{ "summary": [ { "split": "all", "system": "agent", "pass": "22/23", "rate": "96%", "wilson95": "[79%, 99%]", "core_pass": "23/23", "false_improvements": 0, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 0 }, { "split": "all", "system": "agent_no_retry", "pass": "20/23", "rate": "87%", "wilson95": "[68%, 95%]", "core_pass": "21/23", "false_improvements": 0, "missed_improvements": 2, "false_candidates": 0, "missed_candidates": 0 }, { "split": "all", "system": "regex_guards", "pass": "12/23", "rate": "52%", "wilson95": "[33%, 71%]", "core_pass": "19/23", "false_improvements": 0, "missed_improvements": 4, "false_candidates": 0, "missed_candidates": 0 }, { "split": "all", "system": "baseline_regex", "pass": "4/23", "rate": "17%", "wilson95": "[7%, 37%]", "core_pass": "13/23", "false_improvements": 8, "missed_improvements": 4, "false_candidates": 0, "missed_candidates": 2 }, { "split": "dev", "system": "agent", "pass": "17/17", "rate": "100%", "wilson95": "[82%, 100%]", "core_pass": "17/17", "false_improvements": 0, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 0 }, { "split": "dev", "system": "agent_no_retry", "pass": "15/17", "rate": "88%", "wilson95": "[66%, 97%]", "core_pass": "15/17", "false_improvements": 0, "missed_improvements": 2, "false_candidates": 0, "missed_candidates": 0 }, { "split": "dev", "system": "regex_guards", "pass": "9/17", "rate": "53%", "wilson95": "[31%, 74%]", "core_pass": "13/17", "false_improvements": 0, "missed_improvements": 4, "false_candidates": 0, "missed_candidates": 0 }, { "split": "dev", "system": "baseline_regex", "pass": "4/17", "rate": "24%", "wilson95": "[10%, 47%]", "core_pass": "10/17", "false_improvements": 4, "missed_improvements": 4, "false_candidates": 0, "missed_candidates": 1 }, { "split": "held-out", "system": "agent", "pass": "5/6", "rate": "83%", "wilson95": "[44%, 97%]", "core_pass": "6/6", "false_improvements": 0, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 0 }, { "split": "held-out", "system": "agent_no_retry", "pass": "5/6", "rate": "83%", "wilson95": "[44%, 97%]", "core_pass": "6/6", "false_improvements": 0, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 0 }, { "split": "held-out", "system": "regex_guards", "pass": "3/6", "rate": "50%", "wilson95": "[19%, 81%]", "core_pass": "6/6", "false_improvements": 0, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 0 }, { "split": "held-out", "system": "baseline_regex", "pass": "0/6", "rate": "0%", "wilson95": "[0%, 39%]", "core_pass": "3/6", "false_improvements": 4, "missed_improvements": 0, "false_candidates": 0, "missed_candidates": 1 } ], "agent": [ { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s01_clean_notebook", "category": "clean extraction", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s02_incomplete_side_only", "category": "incomplete data", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s03_conflict", "category": "conflicting claims", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s04_stale_vs_fresh", "category": "stale vs fresh", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s05_search_down", "category": "tool failure", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s06_fetch_timeout_retry", "category": "tool failure (transient)", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s07_fetch_permanent_fail", "category": "tool failure (permanent)", "held_out": false, "tool_calls": 4 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s08_noise_page", "category": "noise / low quality", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s09_budget_tight", "category": "budget limit", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s10_true_improvement_exact", "category": "baseline improvement", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s11_no_improvement", "category": "no improvement (no false positive)", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s12_multi_n_batch", "category": "multi-n batch", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s13_source_diversity", "category": "source diversity", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s14_metric_mismatch", "category": "metric consistency", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s15_shift_prose_comma", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s16_partial_observability", "category": "partial observability", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s17_adversarial_numbers", "category": "adversarial numbers", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s18_prompt_injection", "category": "adversarial / injection", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s19_retracted", "category": "stale / retracted", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [37]" ], "id": "s20_shift_latex", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s21_search_empty", "category": "missing sources", "held_out": false, "tool_calls": 1 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s22_exact_rotated_worse", "category": "exact validation", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s23_search_rate_limited", "category": "tool failure (transient search)", "held_out": false, "tool_calls": 3 } ], "regex_guards": [ { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [6, 10, 11]" ], "id": "s01_clean_notebook", "category": "clean extraction", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s02_incomplete_side_only", "category": "incomplete data", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s03_conflict", "category": "conflicting claims", "held_out": false, "tool_calls": 3 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "conflicts [28] != []", "stale missing [28]" ], "id": "s04_stale_vs_fresh", "category": "stale vs fresh", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s05_search_down", "category": "tool failure", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [4]" ], "id": "s06_fetch_timeout_retry", "category": "tool failure (transient)", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s07_fetch_permanent_fail", "category": "tool failure (permanent)", "held_out": false, "tool_calls": 4 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s08_noise_page", "category": "noise / low quality", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [4]" ], "id": "s09_budget_tight", "category": "budget limit", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [9]" ], "id": "s10_true_improvement_exact", "category": "baseline improvement", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s11_no_improvement", "category": "no improvement (no false positive)", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [6]", "unchanged [10, 18] != [6, 10, 18]", "no_claim [6] != []" ], "id": "s12_multi_n_batch", "category": "multi-n batch", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s13_source_diversity", "category": "source diversity", "held_out": false, "tool_calls": 3 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "metric_mismatch missing [10]" ], "id": "s14_metric_mismatch", "category": "metric consistency", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [10]" ], "id": "s15_shift_prose_comma", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s16_partial_observability", "category": "partial observability", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "invalid missing [5]" ], "id": "s17_adversarial_numbers", "category": "adversarial numbers", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s18_prompt_injection", "category": "adversarial / injection", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s19_retracted", "category": "stale / retracted", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [37]" ], "id": "s20_shift_latex", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s21_search_empty", "category": "missing sources", "held_out": false, "tool_calls": 1 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s22_exact_rotated_worse", "category": "exact validation", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [9]" ], "id": "s23_search_rate_limited", "category": "tool failure (transient search)", "held_out": false, "tool_calls": 3 } ], "baseline": [ { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [6, 10, 11]" ], "id": "s01_clean_notebook", "category": "clean extraction", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 1, "missed": 0, "false_cand": 0, "missed_cand": 1, "fails": [ "FALSE improvement [11]", "candidates missing [11]", "partial missing [11]" ], "id": "s02_incomplete_side_only", "category": "incomplete data", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 1, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "FALSE improvement [17]", "partial missing [17]" ], "id": "s03_conflict", "category": "conflicting claims", "held_out": false, "tool_calls": 3 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "conflicts [28] != []", "partial missing [28]", "stale missing [28]" ], "id": "s04_stale_vs_fresh", "category": "stale vs fresh", "held_out": false, "tool_calls": 3 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s05_search_down", "category": "tool failure", "held_out": false, "tool_calls": 1 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [4]", "too few sources cited" ], "id": "s06_fetch_timeout_retry", "category": "tool failure (transient)", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [19]" ], "id": "s07_fetch_permanent_fail", "category": "tool failure (permanent)", "held_out": false, "tool_calls": 3 }, { "pass": false, "false_imp": 2, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "FALSE improvement [5, 7]", "conflicts [5] != []" ], "id": "s08_noise_page", "category": "noise / low quality", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [4]" ], "id": "s09_budget_tight", "category": "budget limit", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [9]" ], "id": "s10_true_improvement_exact", "category": "baseline improvement", "held_out": false, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s11_no_improvement", "category": "no improvement (no false positive)", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [6, 10, 18, 50]", "unchanged [10, 18] != [6, 10, 18]", "no_claim [6] != []" ], "id": "s12_multi_n_batch", "category": "multi-n batch", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [19]" ], "id": "s13_source_diversity", "category": "source diversity", "held_out": false, "tool_calls": 3 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [5, 10]", "metric_mismatch missing [10]" ], "id": "s14_metric_mismatch", "category": "metric consistency", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [10]" ], "id": "s15_shift_prose_comma", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [26]" ], "id": "s16_partial_observability", "category": "partial observability", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 2, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "FALSE improvement [5, 6]", "invalid missing [5]" ], "id": "s17_adversarial_numbers", "category": "adversarial numbers", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 1, "missed": 0, "false_cand": 0, "missed_cand": 1, "fails": [ "FALSE improvement [7]", "candidates missing [7]", "partial missing [7]" ], "id": "s18_prompt_injection", "category": "adversarial / injection", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 1, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "FALSE improvement [13]" ], "id": "s19_retracted", "category": "stale / retracted", "held_out": true, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [ "partial missing [37]" ], "id": "s20_shift_latex", "category": "distribution shift", "held_out": true, "tool_calls": 2 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s21_search_empty", "category": "missing sources", "held_out": false, "tool_calls": 1 }, { "pass": true, "false_imp": 0, "missed": 0, "false_cand": 0, "missed_cand": 0, "fails": [], "id": "s22_exact_rotated_worse", "category": "exact validation", "held_out": false, "tool_calls": 2 }, { "pass": false, "false_imp": 0, "missed": 1, "false_cand": 0, "missed_cand": 0, "fails": [ "missed improvement [9]", "too few sources cited" ], "id": "s23_search_rate_limited", "category": "tool failure (transient search)", "held_out": false, "tool_calls": 1 } ] }