455", |
| "confidence": 0.78 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-17T10:19:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6170", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-2794", |
| "type": "route" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-05-17T11:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6170", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-2794", |
| "type": "route" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-214", |
| "correct_classification": "CLASS-343", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0185", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-06-18T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3460", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-3471", |
| "type": "counterparty" |
| } |
| }, |
| "query": "Entity-3460", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-06-18T09:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3460", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-3471", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-3460", |
| "new_alias": "Entity-legacy", |
| "system": "TRADING_SYS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-06-18T12:14:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-3460", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-3471", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0186", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-20T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4184", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4796", |
| "type": "counterparty" |
| } |
| }, |
| "rule_id": "RULE-742", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-20T10:13:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4184", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4796", |
| "type": "counterparty" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-20T09:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4184", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4796", |
| "type": "counterparty" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.category == 'value_c'", |
| "action": "map_to", |
| "value": "VALUE-866" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0187", |
| "pattern_id": "confidence_adjustment", |
| "domain": "vendor_management", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-03-18T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8942", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-2016", |
| "type": "vendor" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-8942", |
| "confidence": 0.45 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-03-18T09:09:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8942", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-2016", |
| "type": "vendor" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-03-18T09:16:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8942", |
| "type": "cost_center" |
| }, |
| "entity_b": { |
| "name": "Entity-2016", |
| "type": "vendor" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.57, |
| "new_threshold": 0.41 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0188", |
| "pattern_id": "split_entity", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Mei Lin Tan", |
| "role": "Procurement Lead, APAC" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-06-02T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Cocoa Butter Deodorized", |
| "category": "oils" |
| }, |
| "entity_b": { |
| "name": "Erythritol Crystalline", |
| "category": "sweeteners" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-06-02T09:36:00", |
| "entities": { |
| "entity_a": { |
| "name": "Cocoa Butter Deodorized", |
| "category": "oils" |
| }, |
| "entity_b": { |
| "name": "Erythritol Crystalline", |
| "category": "sweeteners" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-06-02T10:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Cocoa Butter Deodorized", |
| "category": "oils" |
| }, |
| "entity_b": { |
| "name": "Erythritol Crystalline", |
| "category": "sweeteners" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0189", |
| "pattern_id": "merge_entities", |
| "domain": "commodity_trading", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-05-18T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sorbitol Solution 70%", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Folic Acid", |
| "category": "vitamins" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-05-18T09:06:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sorbitol Solution 70%", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Folic Acid", |
| "category": "vitamins" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-05-18T10:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Sorbitol Solution 70%", |
| "category": "sugars" |
| }, |
| "entity_b": { |
| "name": "Folic Acid", |
| "category": "vitamins" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0190", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "logistics_operations", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "Raj Patel", |
| "role": "Logistics Coordinator" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-05-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4849", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7473", |
| "type": "carrier" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Entity-4849 -> Entity-7473", |
| "confidence": 0.76, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-05-25T10:39:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4849", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7473", |
| "type": "carrier" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-05-25T12:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4849", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7473", |
| "type": "carrier" |
| } |
| }, |
| "action": "reject", |
| "reason": "Outdated mapping from legacy system" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-05-25T10:09:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4849", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7473", |
| "type": "carrier" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Entity-4849", |
| "entity_b": "Entity-7473", |
| "is_match": true, |
| "discriminating_attribute": "region" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0191", |
| "pattern_id": "classification_override", |
| "domain": "logistics_operations", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Maria Garcia", |
| "role": "Warehouse Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-09-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5420", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7633", |
| "type": "shipment" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-151", |
| "confidence": 0.74 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-09-10T09:50:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5420", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7633", |
| "type": "shipment" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "data_steward" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-09-10T10:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5420", |
| "type": "warehouse_location" |
| }, |
| "entity_b": { |
| "name": "Entity-7633", |
| "type": "shipment" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-882", |
| "correct_classification": "CLASS-482", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0192", |
| "pattern_id": "new_alias_discovery", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-08-11T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4679", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-5042", |
| "type": "policy" |
| } |
| }, |
| "query": "Entity-4679", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-08-11T09:15:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4679", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-5042", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-4679", |
| "new_alias": "Entity-v2", |
| "system": "BROKER_PORTAL" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-08-11T10:02:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-4679", |
| "type": "claimant" |
| }, |
| "entity_b": { |
| "name": "Entity-5042", |
| "type": "policy" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0193", |
| "pattern_id": "business_rule_update", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-08-10T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| } |
| }, |
| "rule_id": "RULE-600", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-08-10T10:31:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-08-10T10:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Soy Lecithin Powder", |
| "category": "emulsifiers" |
| }, |
| "entity_b": { |
| "name": "Magnesium Stearate", |
| "category": "minerals" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.system == 'value_c'", |
| "action": "flag_for_review", |
| "value": "VALUE-278" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0194", |
| "pattern_id": "confidence_adjustment", |
| "domain": "logistics_operations", |
| "description": "Expert adjusts confidence threshold for a mapping", |
| "expert": { |
| "name": "Yuki Tanaka", |
| "role": "Customs Compliance Specialist" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_low_confidence", |
| "timestamp": "2025-05-23T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6649", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-5798", |
| "type": "warehouse_location" |
| } |
| }, |
| "system_output": { |
| "proposed_result": "Result for Entity-6649", |
| "confidence": 0.39 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_confirms", |
| "timestamp": "2025-05-23T09:27:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6649", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-5798", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "confirm", |
| "confirmed_result": "correct", |
| "confidence": 1.0 |
| }, |
| { |
| "step_index": 2, |
| "step_type": "threshold_updated", |
| "timestamp": "2025-05-23T11:12:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6649", |
| "type": "shipment" |
| }, |
| "entity_b": { |
| "name": "Entity-5798", |
| "type": "warehouse_location" |
| } |
| }, |
| "action": "threshold_update", |
| "old_threshold": 0.62, |
| "new_threshold": 0.44 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0195", |
| "pattern_id": "split_entity", |
| "domain": "insurance_underwriting", |
| "description": "Expert identifies that one record actually represents two distinct entities", |
| "expert": { |
| "name": "Thomas Bauer", |
| "role": "Claims Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_one", |
| "timestamp": "2025-08-29T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5177", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2207", |
| "type": "coverage_type" |
| } |
| }, |
| "system_output": { |
| "entity_count": 1, |
| "merged": true |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_split", |
| "timestamp": "2025-08-29T09:52:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5177", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2207", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split", |
| "reason": "Upon review, these are two distinct entities with different attributes." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_separated", |
| "timestamp": "2025-08-29T10:04:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-5177", |
| "type": "policy" |
| }, |
| "entity_b": { |
| "name": "Entity-2207", |
| "type": "coverage_type" |
| } |
| }, |
| "action": "split_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0196", |
| "pattern_id": "merge_entities", |
| "domain": "vendor_management", |
| "description": "Expert identifies that two records are actually the same entity", |
| "expert": { |
| "name": "Lisa Thompson", |
| "role": "Procurement Manager" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_treats_as_separate", |
| "timestamp": "2025-03-25T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2215", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-9394", |
| "type": "contract" |
| } |
| }, |
| "system_output": { |
| "entity_count": 2, |
| "merged": false |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_match", |
| "timestamp": "2025-03-25T09:46:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2215", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-9394", |
| "type": "contract" |
| } |
| }, |
| "action": "merge", |
| "reason": "Expert confirmed these are the same entity based on matching identifiers." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "entities_merged", |
| "timestamp": "2025-03-25T11:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-2215", |
| "type": "contract" |
| }, |
| "entity_b": { |
| "name": "Entity-9394", |
| "type": "contract" |
| } |
| }, |
| "action": "merge_completed" |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0197", |
| "pattern_id": "entity_mapping_fix", |
| "domain": "commodity_trading", |
| "description": "Expert corrects a wrong entity mapping", |
| "expert": { |
| "name": "James Morrison", |
| "role": "Master Data Steward" |
| }, |
| "num_steps": 4, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_proposes_mapping", |
| "timestamp": "2025-04-15T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| } |
| }, |
| "system_output": { |
| "proposed_mapping": "Monosodium Glutamate -> Monosodium Glutamate", |
| "confidence": 0.78, |
| "method": "fuzzy_match" |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-15T10:26:00", |
| "entities": { |
| "entity_a": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_rejects", |
| "timestamp": "2025-04-15T10:22:00", |
| "entities": { |
| "entity_a": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| } |
| }, |
| "action": "reject", |
| "reason": "Incorrect attribute match — key discriminator missed" |
| }, |
| { |
| "step_index": 3, |
| "step_type": "expert_provides_correct_mapping", |
| "timestamp": "2025-04-15T09:48:00", |
| "entities": { |
| "entity_a": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| }, |
| "entity_b": { |
| "name": "Monosodium Glutamate", |
| "category": "flavors" |
| } |
| }, |
| "action": "correct", |
| "correct_mapping": { |
| "entity_a": "Monosodium Glutamate", |
| "entity_b": "Monosodium Glutamate", |
| "is_match": true, |
| "discriminating_attribute": "de_value" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0198", |
| "pattern_id": "classification_override", |
| "domain": "financial_compliance", |
| "description": "Expert overrides automated classification", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "system_classifies", |
| "timestamp": "2025-04-13T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7464", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1641", |
| "type": "instrument" |
| } |
| }, |
| "system_output": { |
| "classification": "CLASS-754", |
| "confidence": 0.9 |
| } |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_reviews", |
| "timestamp": "2025-04-13T09:35:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7464", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1641", |
| "type": "instrument" |
| } |
| }, |
| "action": "review", |
| "reviewer_role": "senior_analyst" |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_overrides_with_reason", |
| "timestamp": "2025-04-13T11:24:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-7464", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-1641", |
| "type": "instrument" |
| } |
| }, |
| "action": "override", |
| "override": { |
| "previous_classification": "CLASS-243", |
| "correct_classification": "CLASS-311", |
| "reason": "Expert determined classification based on updated regulatory criteria." |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0199", |
| "pattern_id": "new_alias_discovery", |
| "domain": "financial_compliance", |
| "description": "Expert identifies a new alias for an existing entity", |
| "expert": { |
| "name": "Elena Volkov", |
| "role": "Risk Analyst" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "query_fails_to_match", |
| "timestamp": "2025-03-16T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6949", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4430", |
| "type": "counterparty" |
| } |
| }, |
| "query": "Entity-6949", |
| "result": "no_match_found" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_identifies_alias", |
| "timestamp": "2025-03-16T10:01:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6949", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4430", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_discovery", |
| "alias": { |
| "canonical_name": "Entity-6949", |
| "new_alias": "Entity-alt", |
| "system": "TRADING_SYS" |
| } |
| }, |
| { |
| "step_index": 2, |
| "step_type": "alias_registered", |
| "timestamp": "2025-03-16T09:28:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-6949", |
| "type": "instrument" |
| }, |
| "entity_b": { |
| "name": "Entity-4430", |
| "type": "counterparty" |
| } |
| }, |
| "action": "alias_registered", |
| "confidence": 1.0 |
| } |
| ] |
| }, |
| { |
| "sequence_id": "CORR-0200", |
| "pattern_id": "business_rule_update", |
| "domain": "financial_compliance", |
| "description": "Expert corrects a business rule based on changed conditions", |
| "expert": { |
| "name": "David Kim", |
| "role": "Compliance Officer" |
| }, |
| "num_steps": 3, |
| "steps": [ |
| { |
| "step_index": 0, |
| "step_type": "old_rule_applied", |
| "timestamp": "2025-04-22T09:00:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8017", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2115", |
| "type": "instrument" |
| } |
| }, |
| "rule_id": "RULE-211", |
| "result": "incorrect_output" |
| }, |
| { |
| "step_index": 1, |
| "step_type": "expert_flags_outdated", |
| "timestamp": "2025-04-22T10:55:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8017", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2115", |
| "type": "instrument" |
| } |
| }, |
| "action": "flag_outdated", |
| "reason": "Rule no longer valid due to regulatory change or business process update." |
| }, |
| { |
| "step_index": 2, |
| "step_type": "expert_provides_new_rule", |
| "timestamp": "2025-04-22T12:38:00", |
| "entities": { |
| "entity_a": { |
| "name": "Entity-8017", |
| "type": "regulatory_code" |
| }, |
| "entity_b": { |
| "name": "Entity-2115", |
| "type": "instrument" |
| } |
| }, |
| "action": "new_rule", |
| "rule": { |
| "condition": "entity.region == 'value_c'", |
| "action": "classify_as", |
| "value": "VALUE-907" |
| }, |
| "confidence": 1.0 |
| } |
| ] |
| } |
| ] |
