{ "_comment": "Vertical slice example: apple transfer word problem. Shows complete pipeline state at each stage.", "input_text": "Alice had 5 apples. She gave Bob 2 apples. How many apples does Alice have now?", "stage_post_gate": { "gate_signals": [ { "gate_id": "has_entity_reference", "activated": true, "confidence": 0.99, "evidence_spans": [{"text": "Alice", "start": 0, "end": 5}, {"text": "Bob", "start": 29, "end": 32}] }, { "gate_id": "has_coreference", "activated": true, "confidence": 0.90, "evidence_spans": [{"text": "She", "start": 17, "end": 20}] }, { "gate_id": "has_quantity", "activated": true, "confidence": 0.99, "evidence_spans": [{"text": "5 apples", "start": 10, "end": 18}, {"text": "2 apples", "start": 33, "end": 41}] }, { "gate_id": "has_ownership_transfer", "activated": true, "confidence": 0.97, "evidence_spans": [{"text": "gave", "start": 21, "end": 25}] }, { "gate_id": "has_temporal_relation", "activated": true, "confidence": 0.85, "evidence_spans": [{"text": "had", "start": 6, "end": 9}, {"text": "gave", "start": 21, "end": 25}] }, { "gate_id": "is_math", "activated": true, "confidence": 0.95, "evidence_spans": [{"text": "5", "start": 10, "end": 11}, {"text": "2", "start": 33, "end": 34}] } ] }, "stage_post_proposal": { "objects": { "E1": { "object_id": "E1", "object_kind": "entity", "status": "active", "confidence": 0.97, "surface_span": { "text": "Alice", "start": 0, "end": 5 }, "canonical_label": "Alice", "aliases": ["She", "her"], "facet_refs": [], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P1"], "source_module": "entity_specialist" }, "E2": { "object_id": "E2", "object_kind": "entity", "status": "active", "confidence": 0.97, "surface_span": { "text": "Bob", "start": 29, "end": 32 }, "canonical_label": "Bob", "aliases": ["him"], "facet_refs": [], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P2"], "source_module": "entity_specialist" }, "O_apples": { "object_id": "O_apples", "object_kind": "concept", "status": "active", "confidence": 0.99, "surface_span": { "text": "apples", "start": 12, "end": 18 }, "canonical_label": "apples", "aliases": [], "facet_refs": [], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P3"], "source_module": "entity_specialist" }, "Q1": { "object_id": "Q1", "object_kind": "quantity", "status": "active", "confidence": 0.99, "surface_span": { "text": "5", "start": 10, "end": 11 }, "canonical_label": "5", "facet_refs": ["F_Q1"], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P4"], "source_module": "quantity_specialist" }, "Q2": { "object_id": "Q2", "object_kind": "quantity", "status": "active", "confidence": 0.99, "surface_span": { "text": "2", "start": 33, "end": 34 }, "canonical_label": "2", "facet_refs": ["F_Q2"], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P5"], "source_module": "quantity_specialist" }, "Q_alice_final": { "object_id": "Q_alice_final", "object_kind": "quantity", "status": "proposed", "confidence": 0.80, "canonical_label": "Alice's final apple count", "facet_refs": ["F_Q_final"], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P6"], "source_module": "quantity_specialist" }, "EV_initial": { "object_id": "EV_initial", "object_kind": "event", "status": "active", "confidence": 0.90, "surface_span": { "text": "had", "start": 6, "end": 9 }, "canonical_label": "initial_possession", "facet_refs": [], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P7"], "source_module": "entity_specialist" }, "EV_transfer": { "object_id": "EV_transfer", "object_kind": "event", "status": "active", "confidence": 0.95, "surface_span": { "text": "gave", "start": 21, "end": 25 }, "canonical_label": "transfer", "facet_refs": [], "constraint_refs": [], "evidence_refs": [], "provenance_refs": ["P8"], "source_module": "entity_specialist" } } }, "stage_post_specialist": { "facets": { "F_Q1": { "facet_id": "F_Q1", "facet_kind": "quantity", "object_ref": "Q1", "confidence": 0.99, "source_module": "quantity_specialist", "value": 5, "unit": "apples", "is_exact": true, "derived_from_refs": [] }, "F_Q2": { "facet_id": "F_Q2", "facet_kind": "quantity", "object_ref": "Q2", "confidence": 0.99, "source_module": "quantity_specialist", "value": 2, "unit": "apples", "is_exact": true, "derived_from_refs": [] }, "F_Q_final": { "facet_id": "F_Q_final", "facet_kind": "quantity", "object_ref": "Q_alice_final", "confidence": 0.90, "source_module": "quantity_specialist", "value": null, "unit": "apples", "is_exact": false, "derived_from_refs": ["Q1", "Q2"] }, "F_EV_initial_temporal": { "facet_id": "F_EV_initial_temporal", "facet_kind": "temporal", "object_ref": "EV_initial", "confidence": 0.90, "source_module": "temporal_specialist", "time_point": "t0", "temporal_order_refs": ["C_temporal"] }, "F_EV_transfer_temporal": { "facet_id": "F_EV_transfer_temporal", "facet_kind": "temporal", "object_ref": "EV_transfer", "confidence": 0.90, "source_module": "temporal_specialist", "time_point": "t1", "temporal_order_refs": ["C_temporal"] }, "F_E1_ownership_t0": { "facet_id": "F_E1_ownership_t0", "facet_kind": "ownership", "object_ref": "O_apples", "confidence": 0.97, "source_module": "ownership_specialist", "owner_ref": "E1", "owned_ref": "O_apples", "quantity_ref": "Q1", "temporal_ref": "F_EV_initial_temporal", "transfer_type": "initial" } }, "constraints": { "C1": { "constraint_id": "C1", "constraint_type": "owns", "argument_refs": ["E1", "O_apples", "Q1"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "owns(Alice, apples, count=5) at t0", "confidence": 0.97, "source_module": "ownership_specialist", "provenance_refs": ["P_C1"] }, "C2": { "constraint_id": "C2", "constraint_type": "transfers", "argument_refs": ["E1", "E2", "O_apples", "Q2"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "transfers(Alice, Bob, apples, count=2) at t1", "confidence": 0.96, "source_module": "ownership_specialist", "provenance_refs": ["P_C2"] }, "C3": { "constraint_id": "C3", "constraint_type": "quantity_difference", "argument_refs": ["Q_alice_final", "Q1", "Q2"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "quantity(Q_alice_final) = quantity(Q1) - quantity(Q2)", "confidence": 0.99, "source_module": "quantity_specialist", "provenance_refs": ["P_C3"] }, "C_temporal": { "constraint_id": "C_temporal", "constraint_type": "before", "argument_refs": ["EV_initial", "EV_transfer"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "before(EV_initial, EV_transfer)", "confidence": 0.90, "source_module": "temporal_specialist", "provenance_refs": ["P_Ct"] }, "C_coreference": { "constraint_id": "C_coreference", "constraint_type": "same_entity", "argument_refs": ["E1", "E_she"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "same_entity(Alice, She)", "confidence": 0.90, "source_module": "entity_specialist", "provenance_refs": ["P_Cc"] }, "C_distinct": { "constraint_id": "C_distinct", "constraint_type": "not_same_entity", "argument_refs": ["E1", "E2"], "polarity": "positive", "strength": "hard", "status": "unresolved", "expression": "not_same_entity(Alice, Bob)", "confidence": 0.99, "source_module": "entity_specialist", "provenance_refs": ["P_Cd"] } } }, "stage_resolved": { "_notes": "After resolver runs: C3 arithmetic resolved (Q_alice_final=3), C_coreference merged E_she into E1, all hard constraints resolved, no contradictions.", "Q_alice_final_value": 3, "open_contradictions": [], "resolution_log": [ { "operation": "apply_hard", "affected_refs": ["C1"], "result": "resolved" }, { "operation": "apply_hard", "affected_refs": ["C2"], "result": "resolved" }, { "operation": "apply_hard", "affected_refs": ["C_temporal"], "result": "resolved" }, { "operation": "apply_hard", "affected_refs": ["C_distinct"], "result": "resolved" }, { "operation": "resolve_arithmetic", "affected_refs": ["Q_alice_final"], "result": "resolved", "note": "computed 5-2=3" }, { "operation": "merge_coreference", "affected_refs": ["E1", "E_she"], "result": "merged", "note": "merged E_she into E1" } ] }, "stage_synthesized": { "answer": "Alice has 3 apples.", "confidence": 0.97, "derivation_trace": [ "E1 (Alice) — active entity, confidence 0.97", "Q1 = 5 apples — quantity, confidence 0.99", "Q2 = 2 apples — quantity, confidence 0.99", "C1: owns(Alice, apples, count=5) at t0 — resolved", "C2: transfers(Alice, Bob, apples, count=2) at t1 — resolved", "C3: quantity_difference(Q_alice_final, Q1, Q2) — resolved, 5-2=3", "Q_alice_final = 3 apples" ] } }