{ "schema_version": 2, "manifest_ref": "agent-research:reflexion:toolroute-l2.1-v1", "method": "reflexion", "benchmark": "toolroute-l2.1", "dataset": "toolroute-l2.1-v1", "seeds": [ 42, 43, 44 ], "metrics": { "answer_accuracy": 0.7277777777777777, "plan_exact_match": 0.7277777777777777, "plan_step_f1": 0.7785640593973927, "joint_success": 0.7277777777777777, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.03757984173139372, "irreversible_error_rate": 0.07222222222222222, "average_tool_calls": 5.322222222222222, "average_cost": 4.792000000000001 }, "aggregate_metrics": { "answer_accuracy": { "mean": 0.7277777777777777, "std": 0.009622504486493728, "ci95_radius": 0.010888888888888849 }, "plan_exact_match": { "mean": 0.7277777777777777, "std": 0.009622504486493728, "ci95_radius": 0.010888888888888849 }, "plan_step_f1": { "mean": 0.7785640593973927, "std": 0.006752434179036209, "ci95_radius": 0.007641098594265499 }, "joint_success": { "mean": 0.7277777777777777, "std": 0.009622504486493728, "ci95_radius": 0.010888888888888849 }, "recovery_success_rate": { "mean": 0.6666666666666666, "std": 0.0, "ci95_radius": 0.0 }, "invalid_tool_rate": { "mean": 0.03757984173139372, "std": 0.0002957135766726038, "ci95_radius": 0.0003346314136661115 }, "irreversible_error_rate": { "mean": 0.07222222222222222, "std": 0.00962250448649376, "ci95_radius": 0.010888888888888887 }, "average_tool_calls": { "mean": 5.322222222222222, "std": 0.04194352464039291, "ci95_radius": 0.0474635662741094 }, "average_cost": { "mean": 4.792000000000001, "std": 0.029310597249307582, "ci95_radius": 0.03316806317551302 } }, "validation_metrics": { "answer_accuracy": 0.7166666666666667, "plan_exact_match": 0.7166666666666667, "plan_step_f1": 0.7677930094596761, "joint_success": 0.7166666666666667, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.04316754791804362, "irreversible_error_rate": 0.08888888888888889, "average_tool_calls": 4.5055555555555555, "average_cost": 4.175222222222223 }, "validation_aggregate_metrics": { "answer_accuracy": { "mean": 0.7166666666666667, "std": 0.016666666666666663, "ci95_radius": 0.01886010879352777 }, "plan_exact_match": { "mean": 0.7166666666666667, "std": 0.016666666666666663, "ci95_radius": 0.01886010879352777 }, "plan_step_f1": { "mean": 0.7677930094596761, "std": 0.010328159436651182, "ci95_radius": 0.01168741263672851 }, "joint_success": { "mean": 0.7166666666666667, "std": 0.016666666666666663, "ci95_radius": 0.01886010879352777 }, "recovery_success_rate": { "mean": 0.6666666666666666, "std": 0.0, "ci95_radius": 0.0 }, "invalid_tool_rate": { "mean": 0.04316754791804362, "std": 0.002396970270390615, "ci95_radius": 0.0027124272044651214 }, "irreversible_error_rate": { "mean": 0.08888888888888889, "std": 0.00962250448649377, "ci95_radius": 0.010888888888888898 }, "average_tool_calls": { "mean": 4.5055555555555555, "std": 0.04811252243246864, "ci95_radius": 0.054444444444444254 }, "average_cost": { "mean": 4.175222222222223, "std": 0.03840476436493141, "ci95_radius": 0.043459082046744306 } }, "seed_results": [ { "seed": 42, "training": { "split": "train", "metrics": { "answer_accuracy": 0.7222222222222222, "plan_exact_match": 0.7222222222222222, "plan_step_f1": 0.7772266313932981, "joint_success": 0.7222222222222222, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.058394160583941604, "irreversible_error_rate": 0.05555555555555555, "average_tool_calls": 3.8055555555555554, "average_cost": 3.5544444444444445 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.6666666666666666, "fallback": 1, "irreversible": 0.6666666666666666, "combined": 0 }, "telemetry": { "retries": 18, "reflections": 14, "skill_reuses": 0, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [] }, "validation": { "split": "validation", "metrics": { "answer_accuracy": 0.7, "plan_exact_match": 0.7, "plan_step_f1": 0.7562229437229437, "joint_success": 0.7, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.0449438202247191, "irreversible_error_rate": 0.1, "average_tool_calls": 4.45, "average_cost": 4.131333333333334 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.4, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 10, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-validation-42-0000", "split": "validation", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.760000000000001, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-42-0001", "split": "validation", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.720000000000001, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-42-0002", "split": "validation", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "search", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-42-0003", "split": "validation", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7272727272727273, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 5.3, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "maps", "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-42-0004", "split": "validation", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.680000000000001, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "search", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-42-0005", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "delete" ] }, { "task_id": "toolroute-l21-validation-42-0006", "split": "validation", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.52, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-42-0007", "split": "validation", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-42-0008", "split": "validation", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-42-0009", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "delete" ] }, { "task_id": "toolroute-l21-validation-42-0010", "split": "validation", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.44, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-42-0011", "split": "validation", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.5200000000000005, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "catalog", "search", "maps" ] } ] }, "test": { "split": "test", "metrics": { "answer_accuracy": 0.7333333333333333, "plan_exact_match": 0.7333333333333333, "plan_step_f1": 0.7816472416472416, "joint_success": 0.7333333333333333, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.03761755485893417, "irreversible_error_rate": 0.06666666666666667, "average_tool_calls": 5.316666666666666, "average_cost": 4.783333333333333 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.6, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 4, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-42-0000", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0001", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-42-0002", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0003", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0004", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0005", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.2, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0006", "split": "test", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0007", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0008", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0009", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-42-0010", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0011", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] } ] }, "metrics": { "answer_accuracy": 0.7333333333333333, "plan_exact_match": 0.7333333333333333, "plan_step_f1": 0.7816472416472416, "joint_success": 0.7333333333333333, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.03761755485893417, "irreversible_error_rate": 0.06666666666666667, "average_tool_calls": 5.316666666666666, "average_cost": 4.783333333333333 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.6, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 4, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-42-0000", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0001", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-42-0002", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0003", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0004", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0005", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.2, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0006", "split": "test", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0007", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0008", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-42-0009", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-42-0010", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-42-0011", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] } ] }, { "seed": 43, "training": { "split": "train", "metrics": { "answer_accuracy": 0.6666666666666666, "plan_exact_match": 0.6666666666666666, "plan_step_f1": 0.7441578483245149, "joint_success": 0.6666666666666666, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.058394160583941604, "irreversible_error_rate": 0.1111111111111111, "average_tool_calls": 3.8055555555555554, "average_cost": 3.5766666666666667 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.6666666666666666, "fallback": 1, "irreversible": 0.3333333333333333, "combined": 0 }, "telemetry": { "retries": 18, "reflections": 14, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [] }, "validation": { "split": "validation", "metrics": { "answer_accuracy": 0.7166666666666667, "plan_exact_match": 0.7166666666666667, "plan_step_f1": 0.7710738335738335, "joint_success": 0.7166666666666667, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.04411764705882353, "irreversible_error_rate": 0.08333333333333333, "average_tool_calls": 4.533333333333333, "average_cost": 4.2026666666666666 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.5, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-validation-43-0000", "split": "validation", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-43-0001", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "delete" ] }, { "task_id": "toolroute-l21-validation-43-0002", "split": "validation", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.52, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-43-0003", "split": "validation", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.24, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "catalog", "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-43-0004", "split": "validation", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-43-0005", "split": "validation", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.9200000000000004, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "calendar", "calculator", "search" ] }, { "task_id": "toolroute-l21-validation-43-0006", "split": "validation", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.52, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-43-0007", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "delete" ] }, { "task_id": "toolroute-l21-validation-43-0008", "split": "validation", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-43-0009", "split": "validation", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.720000000000001, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "calculator", "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-43-0010", "split": "validation", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "search", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-43-0011", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "delete" ] } ] }, "test": { "split": "test", "metrics": { "answer_accuracy": 0.7166666666666667, "plan_exact_match": 0.7166666666666667, "plan_step_f1": 0.7708203833203833, "joint_success": 0.7166666666666667, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.03785488958990536, "irreversible_error_rate": 0.08333333333333333, "average_tool_calls": 5.283333333333333, "average_cost": 4.768000000000001 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.5, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-43-0000", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0001", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.2, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "search", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0002", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.9200000000000004, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "calendar" ] }, { "task_id": "toolroute-l21-test-43-0003", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0004", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0005", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-43-0006", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0007", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0008", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.6800000000000006, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0009", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.5, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calendar", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0010", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0011", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "weather", "search", "database" ] } ] }, "metrics": { "answer_accuracy": 0.7166666666666667, "plan_exact_match": 0.7166666666666667, "plan_step_f1": 0.7708203833203833, "joint_success": 0.7166666666666667, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.03785488958990536, "irreversible_error_rate": 0.08333333333333333, "average_tool_calls": 5.283333333333333, "average_cost": 4.768000000000001 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.5, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-43-0000", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0001", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.2, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "search", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0002", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.9200000000000004, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "calendar" ] }, { "task_id": "toolroute-l21-test-43-0003", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0004", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0005", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-43-0006", "split": "test", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0007", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9230769230769231, "has_failure": true, "tool_calls": 7.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 6.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "database", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0008", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.6800000000000006, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0009", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.5, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calendar", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-43-0010", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.4, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-43-0011", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "weather", "search", "database" ] } ] }, { "seed": 44, "training": { "split": "train", "metrics": { "answer_accuracy": 0.75, "plan_exact_match": 0.75, "plan_step_f1": 0.7976190476190476, "joint_success": 0.75, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.05714285714285714, "irreversible_error_rate": 0.027777777777777776, "average_tool_calls": 3.888888888888889, "average_cost": 3.595555555555556 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.6666666666666666, "fallback": 1, "irreversible": 0.8333333333333334, "combined": 0 }, "telemetry": { "retries": 18, "reflections": 14, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [] }, "validation": { "split": "validation", "metrics": { "answer_accuracy": 0.7333333333333333, "plan_exact_match": 0.7333333333333333, "plan_step_f1": 0.776082251082251, "joint_success": 0.7333333333333333, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.04044117647058824, "irreversible_error_rate": 0.08333333333333333, "average_tool_calls": 4.533333333333333, "average_cost": 4.191666666666667 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.9, "fallback": 1, "irreversible": 0.5, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 21, "skill_reuses": 3, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-validation-44-0000", "split": "validation", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-44-0001", "split": "validation", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2857142857142857, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.28, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "delete" ] }, { "task_id": "toolroute-l21-validation-44-0002", "split": "validation", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.52, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-44-0003", "split": "validation", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.24, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "catalog", "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-44-0004", "split": "validation", "axis": "ambiguous", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-44-0005", "split": "validation", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.9200000000000004, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "calendar", "calculator", "search" ] }, { "task_id": "toolroute-l21-validation-44-0006", "split": "validation", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.52, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-44-0007", "split": "validation", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.5200000000000005, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "maps", "catalog", "search" ] }, { "task_id": "toolroute-l21-validation-44-0008", "split": "validation", "axis": "irreversible", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 4.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calculator", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-44-0009", "split": "validation", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.5600000000000005, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "weather", "calculator", "search", "resolver", "files", "calendar" ] }, { "task_id": "toolroute-l21-validation-44-0010", "split": "validation", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.8888888888888888, "has_failure": true, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "catalog", "weather", "search", "calculator", "resolver" ] }, { "task_id": "toolroute-l21-validation-44-0011", "split": "validation", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7272727272727273, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 5.3, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "database", "maps", "catalog", "weather", "calculator", "resolver" ] } ] }, "test": { "split": "test", "metrics": { "answer_accuracy": 0.7333333333333333, "plan_exact_match": 0.7333333333333333, "plan_step_f1": 0.7832245532245532, "joint_success": 0.7333333333333333, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.037267080745341616, "irreversible_error_rate": 0.06666666666666667, "average_tool_calls": 5.366666666666666, "average_cost": 4.824666666666667 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.6, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-44-0000", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.24, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0001", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-44-0002", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0003", "split": "test", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.25, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.44, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "delete" ] }, { "task_id": "toolroute-l21-test-44-0004", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.6800000000000006, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0005", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0006", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0007", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0008", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0009", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-44-0010", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0011", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] } ] }, "metrics": { "answer_accuracy": 0.7333333333333333, "plan_exact_match": 0.7333333333333333, "plan_step_f1": 0.7832245532245532, "joint_success": 0.7333333333333333, "recovery_success_rate": 0.6666666666666666, "invalid_tool_rate": 0.037267080745341616, "irreversible_error_rate": 0.06666666666666667, "average_tool_calls": 5.366666666666666, "average_cost": 4.824666666666667 }, "axis_metrics": { "clean": 1, "transient": 1, "ambiguous": 0.8, "fallback": 1, "irreversible": 0.6, "combined": 0 }, "telemetry": { "retries": 30, "reflections": 22, "skill_reuses": 2, "verifications": 0, "compressions": 0, "memory_writes": 0 }, "trace": [ { "task_id": "toolroute-l21-test-44-0000", "split": "test", "axis": "transient", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.24, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0001", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-44-0002", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0003", "split": "test", "axis": "irreversible", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.25, "has_failure": false, "tool_calls": 2.0, "invalid_calls": 0.0, "irreversible_errors": 1.0, "cost": 2.44, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "delete" ] }, { "task_id": "toolroute-l21-test-44-0004", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2222222222222222, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.6800000000000006, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0005", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "maps", "database", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0006", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "search", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0007", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.36, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0008", "split": "test", "axis": "fallback", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 0.9090909090909091, "has_failure": true, "tool_calls": 6.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 5.16, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "maps", "database", "search", "catalog", "weather", "calculator" ] }, { "task_id": "toolroute-l21-test-44-0009", "split": "test", "axis": "combined", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.2, "has_failure": true, "tool_calls": 4.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 3.8400000000000003, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "validator", "calculator", "maps", "search" ] }, { "task_id": "toolroute-l21-test-44-0010", "split": "test", "axis": "clean", "answer_ok": true, "plan_ok": true, "joint_ok": true, "plan_step_f1": 1.0, "has_failure": false, "tool_calls": 5.0, "invalid_calls": 0.0, "irreversible_errors": 0.0, "cost": 4.32, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "search", "validator", "maps", "database", "catalog" ] }, { "task_id": "toolroute-l21-test-44-0011", "split": "test", "axis": "ambiguous", "answer_ok": false, "plan_ok": false, "joint_ok": false, "plan_step_f1": 0.7692307692307693, "has_failure": false, "tool_calls": 7.0, "invalid_calls": 1.0, "irreversible_errors": 0.0, "cost": 6.42, "source": "l2.1/reflexion/public-observation-tool-loop", "calls": [ "calendar", "files", "search", "validator", "maps", "database", "catalog" ] } ] } ], "diagnostics": { "split_episodes": { "train": 36, "validation": 60, "test": 60 }, "total_episodes": 468, "oracle_fields_exposed": false, "guide_endpoint": "absent", "split_family_overlap": false, "test_route_depths": [ 5, 6 ], "public_observation_type": "CapabilityObservation", "hidden_labels": [ "answer", "allowed_steps", "canonical_route" ], "fidelity": "shared no-oracle held-out capability benchmark" }, "evaluation_protocol": { "tier": "l2_capability", "seeds": [ 42, 43, 44 ], "formal_comparison": true, "claim_policy": "held-out test, no guide/oracle; compare only within toolroute-l2.1-v1" }, "provenance": { "dataset_fingerprint": "25d906c4d33d7476f423f672765ab420349dbc390492744612d987d6c614ec60", "artifact_path": "docs/agent-research/2303.11366-reflexion/metrics/toolroute-l2-seeds42-44.json", "original_code_commit": "generated from repository source" } }