Marshootjames's picture
v7: rebuilt multi-domain verified dataset + evaluation
651d27e verified
Raw History Blame Contribute Delete
19 kB
{
"version": "v7",
"problems": {
"rows": 63620,
"families": 58,
"domains": 17,
"by_split": {
"train": 42627,
"validation": 10528,
"test": 10465
},
"by_category": {
"applied": 57484,
"classic": 6136
},
"by_domain": {
"policy_compliance": 6900,
"config_reasoning": 6815,
"state_simulation": 6695,
"cyber_defense": 5708,
"data_wrangling": 4600,
"code_reasoning": 4591,
"classic_math": 4136,
"ledger_audit": 3451,
"scheduling": 3451,
"log_forensics": 3450,
"long_context": 3450,
"agentic_tool_use": 2301,
"finance": 2279,
"statistics": 2171,
"classic_logic": 2000,
"physics_units": 951,
"chemistry": 671
},
"by_family": {
"bank_reconciliation": 1151,
"business_calendar": 1151,
"capital_budgeting": 1151,
"room_scheduling": 1151,
"tool_use": 1151,
"access_policy": 1150,
"account_simulation": 1150,
"api_pagination": 1150,
"auth_bruteforce": 1150,
"code_tracing": 1150,
"contract_multihop": 1150,
"dependency_resolution": 1150,
"descriptive_stats": 1150,
"dns_beaconing": 1150,
"expense_policy": 1150,
"firewall_rules": 1150,
"fx_wrangle": 1150,
"grid_simulation": 1150,
"incident_timeline": 1150,
"inventory_simulation": 1150,
"invoice_audit": 1150,
"json_aggregation": 1150,
"k8s_resources": 1150,
"leave_accrual": 1150,
"ledger_error": 1150,
"meeting_multihop": 1150,
"org_multihop": 1150,
"project_schedule": 1150,
"queue_simulation": 1150,
"record_dedup": 1150,
"regex_reasoning": 1150,
"route_planning": 1150,
"semver_ranges": 1150,
"sensor_cleaning": 1150,
"shipping_rates": 1150,
"sla_credits": 1150,
"sql_reasoning": 1150,
"subnet_planning": 1150,
"tax_brackets": 1150,
"unix_permissions": 1150,
"timezone_dst": 1142,
"bug_localization": 1141,
"encoding_chain": 1133,
"loan_schedule": 1128,
"cvss_scoring": 1125,
"elevator_simulation": 1092,
"cron_schedule": 1072,
"bayesian_inference": 1021,
"fsm_simulation": 1003,
"algebra": 1000,
"boolean_circuits": 1000,
"constraint_puzzles": 1000,
"geometry": 1000,
"number_theory": 996,
"combinatorics": 983,
"unit_conversion": 951,
"lab_preparation": 671,
"probability": 157
},
"by_variant": {
"base": 53777,
"distractor": 5057,
"counterfactual_base": 2393,
"counterfactual": 2393
},
"by_style": {
"plain": 18444,
"scenario": 16438,
"structured": 15919,
"chained": 12819
},
"by_difficulty": {
"1": 11534,
"2": 11530,
"3": 11496,
"4": 12656,
"5": 12663,
"6": 1243,
"7": 1249,
"8": 1249
},
"domain_split": {
"agentic_tool_use": {
"test": 383,
"train": 1537,
"validation": 381
},
"chemistry": {
"test": 90,
"train": 497,
"validation": 84
},
"classic_logic": {
"test": 332,
"train": 1336,
"validation": 332
},
"classic_math": {
"test": 680,
"train": 2767,
"validation": 689
},
"code_reasoning": {
"test": 757,
"train": 3069,
"validation": 765
},
"config_reasoning": {
"test": 1122,
"train": 4556,
"validation": 1137
},
"cyber_defense": {
"test": 951,
"train": 3814,
"validation": 943
},
"data_wrangling": {
"test": 761,
"train": 3078,
"validation": 761
},
"finance": {
"test": 372,
"train": 1533,
"validation": 374
},
"ledger_audit": {
"test": 573,
"train": 2303,
"validation": 575
},
"log_forensics": {
"test": 579,
"train": 2298,
"validation": 573
},
"long_context": {
"test": 571,
"train": 2305,
"validation": 574
},
"physics_units": {
"test": 148,
"train": 648,
"validation": 155
},
"policy_compliance": {
"test": 1148,
"train": 4606,
"validation": 1146
},
"scheduling": {
"test": 568,
"train": 2303,
"validation": 580
},
"state_simulation": {
"test": 1087,
"train": 4495,
"validation": 1113
},
"statistics": {
"test": 343,
"train": 1482,
"validation": 346
}
},
"classic_share": 0.09644765796919208
},
"beam_traces": {
"rows": 1241,
"by_effort": {
"high": 812,
"low": 429
},
"by_split": {
"test": 850,
"train": 391
},
"verified_correct": 1170,
"incorrect": 71,
"truncated": 7,
"accuracy_by_effort": {
"high": 0.9618226600985221,
"low": 0.9067599067599068
},
"median_tokens_by_effort": {
"high": 1112.5,
"low": 409.0
},
"unique_problems": 812,
"families_covered": 58
},
"sft_verified": {
"rows": 1170,
"by_split": {
"test": 797,
"train": 373
}
},
"preference_pairs": {
"rows": 330,
"by_type": {
"concise_correct": 292,
"correctness": 38
},
"by_split": {
"test": 327,
"train": 3
}
},
"model_evaluation": {
"rows": 1969,
"models": [
"Beam-1.0-501B-A23B",
"Flint-v1.0",
"Gemma-4-31B",
"LFM-2.5-2.6B",
"Laguna-S-2.1",
"Laguna-XS-2.1",
"Nemotron-3-Nano-Omni-30B-A3B",
"Nemotron-3-Super",
"Nemotron-3-Ultra-550B-A55B",
"Nemotron-3.5-Lightning",
"Xing-4.0-29B-A4B",
"dots-3-note-preview",
"gpt-oss-120b"
],
"eval_items": 425
},
"quality_gates": {
"generated_rows": 64844,
"generation": {
"attempts": 74542,
"verifier_mismatches_discarded": 0,
"invalid_or_ambiguous_discarded": 25,
"duplicate_core_skipped": 12156,
"generator_errors": 0
},
"grader_self_consistency_failures": 0,
"missing_answer_instruction": 0,
"english": {
"non_latin_script_rows": 0,
"min_ascii_ratio": 0.9848,
"rows_ascii_ratio_below_0_97": 0,
"question_not_english_by_stopword_test": 1
},
"length": {
"min_prompt_chars": 184,
"median_prompt_chars": 1061,
"p99_prompt_chars": 7951,
"max_prompt_chars": 13815,
"empty_answers": 0,
"max_answer_chars": 181
},
"exact_duplicate_prompts_removed": 8,
"near_duplicates": {
"method": "MinHash 64 perms on word 5-grams (digits kept), LSH 16x4, estimated Jaccard >= 0.9",
"pairs_within_split": 1363,
"pairs_across_splits": 859,
"rows_removed": 1185,
"by_family": {
"lab_preparation": 1046,
"unit_conversion": 347,
"fsm_simulation": 277,
"bayesian_inference": 158,
"cron_schedule": 138,
"elevator_simulation": 104,
"probability": 47,
"cvss_scoring": 26,
"encoding_chain": 24,
"loan_schedule": 19,
"combinatorics": 15,
"bug_localization": 9,
"timezone_dst": 7,
"number_theory": 5
}
},
"leakage": {
"core_problems_in_multiple_splits": 0,
"template_groups_in_multiple_splits": 0,
"seeds_in_multiple_splits": 0
},
"counterfactual_pairs": {
"complete_pairs": 2393,
"pairs_split_across": 0
},
"final_rows": 63620,
"pii": {
"formatted_phone_numbers_outside_555_01xx": 0,
"unformatted_10_digit_strings": 187,
"unformatted_10_digit_by_family": {
"number_theory": 154,
"regex_reasoning": 2
},
"emails_outside_reserved_domains": 1
}
},
"evaluation": {
"common_items": 212,
"common_models": [
"Beam-1.0-501B-A23B (high)",
"Beam-1.0-501B-A23B (low)",
"Gemma-4-31B",
"Nemotron-3-Super",
"gpt-oss-120b"
],
"summary_common": [
{
"model": "Beam-1.0-501B-A23B (high)",
"n": 212,
"accuracy": 0.9575471698113207,
"ci_low": 0.9212997948552658,
"ci_high": 0.9775074786267691,
"format_compliance": 0.9528301886792453,
"mean_output_tokens": 2107.3254716981132,
"median_latency_s": 9.3,
"acc_per_1k_tokens": 0.45438978585482354
},
{
"model": "gpt-oss-120b",
"n": 212,
"accuracy": 0.9245283018867925,
"ci_low": 0.8809311398203185,
"ci_high": 0.9530137531011574,
"format_compliance": 0.9575471698113207,
"mean_output_tokens": 1531.3490566037735,
"median_latency_s": 6.8149999999999995,
"acc_per_1k_tokens": 0.6037345293026867
},
{
"model": "Beam-1.0-501B-A23B (low)",
"n": 212,
"accuracy": 0.9056603773584906,
"ci_low": 0.8587817412068081,
"ci_high": 0.938098934251491,
"format_compliance": 0.9716981132075472,
"mean_output_tokens": 556.8301886792453,
"median_latency_s": 4.495,
"acc_per_1k_tokens": 1.6264570344266736
},
{
"model": "Nemotron-3-Super",
"n": 212,
"accuracy": 0.8962264150943396,
"ci_low": 0.8478820202398043,
"ci_high": 0.9304665464869065,
"format_compliance": 0.9245283018867925,
"mean_output_tokens": 3737.353773584906,
"median_latency_s": 20.585,
"acc_per_1k_tokens": 0.23980240282007623
},
{
"model": "Gemma-4-31B",
"n": 212,
"accuracy": 0.8820754716981132,
"ci_low": 0.8317139041578125,
"ci_high": 0.9188364994715156,
"format_compliance": 0.9669811320754716,
"mean_output_tokens": 797.5896226415094,
"median_latency_s": 5.49,
"acc_per_1k_tokens": 1.1059264647611613
}
],
"escalation": {
"n": 425,
"low_acc": 0.908235294117647,
"high_acc": 0.9670588235294117,
"high_fixes": 31,
"high_breaks": 6,
"p_value": 4.12575900554657e-05,
"low_mean_tokens": 527.5505882352941,
"high_mean_tokens": 1860.9035294117648,
"by_domain": [
{
"domain": "agentic_tool_use",
"n": 16,
"low": 1.0,
"high": 1.0
},
{
"domain": "chemistry",
"n": 8,
"low": 0.625,
"high": 0.625
},
{
"domain": "classic_logic",
"n": 12,
"low": 0.9166666666666666,
"high": 1.0
},
{
"domain": "classic_math",
"n": 29,
"low": 0.7586206896551724,
"high": 0.8620689655172413
},
{
"domain": "code_reasoning",
"n": 28,
"low": 0.8928571428571429,
"high": 1.0
},
{
"domain": "config_reasoning",
"n": 48,
"low": 0.9583333333333334,
"high": 1.0
},
{
"domain": "cyber_defense",
"n": 36,
"low": 0.8333333333333334,
"high": 0.9444444444444444
},
{
"domain": "data_wrangling",
"n": 30,
"low": 1.0,
"high": 1.0
},
{
"domain": "finance",
"n": 16,
"low": 0.375,
"high": 1.0
},
{
"domain": "ledger_audit",
"n": 22,
"low": 0.9545454545454546,
"high": 1.0
},
{
"domain": "log_forensics",
"n": 20,
"low": 1.0,
"high": 1.0
},
{
"domain": "long_context",
"n": 20,
"low": 1.0,
"high": 0.95
},
{
"domain": "physics_units",
"n": 6,
"low": 1.0,
"high": 1.0
},
{
"domain": "policy_compliance",
"n": 48,
"low": 0.9375,
"high": 0.9791666666666666
},
{
"domain": "scheduling",
"n": 24,
"low": 0.9583333333333334,
"high": 1.0
},
{
"domain": "state_simulation",
"n": 48,
"low": 0.9583333333333334,
"high": 0.9583333333333334
},
{
"domain": "statistics",
"n": 14,
"low": 1.0,
"high": 0.9285714285714286
}
],
"by_difficulty": [
{
"difficulty": 1,
"n": 74,
"low": 0.9324324324324325,
"high": 0.9864864864864865,
"low_tokens": 326.55405405405406,
"high_tokens": 1077.445945945946
},
{
"difficulty": 2,
"n": 77,
"low": 0.922077922077922,
"high": 0.948051948051948,
"low_tokens": 413.0779220779221,
"high_tokens": 1231.935064935065
},
{
"difficulty": 3,
"n": 70,
"low": 0.9,
"high": 0.9857142857142858,
"low_tokens": 524.3714285714286,
"high_tokens": 1841.7285714285715
},
{
"difficulty": 4,
"n": 88,
"low": 0.8977272727272727,
"high": 0.9772727272727273,
"low_tokens": 654.75,
"high_tokens": 2303.625
},
{
"difficulty": 5,
"n": 90,
"low": 0.9333333333333333,
"high": 0.9777777777777777,
"low_tokens": 654.3222222222222,
"high_tokens": 2338.3444444444444
},
{
"difficulty": 6,
"n": 9,
"low": 0.7777777777777778,
"high": 0.8888888888888888,
"low_tokens": 569.1111111111111,
"high_tokens": 2704.6666666666665
},
{
"difficulty": 7,
"n": 7,
"low": 0.8571428571428571,
"high": 0.8571428571428571,
"low_tokens": 650.0,
"high_tokens": 3401.1428571428573
},
{
"difficulty": 8,
"n": 10,
"low": 0.7,
"high": 0.8,
"low_tokens": 535.2,
"high_tokens": 2605.3
}
],
"policy_escalate_if_low_tokens_above_median": {
"threshold": 410.0,
"escalated_share": 0.4988235294117647,
"accuracy": 0.96,
"mean_tokens": 2024.9670588235294
}
},
"regrade_changes_total": 0,
"beam_alone": {
"Beam-1.0-501B-A23B (high)": {
"beam_alone_solved": 7,
"beam_alone_failed": 3
},
"Beam-1.0-501B-A23B (low)": {
"beam_alone_solved": 2,
"beam_alone_failed": 8
}
}
},
"fine_tuning_proof": {
"headline_run": "run2",
"runs": [
{
"run": "run1",
"model": "Qwen2.5-1.5B-Instruct",
"method": "LoRA SFT (bf16, r=32, all linear layers, 1 epoch) on train-split answer keys",
"train_examples": 8282,
"train_pool": 8282,
"train_steps": 549,
"train_minutes": 30.8,
"eval_items": 425,
"decoding": "greedy, max_new_tokens=1024, identical prompt",
"hardware": "NVIDIA A10G (24 GB)",
"gpu_minutes": 46,
"cost_usd": 0.77,
"base": {
"correct": 21,
"accuracy": 0.0494,
"ci95": [
0.0325,
0.0744
],
"format_ok": 0.6871,
"truncated": 30,
"median_output_tokens": 15
},
"finetuned": {
"correct": 65,
"accuracy": 0.1529,
"ci95": [
0.1218,
0.1903
],
"format_ok": 0.9976,
"truncated": 1,
"median_output_tokens": 9
},
"mcnemar": {
"ft_only": 53,
"base_only": 9,
"p_exact": 1.05e-08
},
"on_base_format_ok_items": {
"n": 292,
"base": 20,
"finetuned": 51
},
"by_domain": {
"agentic_tool_use": {
"n": 16,
"base": 0.0,
"finetuned": 0.1875,
"delta_pts": 18.8
},
"chemistry": {
"n": 8,
"base": 0.0,
"finetuned": 0.0,
"delta_pts": 0.0
},
"classic_logic": {
"n": 12,
"base": 0.3333,
"finetuned": 0.3333,
"delta_pts": 0.0
},
"classic_math": {
"n": 29,
"base": 0.0345,
"finetuned": 0.0345,
"delta_pts": 0.0
},
"code_reasoning": {
"n": 28,
"base": 0.0,
"finetuned": 0.1071,
"delta_pts": 10.7
},
"config_reasoning": {
"n": 48,
"base": 0.0,
"finetuned": 0.1875,
"delta_pts": 18.8
},
"cyber_defense": {
"n": 36,
"base": 0.1111,
"finetuned": 0.1667,
"delta_pts": 5.6
},
"data_wrangling": {
"n": 30,
"base": 0.0,
"finetuned": 0.2333,
"delta_pts": 23.3
},
"finance": {
"n": 16,
"base": 0.0,
"finetuned": 0.0,
"delta_pts": 0.0
},
"ledger_audit": {
"n": 22,
"base": 0.0455,
"finetuned": 0.0,
"delta_pts": -4.5
},
"log_forensics": {
"n": 20,
"base": 0.05,
"finetuned": 0.15,
"delta_pts": 10.0
},
"long_context": {
"n": 20,
"base": 0.2,
"finetuned": 0.4,
"delta_pts": 20.0
},
"physics_units": {
"n": 6,
"base": 0.1667,
"finetuned": 0.0,
"delta_pts": -16.7
},
"policy_compliance": {
"n": 48,
"base": 0.0625,
"finetuned": 0.2292,
"delta_pts": 16.7
},
"scheduling": {
"n": 24,
"base": 0.0,
"finetuned": 0.125,
"delta_pts": 12.5
},
"state_simulation": {
"n": 48,
"base": 0.0417,
"finetuned": 0.125,
"delta_pts": 8.3
},
"statistics": {
"n": 14,
"base": 0.0,
"finetuned": 0.0714,
"delta_pts": 7.1
}
}
},
{
"run": "run2",
"model": "Qwen2.5-7B-Instruct",
"method": "LoRA SFT (bf16, r=16, all linear layers, 1 epoch) on train-split answer keys",
"train_examples": 19714,
"train_pool": 19714,
"train_steps": 636,
"train_minutes": 62.9,
"eval_items": 425,
"decoding": "greedy, max_new_tokens=1024, identical prompt",
"hardware": "NVIDIA A100 (80 GB)",
"gpu_minutes": 85,
"cost_usd": 3.56,
"base": {
"correct": 90,
"accuracy": 0.2118,
"ci95": [
0.1756,
0.2531
],
"format_ok": 0.7765,
"truncated": 47,
"median_output_tokens": 525
},
"finetuned": {
"correct": 113,
"accuracy": 0.2659,
"ci95": [
0.2261,
0.3098
],
"format_ok": 1.0,
"truncated": 1,
"median_output_tokens": 10
},
"mcnemar": {
"ft_only": 66,
"base_only": 43,
"p_exact": 0.0346
},
"on_base_format_ok_items": {
"n": 330,
"base": 82,
"finetuned": 96
},
"by_domain": {
"agentic_tool_use": {
"n": 16,
"base": 0.3125,
"finetuned": 0.3125,
"delta_pts": 0.0
},
"chemistry": {
"n": 8,
"base": 0.25,
"finetuned": 0.0,
"delta_pts": -25.0
},
"classic_logic": {
"n": 12,
"base": 0.3333,
"finetuned": 0.4167,
"delta_pts": 8.3
},
"classic_math": {
"n": 29,
"base": 0.2069,
"finetuned": 0.1379,
"delta_pts": -6.9
},
"code_reasoning": {
"n": 28,
"base": 0.1071,
"finetuned": 0.2857,
"delta_pts": 17.9
},
"config_reasoning": {
"n": 48,
"base": 0.1667,
"finetuned": 0.2708,
"delta_pts": 10.4
},
"cyber_defense": {
"n": 36,
"base": 0.2778,
"finetuned": 0.5556,
"delta_pts": 27.8
},
"data_wrangling": {
"n": 30,
"base": 0.3333,
"finetuned": 0.4,
"delta_pts": 6.7
},
"finance": {
"n": 16,
"base": 0.0,
"finetuned": 0.0625,
"delta_pts": 6.2
},
"ledger_audit": {
"n": 22,
"base": 0.2727,
"finetuned": 0.1364,
"delta_pts": -13.6
},
"log_forensics": {
"n": 20,
"base": 0.1,
"finetuned": 0.5,
"delta_pts": 40.0
},
"long_context": {
"n": 20,
"base": 0.35,
"finetuned": 0.5,
"delta_pts": 15.0
},
"physics_units": {
"n": 6,
"base": 0.3333,
"finetuned": 0.0,
"delta_pts": -33.3
},
"policy_compliance": {
"n": 48,
"base": 0.1667,
"finetuned": 0.2083,
"delta_pts": 4.2
},
"scheduling": {
"n": 24,
"base": 0.3333,
"finetuned": 0.125,
"delta_pts": -20.8
},
"state_simulation": {
"n": 48,
"base": 0.125,
"finetuned": 0.1667,
"delta_pts": 4.2
},
"statistics": {
"n": 14,
"base": 0.2143,
"finetuned": 0.0714,
"delta_pts": -14.3
}
}
}
]
}
}