lfm25-hermes-tool-trace-analysis / reports /colloquial_tool_router_repair_report.json
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Add colloquial tool-router repair loop artifacts
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{
"name": "colloquial_tool_router_repair_loop",
"status": "failed_acceptance_thresholds",
"acceptance_thresholds": {
"structured_tool_eval_overall": ">=95%",
"generic_prompt_correct": ">=80% including weather/browser and terminal",
"text_tool_leaks": "0",
"no_tool_false_positive": "<=5%",
"tool_result_finalization": ">=90%"
},
"main_failure": "terminal and repo-search colloquial prompts still route to browser_navigate or bash under structured OpenAI tool_calls",
"eval_summaries": {
"iter02_pretrain_colloquial_openai_parser_disabled": {
"passed": 16,
"total": 20,
"overall_rate": 0.8,
"tool_cases": 13,
"structured_tool_cases_passed": 9,
"structured_tool_rate": 0.6923,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"false_positive_tool_rate": 0.0,
"finalization_cases": 3,
"finalization_passed": 3,
"finalization_rate": 1.0,
"finish_reason_tool_calls": 13,
"content_text_tool_leaks": 0,
"category_metrics": {
"browser": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"calculator": {
"passed": 2,
"total": 2,
"rate": 1.0
},
"file": {
"passed": 2,
"total": 3,
"rate": 0.6667
},
"finalization": {
"passed": 3,
"total": 3,
"rate": 1.0
},
"no_tool": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"terminal": {
"passed": 1,
"total": 4,
"rate": 0.25
}
},
"failures": {
"generic_terminal_echo": "wrong_tool:browser_navigate",
"generic_terminal_pwd": "wrong_tool:browser_navigate",
"generic_terminal_ls": "wrong_tool:bash",
"generic_search_repo": "wrong_tool:browser_navigate"
}
},
"iter02_colloquial_openai_parser_disabled": {
"passed": 16,
"total": 20,
"overall_rate": 0.8,
"tool_cases": 13,
"structured_tool_cases_passed": 9,
"structured_tool_rate": 0.6923,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"false_positive_tool_rate": 0.0,
"finalization_cases": 3,
"finalization_passed": 3,
"finalization_rate": 1.0,
"finish_reason_tool_calls": 13,
"content_text_tool_leaks": 0,
"category_metrics": {
"browser": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"calculator": {
"passed": 2,
"total": 2,
"rate": 1.0
},
"file": {
"passed": 2,
"total": 3,
"rate": 0.6667
},
"finalization": {
"passed": 3,
"total": 3,
"rate": 1.0
},
"no_tool": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"terminal": {
"passed": 1,
"total": 4,
"rate": 0.25
}
},
"failures": {
"generic_terminal_echo": "wrong_tool:browser_navigate",
"generic_terminal_pwd": "wrong_tool:browser_navigate",
"generic_terminal_ls": "wrong_tool:bash",
"generic_search_repo": "wrong_tool:browser_navigate"
}
},
"iter03_colloquial_openai_parser_disabled": {
"passed": 16,
"total": 20,
"overall_rate": 0.8,
"tool_cases": 13,
"structured_tool_cases_passed": 9,
"structured_tool_rate": 0.6923,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"false_positive_tool_rate": 0.0,
"finalization_cases": 3,
"finalization_passed": 3,
"finalization_rate": 1.0,
"finish_reason_tool_calls": 13,
"content_text_tool_leaks": 0,
"category_metrics": {
"browser": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"calculator": {
"passed": 2,
"total": 2,
"rate": 1.0
},
"file": {
"passed": 2,
"total": 3,
"rate": 0.6667
},
"finalization": {
"passed": 3,
"total": 3,
"rate": 1.0
},
"no_tool": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"terminal": {
"passed": 1,
"total": 4,
"rate": 0.25
}
},
"failures": {
"generic_terminal_echo": "wrong_tool:browser_navigate",
"generic_terminal_pwd": "wrong_tool:browser_navigate",
"generic_terminal_ls": "wrong_tool:bash",
"generic_search_repo": "wrong_tool:browser_navigate"
}
},
"iter04_masked_colloquial_openai_parser_disabled": {
"passed": 16,
"total": 20,
"overall_rate": 0.8,
"tool_cases": 13,
"structured_tool_cases_passed": 9,
"structured_tool_rate": 0.6923,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"false_positive_tool_rate": 0.0,
"finalization_cases": 3,
"finalization_passed": 3,
"finalization_rate": 1.0,
"finish_reason_tool_calls": 13,
"content_text_tool_leaks": 0,
"category_metrics": {
"browser": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"calculator": {
"passed": 2,
"total": 2,
"rate": 1.0
},
"file": {
"passed": 2,
"total": 3,
"rate": 0.6667
},
"finalization": {
"passed": 3,
"total": 3,
"rate": 1.0
},
"no_tool": {
"passed": 4,
"total": 4,
"rate": 1.0
},
"terminal": {
"passed": 1,
"total": 4,
"rate": 0.25
}
},
"failures": {
"generic_terminal_echo": "wrong_tool:browser_navigate",
"generic_terminal_pwd": "wrong_tool:browser_navigate",
"generic_terminal_ls": "wrong_tool:bash",
"generic_search_repo": "wrong_tool:browser_navigate"
}
},
"current_recheck_openai_tool_calls_parser_disabled": {
"passed": 11,
"total": 12,
"tool_cases": 8,
"structured_tool_cases_passed": 8,
"no_tool_cases": 4,
"no_tool_cases_passed": 3,
"finish_reason_tool_calls": 8,
"content_text_tool_leaks": 0,
"failures": {
"tool_result_final_calc": "content_mismatch"
}
},
"iter02_openai_tool_calls_parser_disabled": {
"passed": 12,
"total": 12,
"tool_cases": 8,
"structured_tool_cases_passed": 8,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"finish_reason_tool_calls": 8,
"content_text_tool_leaks": 0,
"failures": {}
},
"iter03_openai_tool_calls_parser_disabled": {
"passed": 12,
"total": 12,
"tool_cases": 8,
"structured_tool_cases_passed": 8,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"finish_reason_tool_calls": 8,
"content_text_tool_leaks": 0,
"failures": {}
},
"iter04_masked_openai_tool_calls_parser_disabled": {
"passed": 12,
"total": 12,
"tool_cases": 8,
"structured_tool_cases_passed": 8,
"no_tool_cases": 4,
"no_tool_cases_passed": 4,
"finish_reason_tool_calls": 8,
"content_text_tool_leaks": 0,
"failures": {}
}
},
"training_summaries": {
"lora_tool_router_iter02": {
"last_train": [
"800",
"0.068",
"335.383",
"92279",
"11.108 GB"
],
"last_val": [
"800",
"0.077"
],
"peak_mem_gb": 11.108
},
"lora_tool_router_iter03": {
"last_train": [
"800",
"0.018",
"555.559",
"345450",
"11.452 GB"
],
"last_val": [
"800",
"0.018"
],
"peak_mem_gb": 11.452
},
"lora_tool_router_iter04_masked": {
"last_train": [
"600",
"0.000",
"25.934",
"11599",
"11.507 GB"
],
"last_val": [
"600",
"0.000"
],
"peak_mem_gb": 11.507
}
},
"artifacts": {
"iter02_dataset": "artifacts/repair_datasets/iter02_colloquial_router",
"iter03_server_template_dataset": "artifacts/repair_datasets/iter03_colloquial_router_server_template",
"iter04_chat_masked_dataset": "artifacts/repair_datasets/iter04_colloquial_router_chat_masked",
"iter02_adapter": "artifacts/adapters/lfm_tool_router_iter02",
"iter03_adapter": "artifacts/adapters/lfm_tool_router_iter03",
"iter04_masked_adapter": "artifacts/adapters/lfm_tool_router_iter04_masked"
},
"decision": "do_not_fuse_or_publish_as_final_model_update; retain adapter artifacts and evals for analysis only"
}