ICML-2026-agent-repro/repro-characterizing-agents-in-production-artifacts / logbook-files /cap_repro_results.json
| { | |
| "C1": { | |
| "claim": "68% execute at most 10 steps before human intervention", | |
| "denominator_N": 60, | |
| "count_le10_steps": 41, | |
| "recomputed_pct_le10": 68.33, | |
| "paper_reported_pct_le10": 68, | |
| "recomputed_pct_le5": 46.67, | |
| "paper_reported_pct_le5": 47, | |
| "figure7a_counts_sum_to_N": true, | |
| "alldata_N": 89, | |
| "alldata_pct_le10": 59.55, | |
| "verdict_pass": true | |
| }, | |
| "C2a": { | |
| "claim": "70% rely on prompting off-the-shelf models rather than weight tuning", | |
| "denominator_N": 20, | |
| "count_offshelf_prompting": 14, | |
| "recomputed_pct": 70.0, | |
| "paper_reported_pct": 70, | |
| "figure5_counts_sum_to_N": true, | |
| "verdict_pass": true | |
| }, | |
| "C2b": { | |
| "claim": "74% depend primarily on human evaluation", | |
| "denominator_N": 31, | |
| "multi_select": true, | |
| "count_manual_human_in_loop": 23, | |
| "recomputed_pct": 74.19, | |
| "paper_reported_pct": 74, | |
| "is_primary_method": true, | |
| "alldata_manual_pct": 63.3, | |
| "verdict_pass": true | |
| }, | |
| "C3": { | |
| "claim": "Reliability is the dominant challenge in production agent deployment", | |
| "denominator_N": 29, | |
| "core_technical_perf_count": 11, | |
| "recomputed_pct": 37.93, | |
| "paper_reported_pct": 38, | |
| "rank1_ranking": [ | |
| [ | |
| "Core Technical Performance (reliability/robustness/scalability)", | |
| 11, | |
| 37.9 | |
| ], | |
| [ | |
| "Compliance and User Trust", | |
| 5, | |
| 17.2 | |
| ], | |
| [ | |
| "Transparency and Governance", | |
| 1, | |
| 3.4 | |
| ] | |
| ], | |
| "core_exceeds_compliance_plus_governance": true, | |
| "definition": "Core Technical Performance encompasses robustness, reliability, and scalability (Table: 'Robustness and reliability - ensuring consistent, correct behavior')", | |
| "verdict_pass": true | |
| }, | |
| "scope": { | |
| "total_valid_responses": 306, | |
| "deployed_subset": 86, | |
| "case_studies": 20, | |
| "high_level_domains_count": 8, | |
| "table1_outlier_domains_count": 16, | |
| "enumerated_domains_total": 24, | |
| "claimed_distinct_domains": 26, | |
| "enumerated_vs_claimed_delta": 2, | |
| "note": "8 high-level + 16 Table-1 outliers (mentioned exactly once) = 24 explicitly enumerated; the paper's stated total of 26 distinct domains is consistent with 2 additional Other sub-domains that were mentioned more than once (Table 1 lists only 'mentioned only once' domains)." | |
| } | |
| } |
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