diff --git "a/data/corrections/sequences.json" "b/data/corrections/sequences.json" new file mode 100644--- /dev/null +++ "b/data/corrections/sequences.json" @@ -0,0 +1,14188 @@ +[ + { + "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"policy" + }, + "entity_b": { + "name": "Entity-3277", + "type": "policy" + } + }, + "action": "reject", + "reason": "Outdated mapping from legacy system" + }, + { + "step_index": 3, + "step_type": "expert_provides_correct_mapping", + "timestamp": "2025-09-10T10:00:00", + "entities": {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 + } + ] + } +] \ No newline at end of file