{ "echo_never_adds_a_correct_answer": true, "items_sha256": "911dd5b638b16382334b09ab45f5430595e8130b55f71ad1b28766e05e6f3acb", "models": [ "qwen/qwen3-30b-a3b-instruct-2507", "openai/gpt-5.4-mini", "deepseek/deepseek-v4.1-flash", "anthropic/claude-sonnet-5" ], "receipts_sha256": { "anthropic/claude-sonnet-5": "a3d37026eddb2ba1f56e0cf76bc46c85f8dab54a5cae179f9ab9d406a4dd8ee7", "deepseek/deepseek-v4.1-flash": "b2e2c1b1660a18ba8307f1787c02ed89e7169edb06398c94ab9af4fcdb5ae79c", "openai/gpt-5.4-mini": "c59f0558073a7c5d0b5607aaedd27783cfd19a5d8f8cfdc4a184b1d30317bf20", "qwen/qwen3-30b-a3b-instruct-2507": "7c4ee80e6f829c10889b7e8bb3a7e6155275d4f0707bd73d0ed948de051ed754" }, "reproduction_sha256": "68358e806e01127cc4d2d8100c055807a4081927a4f286e21b6597be90875f0c", "retrieval_sha256": "e5a5c7137e22dcf75350a6ff9664c6a782d0e945b972dcecb9ef2848c4724bc3", "samples_sha256": "a068c4f5db9223107f2c435a2664d3e86375a679f59d0d155f745e9e1f3b6238", "schema": "e4-bench1-a-v1", "sources": { "docs/ECHO4-BENCH1-A-DESIGN.md": "a9b9994d4d75e180c156b507d557bca2c0d782c471c6810790e5c4ca57faf85f", "echo4/bench1.py": "b533c3e1ea5c308d2d6038111724c79e8421fe8fa72edf78e5f060c3f6f03458", "lab/echo4/bench1-data/samples.json": "a068c4f5db9223107f2c435a2664d3e86375a679f59d0d155f745e9e1f3b6238" }, "split": "exam", "summary": { "anthropic/claude-sonnet-5": { "gsm8k": { "M": { "correct": 49, "correct_pm": 980, "errors": 0, "f_pm": 980, "incorrect": 1, "incorrect_pm": 20, "not_attempted": 0, "not_attempted_pm": 0, "precision_pm": 980 }, "M+ECHO": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 } }, "mmlupro": { "M": { "correct": 87, "correct_pm": 870, "errors": 0, "f_pm": 878, "incorrect": 11, "incorrect_pm": 110, "not_attempted": 2, "not_attempted_pm": 20, "precision_pm": 887 }, "M+R": { "correct": 84, "correct_pm": 840, "errors": 0, "f_pm": 852, "incorrect": 13, "incorrect_pm": 130, "not_attempted": 3, "not_attempted_pm": 30, "precision_pm": 865 }, "M+R+ECHO": { "correct": 6, "correct_pm": 60, "errors": 0, "f_pm": 111, "incorrect": 2, "incorrect_pm": 20, "not_attempted": 92, "not_attempted_pm": 920, "precision_pm": 750 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 100, "not_attempted_pm": 1000, "precision_pm": 0 } }, "simpleqa": { "M": { "correct": 38, "correct_pm": 190, "errors": 0, "f_pm": 222, "incorrect": 104, "incorrect_pm": 520, "not_attempted": 58, "not_attempted_pm": 290, "precision_pm": 267 }, "M+R": { "correct": 59, "correct_pm": 295, "errors": 0, "f_pm": 424, "incorrect": 19, "incorrect_pm": 95, "not_attempted": 122, "not_attempted_pm": 610, "precision_pm": 756 }, "M+R+ECHO": { "correct": 55, "correct_pm": 275, "errors": 0, "f_pm": 408, "incorrect": 14, "incorrect_pm": 70, "not_attempted": 131, "not_attempted_pm": 655, "precision_pm": 797 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 200, "not_attempted_pm": 1000, "precision_pm": 0 } } }, "deepseek/deepseek-v4.1-flash": { "gsm8k": { "M": { "correct": 49, "correct_pm": 980, "errors": 0, "f_pm": 989, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 1, "not_attempted_pm": 20, "precision_pm": 1000 }, "M+ECHO": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 } }, "mmlupro": { "M": { "correct": 81, "correct_pm": 810, "errors": 0, "f_pm": 870, "incorrect": 5, "incorrect_pm": 50, "not_attempted": 14, "not_attempted_pm": 140, "precision_pm": 941 }, "M+R": { "correct": 71, "correct_pm": 710, "errors": 0, "f_pm": 815, "incorrect": 3, "incorrect_pm": 30, "not_attempted": 26, "not_attempted_pm": 260, "precision_pm": 959 }, "M+R+ECHO": { "correct": 7, "correct_pm": 70, "errors": 0, "f_pm": 130, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 93, "not_attempted_pm": 930, "precision_pm": 1000 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 100, "not_attempted_pm": 1000, "precision_pm": 0 } }, "simpleqa": { "M": { "correct": 70, "correct_pm": 350, "errors": 0, "f_pm": 377, "incorrect": 101, "incorrect_pm": 505, "not_attempted": 29, "not_attempted_pm": 145, "precision_pm": 409 }, "M+R": { "correct": 91, "correct_pm": 455, "errors": 0, "f_pm": 509, "incorrect": 66, "incorrect_pm": 330, "not_attempted": 43, "not_attempted_pm": 215, "precision_pm": 579 }, "M+R+ECHO": { "correct": 54, "correct_pm": 270, "errors": 0, "f_pm": 402, "incorrect": 14, "incorrect_pm": 70, "not_attempted": 132, "not_attempted_pm": 660, "precision_pm": 794 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 200, "not_attempted_pm": 1000, "precision_pm": 0 } } }, "openai/gpt-5.4-mini": { "gsm8k": { "M": { "correct": 47, "correct_pm": 940, "errors": 0, "f_pm": 940, "incorrect": 3, "incorrect_pm": 60, "not_attempted": 0, "not_attempted_pm": 0, "precision_pm": 940 }, "M+ECHO": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 } }, "mmlupro": { "M": { "correct": 51, "correct_pm": 510, "errors": 0, "f_pm": 528, "incorrect": 42, "incorrect_pm": 420, "not_attempted": 7, "not_attempted_pm": 70, "precision_pm": 548 }, "M+R": { "correct": 46, "correct_pm": 460, "errors": 0, "f_pm": 474, "incorrect": 48, "incorrect_pm": 480, "not_attempted": 6, "not_attempted_pm": 60, "precision_pm": 489 }, "M+R+ECHO": { "correct": 2, "correct_pm": 20, "errors": 0, "f_pm": 37, "incorrect": 5, "incorrect_pm": 50, "not_attempted": 93, "not_attempted_pm": 930, "precision_pm": 285 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 100, "not_attempted_pm": 1000, "precision_pm": 0 } }, "simpleqa": { "M": { "correct": 25, "correct_pm": 125, "errors": 0, "f_pm": 135, "incorrect": 145, "incorrect_pm": 725, "not_attempted": 30, "not_attempted_pm": 150, "precision_pm": 147 }, "M+R": { "correct": 65, "correct_pm": 325, "errors": 0, "f_pm": 380, "incorrect": 76, "incorrect_pm": 380, "not_attempted": 59, "not_attempted_pm": 295, "precision_pm": 460 }, "M+R+ECHO": { "correct": 56, "correct_pm": 280, "errors": 0, "f_pm": 395, "incorrect": 27, "incorrect_pm": 135, "not_attempted": 117, "not_attempted_pm": 585, "precision_pm": 674 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 200, "not_attempted_pm": 1000, "precision_pm": 0 } } }, "qwen/qwen3-30b-a3b-instruct-2507": { "gsm8k": { "M": { "correct": 48, "correct_pm": 960, "errors": 0, "f_pm": 969, "incorrect": 1, "incorrect_pm": 20, "not_attempted": 1, "not_attempted_pm": 20, "precision_pm": 979 }, "M+ECHO": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 50, "not_attempted_pm": 1000, "precision_pm": 0 } }, "mmlupro": { "M": { "correct": 46, "correct_pm": 460, "errors": 0, "f_pm": 476, "incorrect": 47, "incorrect_pm": 470, "not_attempted": 7, "not_attempted_pm": 70, "precision_pm": 494 }, "M+R": { "correct": 48, "correct_pm": 480, "errors": 0, "f_pm": 513, "incorrect": 39, "incorrect_pm": 390, "not_attempted": 13, "not_attempted_pm": 130, "precision_pm": 551 }, "M+R+ECHO": { "correct": 1, "correct_pm": 10, "errors": 0, "f_pm": 19, "incorrect": 2, "incorrect_pm": 20, "not_attempted": 97, "not_attempted_pm": 970, "precision_pm": 333 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 100, "not_attempted_pm": 1000, "precision_pm": 0 } }, "simpleqa": { "M": { "correct": 30, "correct_pm": 150, "errors": 0, "f_pm": 166, "incorrect": 129, "incorrect_pm": 645, "not_attempted": 41, "not_attempted_pm": 205, "precision_pm": 188 }, "M+R": { "correct": 60, "correct_pm": 300, "errors": 0, "f_pm": 408, "incorrect": 34, "incorrect_pm": 170, "not_attempted": 106, "not_attempted_pm": 530, "precision_pm": 638 }, "M+R+ECHO": { "correct": 53, "correct_pm": 265, "errors": 0, "f_pm": 392, "incorrect": 17, "incorrect_pm": 85, "not_attempted": 130, "not_attempted_pm": 650, "precision_pm": 757 }, "TRIVIAL": { "correct": 0, "correct_pm": 0, "errors": 0, "f_pm": 0, "incorrect": 0, "incorrect_pm": 0, "not_attempted": 200, "not_attempted_pm": 1000, "precision_pm": 0 } } } }, "usage": { "anthropic/claude-sonnet-5": { "gsm8k": { "M": { "calls": 50, "completion_tokens": 9883, "prompt_tokens": 6249 }, "M+ECHO": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "mmlupro": { "M": { "calls": 100, "completion_tokens": 13677, "prompt_tokens": 29443 }, "M+R": { "calls": 100, "completion_tokens": 14575, "prompt_tokens": 77870 }, "M+R+ECHO": { "calls": 100, "completion_tokens": 14575, "prompt_tokens": 77870 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "simpleqa": { "M": { "calls": 200, "completion_tokens": 6528, "prompt_tokens": 18486 }, "M+R": { "calls": 200, "completion_tokens": 1346, "prompt_tokens": 106893 }, "M+R+ECHO": { "calls": 200, "completion_tokens": 1346, "prompt_tokens": 106893 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } } }, "deepseek/deepseek-v4.1-flash": { "gsm8k": { "M": { "calls": 50, "completion_tokens": 19130, "prompt_tokens": 5773 }, "M+ECHO": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "mmlupro": { "M": { "calls": 100, "completion_tokens": 67688, "prompt_tokens": 22485 }, "M+R": { "calls": 100, "completion_tokens": 77914, "prompt_tokens": 53727 }, "M+R+ECHO": { "calls": 100, "completion_tokens": 77914, "prompt_tokens": 53727 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "simpleqa": { "M": { "calls": 200, "completion_tokens": 164879, "prompt_tokens": 17998 }, "M+R": { "calls": 200, "completion_tokens": 105849, "prompt_tokens": 74313 }, "M+R+ECHO": { "calls": 200, "completion_tokens": 105849, "prompt_tokens": 74313 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } } }, "openai/gpt-5.4-mini": { "gsm8k": { "M": { "calls": 50, "completion_tokens": 4542, "prompt_tokens": 4747 }, "M+ECHO": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "mmlupro": { "M": { "calls": 100, "completion_tokens": 586, "prompt_tokens": 20691 }, "M+R": { "calls": 100, "completion_tokens": 566, "prompt_tokens": 52481 }, "M+R+ECHO": { "calls": 100, "completion_tokens": 566, "prompt_tokens": 52481 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "simpleqa": { "M": { "calls": 200, "completion_tokens": 1895, "prompt_tokens": 13773 }, "M+R": { "calls": 200, "completion_tokens": 1713, "prompt_tokens": 69834 }, "M+R+ECHO": { "calls": 200, "completion_tokens": 1713, "prompt_tokens": 69834 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } } }, "qwen/qwen3-30b-a3b-instruct-2507": { "gsm8k": { "M": { "calls": 50, "completion_tokens": 10155, "prompt_tokens": 5062 }, "M+ECHO": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "mmlupro": { "M": { "calls": 100, "completion_tokens": 7673, "prompt_tokens": 22140 }, "M+R": { "calls": 100, "completion_tokens": 1372, "prompt_tokens": 54981 }, "M+R+ECHO": { "calls": 100, "completion_tokens": 1372, "prompt_tokens": 54981 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } }, "simpleqa": { "M": { "calls": 200, "completion_tokens": 1217, "prompt_tokens": 14774 }, "M+R": { "calls": 200, "completion_tokens": 1073, "prompt_tokens": 74394 }, "M+R+ECHO": { "calls": 200, "completion_tokens": 1073, "prompt_tokens": 74394 }, "TRIVIAL": { "calls": 0, "completion_tokens": 0, "prompt_tokens": 0 } } } } }