{ "benchmark": "ToolUse.1", "version": "1.0.0", "updated": "2026-10-18", "corpus": { "cases": 114, "call_cases": 78, "no_call_cases": 36, "by_language": { "en": 114 }, "by_category": { "calculator": 15, "get_weather": 8, "web_search": 8, "translate": 8, "convert_currency": 8, "convert_units": 8, "set_timer": 6, "save_note": 6, "get_time": 6, "negative": 30, "clarification": 5, "multi_step": 6 }, "sha256": "17a6ef84c22648d83add6f56a03b24f896420837f4e69039c22d61cf8ad2c3e1" }, "rows": [ { "model": "oracle", "link": "", "protocol": "all", "score": 1.0, "score_ci95": [ 0.9889, 1.0 ], "correct_call": 1.0, "abstention": 1.0, "spurious_call_rate": 0.0, "n_cases": 342, "notes": "reads the expectations out of the corpus — grader reference", "self_check": true, "by_protocol": { "json": 1.0, "plain": 1.0, "xml": 1.0 }, "config": { "backend": "harness self-check", "results_file": "selftest__oracle__all.json" } }, { "model": "HardcoreAI/Nova-1.2-0.8B", "link": "", "protocol": "all", "score": 0.7719, "score_ci95": [ 0.7246, 0.8132 ], "correct_call": 0.7179, "abstention": 0.8889, "spurious_call_rate": 0.0463, "n_cases": 342, "notes": "Nova-1.2-0.8B | LoRA on Nova-1.1 | greedy | thinking off | batch 8 | English-only ToolUse.1", "self_check": false, "by_protocol": { "json": 0.8246, "plain": 0.7544, "xml": 0.7368 }, "config": { "backend": "external", "results_file": "HardcoreAI__Nova-1.2-0.8B__all.json" } }, { "model": "HardcoreAI/Nova-1.1-0.8B", "link": "", "protocol": "all", "score": 0.6491, "score_ci95": [ 0.5971, 0.6978 ], "correct_call": 0.5983, "abstention": 0.7593, "spurious_call_rate": 0.1667, "n_cases": 342, "notes": "Nova-1.1-0.8B | greedy | thinking off | batch 8 | English-only ToolUse.1", "self_check": false, "by_protocol": { "json": 0.6754, "plain": 0.614, "xml": 0.6579 }, "config": { "backend": "external", "results_file": "HardcoreAI__Nova-1.1-0.8B__all.json" } }, { "model": "Qwen/Qwen3.5-0.8B", "link": "", "protocol": "all", "score": 0.5965, "score_ci95": [ 0.5437, 0.6471 ], "correct_call": 0.4829, "abstention": 0.8426, "spurious_call_rate": 0.0648, "n_cases": 342, "notes": "Qwen3.5-0.8B | greedy | thinking off | batch 8 | English-only ToolUse.1", "self_check": false, "by_protocol": { "json": 0.6754, "plain": 0.4298, "xml": 0.6842 }, "config": { "backend": "external", "results_file": "Qwen__Qwen3.5-0.8B__all.json" } } ] }