[ { "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"type": "policy" }, "entity_b": { "name": "Entity-3277", "type": "policy" } }, "action": "reject", "reason": "Outdated mapping from legacy system" }, { "step_index": 3, "step_type": "expert_provides_correct_mapping", "timestamp": "2025-09-10T10:00:00", "entities": { "entity_a":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 } ] } ]