| { |
| "search_config": { |
| "train_tasks": [ |
| "aime", |
| "gpqa", |
| "hmmt" |
| ], |
| "test_tasks": [ |
| "usaco", |
| "supergpqa", |
| "mmlupro" |
| ], |
| "max_k": 2, |
| "n_grid": 50, |
| "max_drop": 3, |
| "n_expert_subsets": 4, |
| "expert_subsets": [ |
| [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| [ |
| "kimi-k2.5", |
| "qwen3next" |
| ], |
| [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ] |
| ], |
| "n_modes": 1, |
| "modes": [ |
| "suffix-1000" |
| ], |
| "n_models_total": 21, |
| "model_names": [ |
| "Ministral-3-14B-Reasoning-2512", |
| "Ministral-3-3B-Reasoning-2512", |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-32B-Think", |
| "Olmo-3-7B-Think", |
| "Qwen3-0.6B", |
| "Qwen3-1.7B", |
| "Qwen3-14B", |
| "Qwen3-30B-A3B-Thinking-2507", |
| "Qwen3-32B", |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Llama-8B", |
| "R1-Distill-Qwen-14B", |
| "R1-Distill-Qwen-32B", |
| "R1-Distill-Qwen-7B", |
| "R1-Distill-Qwen-8B", |
| "SmolLM3-3B" |
| ], |
| "total_combinations": 6248, |
| "n_evaluated": 6248, |
| "n_skipped": 0 |
| }, |
| "best_result": { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.739250085999312, |
| "test_mean_rho": 0.871345029239766, |
| "train_per_task": { |
| "aime": 0.6683887864072663, |
| "gpqa": 0.8596491228070176, |
| "hmmt": 0.6800825593395253 |
| }, |
| "test_per_task": { |
| "usaco": 0.8390092879256965, |
| "supergpqa": 0.894736842105263, |
| "mmlupro": 0.8802889576883385 |
| } |
| }, |
| "top_100": [ |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.739250085999312, |
| "test_mean_rho": 0.871345029239766, |
| "train_per_task": { |
| "aime": 0.6683887864072663, |
| "gpqa": 0.8596491228070176, |
| "hmmt": 0.6800825593395253 |
| }, |
| "test_per_task": { |
| "usaco": 0.8390092879256965, |
| "supergpqa": 0.894736842105263, |
| "mmlupro": 0.8802889576883385 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7041623667010665, |
| "test_mean_rho": 0.8541451668386654, |
| "train_per_task": { |
| "aime": 0.6322317423203199, |
| "gpqa": 0.7853457172342622, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.826625386996904, |
| "supergpqa": 0.8761609907120743, |
| "mmlupro": 0.8596491228070176 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.715858273133815, |
| "test_mean_rho": 0.8520811833505332, |
| "train_per_task": { |
| "aime": 0.705944000894688, |
| "gpqa": 0.7234262125902993, |
| "hmmt": 0.7151702786377709 |
| }, |
| "test_per_task": { |
| "usaco": 0.8431372549019607, |
| "supergpqa": 0.8555211558307534, |
| "mmlupro": 0.8575851393188855 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7502579979360166, |
| "test_mean_rho": 0.8493292053663571, |
| "train_per_task": { |
| "aime": 0.705578888896697, |
| "gpqa": 0.8183694530443757, |
| "hmmt": 0.7192982456140351 |
| }, |
| "test_per_task": { |
| "usaco": 0.8142414860681115, |
| "supergpqa": 0.8802889576883385, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7303061575507396, |
| "test_mean_rho": 0.848641210870313, |
| "train_per_task": { |
| "aime": 0.6766532536271398, |
| "gpqa": 0.8328173374613003, |
| "hmmt": 0.6738906088751291 |
| }, |
| "test_per_task": { |
| "usaco": 0.8390092879256965, |
| "supergpqa": 0.8637770897832818, |
| "mmlupro": 0.8431372549019607 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7488820089439283, |
| "test_mean_rho": 0.848641210870313, |
| "train_per_task": { |
| "aime": 0.708011186841671, |
| "gpqa": 0.7647058823529412, |
| "hmmt": 0.7750257997936018 |
| }, |
| "test_per_task": { |
| "usaco": 0.7874097007223942, |
| "supergpqa": 0.8679050567595459, |
| "mmlupro": 0.890608875128999 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7426900584795321, |
| "test_mean_rho": 0.8452012383900929, |
| "train_per_task": { |
| "aime": 0.6962813632743392, |
| "gpqa": 0.8224974200206397, |
| "hmmt": 0.6986584107327141 |
| }, |
| "test_per_task": { |
| "usaco": 0.8101135190918473, |
| "supergpqa": 0.8472652218782251, |
| "mmlupro": 0.8782249742002064 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7248022015823873, |
| "test_mean_rho": 0.8445132438940489, |
| "train_per_task": { |
| "aime": 0.6973144216768234, |
| "gpqa": 0.7936016511867906, |
| "hmmt": 0.6759545923632612 |
| }, |
| "test_per_task": { |
| "usaco": 0.8163054695562436, |
| "supergpqa": 0.8617131062951496, |
| "mmlupro": 0.8555211558307534 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.716546267629859, |
| "test_mean_rho": 0.8445132438940489, |
| "train_per_task": { |
| "aime": 0.6353309175277725, |
| "gpqa": 0.8183694530443757, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.7729618163054695, |
| "supergpqa": 0.8637770897832818, |
| "mmlupro": 0.8968008255933952 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 0.868511373751352, |
| 1.0 |
| ], |
| "train_mean_rho": 0.761265909872721, |
| "test_mean_rho": 0.8445132438940487, |
| "train_per_task": { |
| "aime": 0.7235150814440433, |
| "gpqa": 0.7853457172342622, |
| "hmmt": 0.7564499484004128 |
| }, |
| "test_per_task": { |
| "usaco": 0.8679050567595459, |
| "supergpqa": 0.826625386996904, |
| "mmlupro": 0.8390092879256965 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7598899208806329, |
| "test_mean_rho": 0.8431372549019608, |
| "train_per_task": { |
| "aime": 0.6973144216768234, |
| "gpqa": 0.8472652218782251, |
| "hmmt": 0.7275541795665634 |
| }, |
| "test_per_task": { |
| "usaco": 0.7461300309597524, |
| "supergpqa": 0.894736842105263, |
| "mmlupro": 0.8885448916408669 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7020983832129343, |
| "test_mean_rho": 0.8417612659098727, |
| "train_per_task": { |
| "aime": 0.6260333919054148, |
| "gpqa": 0.7502579979360166, |
| "hmmt": 0.7213622291021672 |
| }, |
| "test_per_task": { |
| "usaco": 0.8245614035087718, |
| "supergpqa": 0.8039215686274509, |
| "mmlupro": 0.8968008255933952 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-14B", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7254901960784315, |
| "test_mean_rho": 0.8410732714138286, |
| "train_per_task": { |
| "aime": 0.6442953878743976, |
| "gpqa": 0.8410732714138286, |
| "hmmt": 0.6800825593395253 |
| }, |
| "test_per_task": { |
| "usaco": 0.8390092879256965, |
| "supergpqa": 0.8472652218782251, |
| "mmlupro": 0.8369453044375645 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7248022015823873, |
| "test_mean_rho": 0.8410732714138286, |
| "train_per_task": { |
| "aime": 0.6590912607849088, |
| "gpqa": 0.7894736842105263, |
| "hmmt": 0.717234262125903 |
| }, |
| "test_per_task": { |
| "usaco": 0.7874097007223942, |
| "supergpqa": 0.8637770897832818, |
| "mmlupro": 0.87203302373581 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7241142070863433, |
| "test_mean_rho": 0.8396972824217407, |
| "train_per_task": { |
| "aime": 0.7045458304942127, |
| "gpqa": 0.7069143446852425, |
| "hmmt": 0.7523219814241485 |
| }, |
| "test_per_task": { |
| "usaco": 0.8039215686274509, |
| "supergpqa": 0.8328173374613003, |
| "mmlupro": 0.8823529411764706 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.672514619883041, |
| "test_mean_rho": 0.8396972824217407, |
| "train_per_task": { |
| "aime": 0.5971077566358577, |
| "gpqa": 0.7502579979360166, |
| "hmmt": 0.6615067079463364 |
| }, |
| "test_per_task": { |
| "usaco": 0.8121775025799793, |
| "supergpqa": 0.8101135190918473, |
| "mmlupro": 0.8968008255933952 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7440660474716202, |
| "test_mean_rho": 0.8396972824217407, |
| "train_per_task": { |
| "aime": 0.6776863120296239, |
| "gpqa": 0.8286893704850361, |
| "hmmt": 0.717234262125903 |
| }, |
| "test_per_task": { |
| "usaco": 0.78328173374613, |
| "supergpqa": 0.8596491228070176, |
| "mmlupro": 0.8761609907120743 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-7B-Think" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7887856897144823, |
| "test_mean_rho": 0.8376332989336087, |
| "train_per_task": { |
| "aime": 0.7582648674233903, |
| "gpqa": 0.7564499484004128, |
| "hmmt": 0.8431372549019607 |
| }, |
| "test_per_task": { |
| "usaco": 0.8059855521155831, |
| "supergpqa": 0.8142414860681115, |
| "mmlupro": 0.8926728586171312 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7440660474716202, |
| "test_mean_rho": 0.8362573099415204, |
| "train_per_task": { |
| "aime": 0.6766532536271398, |
| "gpqa": 0.8637770897832818, |
| "hmmt": 0.6842105263157895 |
| }, |
| "test_per_task": { |
| "usaco": 0.760577915376677, |
| "supergpqa": 0.8658410732714137, |
| "mmlupro": 0.8823529411764706 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-14B", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7371861025111799, |
| "test_mean_rho": 0.8355693154454764, |
| "train_per_task": { |
| "aime": 0.6360351905939565, |
| "gpqa": 0.87203302373581, |
| "hmmt": 0.6924664602683178 |
| }, |
| "test_per_task": { |
| "usaco": 0.7667698658410733, |
| "supergpqa": 0.8679050567595459, |
| "mmlupro": 0.87203302373581 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7206742346061231, |
| "test_mean_rho": 0.8355693154454764, |
| "train_per_task": { |
| "aime": 0.6590912607849088, |
| "gpqa": 0.7667698658410733, |
| "hmmt": 0.7275541795665634 |
| }, |
| "test_per_task": { |
| "usaco": 0.7770897832817338, |
| "supergpqa": 0.8555211558307534, |
| "mmlupro": 0.8740970072239421 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-7B-Think", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6876504987960096, |
| "test_mean_rho": 0.8348813209494325, |
| "train_per_task": { |
| "aime": 0.6508267935650351, |
| "gpqa": 0.7069143446852425, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.7997936016511867, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8637770897832818 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7117303061575507, |
| "test_mean_rho": 0.8348813209494325, |
| "train_per_task": { |
| "aime": 0.6632234943948454, |
| "gpqa": 0.7481940144478844, |
| "hmmt": 0.7151702786377709 |
| }, |
| "test_per_task": { |
| "usaco": 0.826625386996904, |
| "supergpqa": 0.8163054695562436, |
| "mmlupro": 0.8617131062951496 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7289301685586516, |
| "test_mean_rho": 0.8328173374613003, |
| "train_per_task": { |
| "aime": 0.6880168960544659, |
| "gpqa": 0.7378740970072238, |
| "hmmt": 0.7523219814241485 |
| }, |
| "test_per_task": { |
| "usaco": 0.826625386996904, |
| "supergpqa": 0.7894736842105263, |
| "mmlupro": 0.8823529411764706 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7268661850705195, |
| "test_mean_rho": 0.8328173374613003, |
| "train_per_task": { |
| "aime": 0.6739026187164517, |
| "gpqa": 0.7915376676986584, |
| "hmmt": 0.6986584107327141 |
| }, |
| "test_per_task": { |
| "usaco": 0.7564499484004128, |
| "supergpqa": 0.8782249742002064, |
| "mmlupro": 0.8637770897832818 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7688338493292054, |
| "test_mean_rho": 0.8314413484692121, |
| "train_per_task": { |
| "aime": 0.7286830463115007, |
| "gpqa": 0.7770897832817338, |
| "hmmt": 0.7997936016511867 |
| }, |
| "test_per_task": { |
| "usaco": 0.7585139318885449, |
| "supergpqa": 0.8617131062951496, |
| "mmlupro": 0.8740970072239421 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-14B-Reasoning-2512", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.8004815961472308, |
| "test_mean_rho": 0.8307533539731683, |
| "train_per_task": { |
| "aime": 0.8146619567834931, |
| "gpqa": 0.8183694530443757, |
| "hmmt": 0.7708978328173374 |
| }, |
| "test_per_task": { |
| "usaco": 0.7936016511867906, |
| "supergpqa": 0.8617131062951496, |
| "mmlupro": 0.8369453044375645 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 19, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7105263157894738, |
| "test_mean_rho": 0.8304093567251462, |
| "train_per_task": { |
| "aime": 0.6479370363761788, |
| "gpqa": 0.7754385964912281, |
| "hmmt": 0.7 |
| }, |
| "test_per_task": { |
| "usaco": 0.787719298245614, |
| "supergpqa": 0.8421052631578947, |
| "mmlupro": 0.8614035087719297 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-3B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7117303061575507, |
| "test_mean_rho": 0.8293773649810802, |
| "train_per_task": { |
| "aime": 0.6652896111998138, |
| "gpqa": 0.7440660474716203, |
| "hmmt": 0.717234262125903 |
| }, |
| "test_per_task": { |
| "usaco": 0.8080495356037152, |
| "supergpqa": 0.8286893704850361, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7880976952184383, |
| "test_mean_rho": 0.8293773649810802, |
| "train_per_task": { |
| "aime": 0.7303722905563172, |
| "gpqa": 0.8018575851393188, |
| "hmmt": 0.8224974200206397 |
| }, |
| "test_per_task": { |
| "usaco": 0.7667698658410733, |
| "supergpqa": 0.8369453044375645, |
| "mmlupro": 0.8844169246646028 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.717922256621947, |
| "test_mean_rho": 0.8293773649810801, |
| "train_per_task": { |
| "aime": 0.6735540784196872, |
| "gpqa": 0.760577915376677, |
| "hmmt": 0.7131062951496387 |
| }, |
| "test_per_task": { |
| "usaco": 0.8039215686274509, |
| "supergpqa": 0.7874097007223942, |
| "mmlupro": 0.8968008255933952 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7261781905744754, |
| "test_mean_rho": 0.8286893704850362, |
| "train_per_task": { |
| "aime": 0.7200417065314755, |
| "gpqa": 0.7461300309597524, |
| "hmmt": 0.7027863777089782 |
| }, |
| "test_per_task": { |
| "usaco": 0.7770897832817338, |
| "supergpqa": 0.8472652218782251, |
| "mmlupro": 0.8617131062951496 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7364981080151359, |
| "test_mean_rho": 0.8286893704850361, |
| "train_per_task": { |
| "aime": 0.6869838376519817, |
| "gpqa": 0.8286893704850361, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.7420020639834881, |
| "supergpqa": 0.8617131062951496, |
| "mmlupro": 0.8823529411764706 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7261781905744753, |
| "test_mean_rho": 0.8286893704850361, |
| "train_per_task": { |
| "aime": 0.7128102977140861, |
| "gpqa": 0.7254901960784313, |
| "hmmt": 0.7296181630546955 |
| }, |
| "test_per_task": { |
| "usaco": 0.8059855521155831, |
| "supergpqa": 0.8121775025799793, |
| "mmlupro": 0.8679050567595459 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-7B-Think", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6924664602683178, |
| "test_mean_rho": 0.828001375988992, |
| "train_per_task": { |
| "aime": 0.6342978591252882, |
| "gpqa": 0.7378740970072238, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.8224974200206397, |
| "supergpqa": 0.7977296181630547, |
| "mmlupro": 0.8637770897832818 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6993464052287582, |
| "test_mean_rho": 0.8273133814929481, |
| "train_per_task": { |
| "aime": 0.6208680998929939, |
| "gpqa": 0.7956656346749225, |
| "hmmt": 0.6759545923632612 |
| }, |
| "test_per_task": { |
| "usaco": 0.7791537667698658, |
| "supergpqa": 0.8493292053663571, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6477468180254559, |
| "test_mean_rho": 0.827313381492948, |
| "train_per_task": { |
| "aime": 0.6284245278828262, |
| "gpqa": 0.739938080495356, |
| "hmmt": 0.5748194014447885 |
| }, |
| "test_per_task": { |
| "usaco": 0.7915376676986584, |
| "supergpqa": 0.8245614035087718, |
| "mmlupro": 0.8658410732714137 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.69453044375645, |
| "test_mean_rho": 0.82593739250086, |
| "train_per_task": { |
| "aime": 0.661499503034554, |
| "gpqa": 0.7151702786377709, |
| "hmmt": 0.7069143446852425 |
| }, |
| "test_per_task": { |
| "usaco": 0.7936016511867906, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8431372549019607 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "top_2_correct:inv_freq" |
| ], |
| "coefficients": [ |
| 0.2811768697974231, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6897144822841418, |
| "test_mean_rho": 0.8245614035087719, |
| "train_per_task": { |
| "aime": 0.6583987241140794, |
| "gpqa": 0.7791537667698658, |
| "hmmt": 0.6408668730650156 |
| }, |
| "test_per_task": { |
| "usaco": 0.7936016511867906, |
| "supergpqa": 0.8782249742002064, |
| "mmlupro": 0.8018575851393188 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6924664602683178, |
| "test_mean_rho": 0.8245614035087718, |
| "train_per_task": { |
| "aime": 0.6188019830880256, |
| "gpqa": 0.8224974200206397, |
| "hmmt": 0.6264189886480908 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8782249742002064, |
| "mmlupro": 0.8617131062951496 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.783969728242174, |
| "test_mean_rho": 0.8238734090127279, |
| "train_per_task": { |
| "aime": 0.7338510111789582, |
| "gpqa": 0.8080495356037152, |
| "hmmt": 0.7936016511867906 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8328173374613003, |
| "mmlupro": 0.9050567595459237 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7192982456140351, |
| "test_mean_rho": 0.8238734090127279, |
| "train_per_task": { |
| "aime": 0.6064052822582153, |
| "gpqa": 0.8596491228070176, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.7461300309597524, |
| "supergpqa": 0.8575851393188855, |
| "mmlupro": 0.8679050567595459 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7041623667010665, |
| "test_mean_rho": 0.8231854145166838, |
| "train_per_task": { |
| "aime": 0.6890499544569499, |
| "gpqa": 0.6656346749226005, |
| "hmmt": 0.7502579979360166 |
| }, |
| "test_per_task": { |
| "usaco": 0.8885448916408669, |
| "supergpqa": 0.7296181630546955, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-4B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7296181630546955, |
| "test_mean_rho": 0.8231854145166838, |
| "train_per_task": { |
| "aime": 0.7200417065314755, |
| "gpqa": 0.7750257997936018, |
| "hmmt": 0.6842105263157895 |
| }, |
| "test_per_task": { |
| "usaco": 0.7894736842105263, |
| "supergpqa": 0.8204334365325078, |
| "mmlupro": 0.8596491228070176 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-32B", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7454420364637082, |
| "test_mean_rho": 0.8224974200206399, |
| "train_per_task": { |
| "aime": 0.6911160712619183, |
| "gpqa": 0.8328173374613003, |
| "hmmt": 0.7069143446852425 |
| }, |
| "test_per_task": { |
| "usaco": 0.7543859649122806, |
| "supergpqa": 0.8348813209494325, |
| "mmlupro": 0.8782249742002064 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-30B-A3B-Thinking-2507", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7316821465428277, |
| "test_mean_rho": 0.8224974200206399, |
| "train_per_task": { |
| "aime": 0.6766532536271398, |
| "gpqa": 0.8101135190918473, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.8101135190918473, |
| "supergpqa": 0.8328173374613003, |
| "mmlupro": 0.8245614035087718 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.651186790505676, |
| "test_mean_rho": 0.8224974200206399, |
| "train_per_task": { |
| "aime": 0.5746776932612686, |
| "gpqa": 0.7440660474716203, |
| "hmmt": 0.6388028895768835 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8555211558307534, |
| "mmlupro": 0.8782249742002064 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7378740970072238, |
| "test_mean_rho": 0.8224974200206399, |
| "train_per_task": { |
| "aime": 0.6859507792494974, |
| "gpqa": 0.760577915376677, |
| "hmmt": 0.7585139318885449 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8452012383900928, |
| "mmlupro": 0.8885448916408669 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-32B-Think", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7062263501891985, |
| "test_mean_rho": 0.8224974200206399, |
| "train_per_task": { |
| "aime": 0.638430092735225, |
| "gpqa": 0.7812177502579979, |
| "hmmt": 0.6821465428276574 |
| }, |
| "test_per_task": { |
| "usaco": 0.7461300309597524, |
| "supergpqa": 0.8513931888544891, |
| "mmlupro": 0.869969040247678 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-8B", |
| "R1-Distill-Qwen-32B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7509459924320606, |
| "test_mean_rho": 0.8218094255245959, |
| "train_per_task": { |
| "aime": 0.6780369906104177, |
| "gpqa": 0.826625386996904, |
| "hmmt": 0.7502579979360166 |
| }, |
| "test_per_task": { |
| "usaco": 0.7275541795665634, |
| "supergpqa": 0.8802889576883385, |
| "mmlupro": 0.8575851393188855 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6229790161678707, |
| "test_mean_rho": 0.8218094255245957, |
| "train_per_task": { |
| "aime": 0.545737090003507, |
| "gpqa": 0.7440660474716203, |
| "hmmt": 0.5830753353973168 |
| }, |
| "test_per_task": { |
| "usaco": 0.7213622291021672, |
| "supergpqa": 0.8617131062951496, |
| "mmlupro": 0.8823529411764706 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-14B", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7000343997248022, |
| "test_mean_rho": 0.8218094255245957, |
| "train_per_task": { |
| "aime": 0.5978317781719169, |
| "gpqa": 0.8183694530443757, |
| "hmmt": 0.6759545923632612 |
| }, |
| "test_per_task": { |
| "usaco": 0.78328173374613, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8410732714138286 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7131062951496389, |
| "test_mean_rho": 0.8218094255245957, |
| "train_per_task": { |
| "aime": 0.6601243191873928, |
| "gpqa": 0.8039215686274509, |
| "hmmt": 0.6656346749226005 |
| }, |
| "test_per_task": { |
| "usaco": 0.8245614035087718, |
| "supergpqa": 0.8039215686274509, |
| "mmlupro": 0.8369453044375645 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7254901960784315, |
| "test_mean_rho": 0.8211214310285517, |
| "train_per_task": { |
| "aime": 0.653230759246622, |
| "gpqa": 0.8348813209494325, |
| "hmmt": 0.6904024767801857 |
| }, |
| "test_per_task": { |
| "usaco": 0.7420020639834881, |
| "supergpqa": 0.869969040247678, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.761953904368765, |
| "test_mean_rho": 0.8211214310285517, |
| "train_per_task": { |
| "aime": 0.7390189760464156, |
| "gpqa": 0.739938080495356, |
| "hmmt": 0.7915376676986584 |
| }, |
| "test_per_task": { |
| "usaco": 0.7853457172342622, |
| "supergpqa": 0.8018575851393188, |
| "mmlupro": 0.8761609907120743 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6498108015135878, |
| "test_mean_rho": 0.8204334365325078, |
| "train_per_task": { |
| "aime": 0.5633081705528622, |
| "gpqa": 0.7750257997936018, |
| "hmmt": 0.5892672858617131 |
| }, |
| "test_per_task": { |
| "usaco": 0.7358101135190918, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8844169246646028 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-32B", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6986584107327142, |
| "test_mean_rho": 0.8204334365325078, |
| "train_per_task": { |
| "aime": 0.5867771726110159, |
| "gpqa": 0.8059855521155831, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.8142414860681115, |
| "supergpqa": 0.8245614035087718, |
| "mmlupro": 0.8224974200206397 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7440660474716202, |
| "test_mean_rho": 0.8197454420364637, |
| "train_per_task": { |
| "aime": 0.7107441809091178, |
| "gpqa": 0.7997936016511867, |
| "hmmt": 0.7110423116615068 |
| }, |
| "test_per_task": { |
| "usaco": 0.7440660474716203, |
| "supergpqa": 0.8658410732714137, |
| "mmlupro": 0.8493292053663571 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7192982456140351, |
| "test_mean_rho": 0.8197454420364636, |
| "train_per_task": { |
| "aime": 0.6353309175277725, |
| "gpqa": 0.7853457172342622, |
| "hmmt": 0.7275541795665634 |
| }, |
| "test_per_task": { |
| "usaco": 0.7192982456140351, |
| "supergpqa": 0.8452012383900928, |
| "mmlupro": 0.894736842105263 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6656346749226006, |
| "test_mean_rho": 0.8190574475404198, |
| "train_per_task": { |
| "aime": 0.642894829511707, |
| "gpqa": 0.6800825593395253, |
| "hmmt": 0.6780185758513931 |
| }, |
| "test_per_task": { |
| "usaco": 0.8080495356037152, |
| "supergpqa": 0.7997936016511867, |
| "mmlupro": 0.8493292053663571 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7530099759201926, |
| "test_mean_rho": 0.8190574475404196, |
| "train_per_task": { |
| "aime": 0.6973144216768234, |
| "gpqa": 0.8018575851393188, |
| "hmmt": 0.7523219814241485 |
| }, |
| "test_per_task": { |
| "usaco": 0.7420020639834881, |
| "supergpqa": 0.8245614035087718, |
| "mmlupro": 0.890608875128999 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-32B-Think", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6910904712762299, |
| "test_mean_rho": 0.8190574475404196, |
| "train_per_task": { |
| "aime": 0.5895715808914759, |
| "gpqa": 0.78328173374613, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.7791537667698658, |
| "supergpqa": 0.826625386996904, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-7B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7110423116615067, |
| "test_mean_rho": 0.8190574475404196, |
| "train_per_task": { |
| "aime": 0.6797524288345923, |
| "gpqa": 0.7440660474716203, |
| "hmmt": 0.7007223942208461 |
| }, |
| "test_per_task": { |
| "usaco": 0.7708978328173374, |
| "supergpqa": 0.8348813209494325, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7344341245270037, |
| "test_mean_rho": 0.8190574475404196, |
| "train_per_task": { |
| "aime": 0.7159094729215387, |
| "gpqa": 0.7647058823529412, |
| "hmmt": 0.7131062951496387 |
| }, |
| "test_per_task": { |
| "usaco": 0.7812177502579979, |
| "supergpqa": 0.8224974200206397, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-14B", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7495700034399725, |
| "test_mean_rho": 0.8183694530443756, |
| "train_per_task": { |
| "aime": 0.6824988002964372, |
| "gpqa": 0.8286893704850361, |
| "hmmt": 0.7275541795665634 |
| }, |
| "test_per_task": { |
| "usaco": 0.7461300309597524, |
| "supergpqa": 0.8555211558307534, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7406260749914, |
| "test_mean_rho": 0.8183694530443756, |
| "train_per_task": { |
| "aime": 0.6739026187164517, |
| "gpqa": 0.7812177502579979, |
| "hmmt": 0.7502579979360166 |
| }, |
| "test_per_task": { |
| "usaco": 0.7296181630546955, |
| "supergpqa": 0.8163054695562436, |
| "mmlupro": 0.9091847265221877 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-30B-A3B-Thinking-2507", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6504987960096319, |
| "test_mean_rho": 0.8183694530443756, |
| "train_per_task": { |
| "aime": 0.5912151808371325, |
| "gpqa": 0.7316821465428276, |
| "hmmt": 0.6305469556243549 |
| }, |
| "test_per_task": { |
| "usaco": 0.7812177502579979, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8328173374613003 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-3B-Reasoning-2512", |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7144822841417269, |
| "test_mean_rho": 0.8176814585483316, |
| "train_per_task": { |
| "aime": 0.7204143025235689, |
| "gpqa": 0.6759545923632612, |
| "hmmt": 0.7296181630546955 |
| }, |
| "test_per_task": { |
| "usaco": 0.8142414860681115, |
| "supergpqa": 0.78328173374613, |
| "mmlupro": 0.8555211558307534 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "SmolLM3-3B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6628826969384245, |
| "test_mean_rho": 0.8176814585483316, |
| "train_per_task": { |
| "aime": 0.5981408150383418, |
| "gpqa": 0.7440660474716203, |
| "hmmt": 0.653250773993808 |
| }, |
| "test_per_task": { |
| "usaco": 0.7667698658410733, |
| "supergpqa": 0.8348813209494325, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-32B", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6835225318197455, |
| "test_mean_rho": 0.8176814585483316, |
| "train_per_task": { |
| "aime": 0.5340911940843226, |
| "gpqa": 0.8493292053663571, |
| "hmmt": 0.6635706914344685 |
| }, |
| "test_per_task": { |
| "usaco": 0.78328173374613, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.8286893704850361 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.630546955624355, |
| "test_mean_rho": 0.8169934640522877, |
| "train_per_task": { |
| "aime": 0.5891479948901496, |
| "gpqa": 0.6800825593395253, |
| "hmmt": 0.6264189886480908 |
| }, |
| "test_per_task": { |
| "usaco": 0.8080495356037152, |
| "supergpqa": 0.8080495356037152, |
| "mmlupro": 0.8348813209494325 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7316821465428277, |
| "test_mean_rho": 0.8169934640522877, |
| "train_per_task": { |
| "aime": 0.6739026187164517, |
| "gpqa": 0.8101135190918473, |
| "hmmt": 0.6924664602683178 |
| }, |
| "test_per_task": { |
| "usaco": 0.7151702786377709, |
| "supergpqa": 0.8513931888544891, |
| "mmlupro": 0.8844169246646028 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-32B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7254901960784315, |
| "test_mean_rho": 0.8169934640522875, |
| "train_per_task": { |
| "aime": 0.649096387352656, |
| "gpqa": 0.826625386996904, |
| "hmmt": 0.7027863777089782 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8431372549019607, |
| "mmlupro": 0.8740970072239421 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.6826957952797246, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7468180254557963, |
| "test_mean_rho": 0.8163054695562436, |
| "train_per_task": { |
| "aime": 0.6993805384817917, |
| "gpqa": 0.7708978328173374, |
| "hmmt": 0.7688338493292053 |
| }, |
| "test_per_task": { |
| "usaco": 0.8163054695562436, |
| "supergpqa": 0.826625386996904, |
| "mmlupro": 0.8059855521155831 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7488820089439284, |
| "test_mean_rho": 0.8156174750601995, |
| "train_per_task": { |
| "aime": 0.6635666889815368, |
| "gpqa": 0.8802889576883385, |
| "hmmt": 0.7048503611971104 |
| }, |
| "test_per_task": { |
| "usaco": 0.717234262125903, |
| "supergpqa": 0.8782249742002064, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.8108015135878913, |
| "test_mean_rho": 0.8156174750601995, |
| "train_per_task": { |
| "aime": 0.7679595793041775, |
| "gpqa": 0.8204334365325078, |
| "hmmt": 0.826625386996904 |
| }, |
| "test_per_task": { |
| "usaco": 0.7151702786377709, |
| "supergpqa": 0.8431372549019607, |
| "mmlupro": 0.8885448916408669 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-3B-Reasoning-2512", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7027863777089783, |
| "test_mean_rho": 0.8156174750601993, |
| "train_per_task": { |
| "aime": 0.5940085814284051, |
| "gpqa": 0.8307533539731682, |
| "hmmt": 0.6780185758513931 |
| }, |
| "test_per_task": { |
| "usaco": 0.7688338493292053, |
| "supergpqa": 0.8390092879256965, |
| "mmlupro": 0.8390092879256965 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-3B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6580667354661163, |
| "test_mean_rho": 0.8149294805641555, |
| "train_per_task": { |
| "aime": 0.6335924927502835, |
| "gpqa": 0.6759545923632612, |
| "hmmt": 0.6676986584107326 |
| }, |
| "test_per_task": { |
| "usaco": 0.78328173374613, |
| "supergpqa": 0.8101135190918473, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7578259373925009, |
| "test_mean_rho": 0.8149294805641555, |
| "train_per_task": { |
| "aime": 0.7045458304942127, |
| "gpqa": 0.8018575851393188, |
| "hmmt": 0.7585139318885449 |
| }, |
| "test_per_task": { |
| "usaco": 0.7192982456140351, |
| "supergpqa": 0.8369453044375645, |
| "mmlupro": 0.8885448916408669 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7351221190230478, |
| "test_mean_rho": 0.8149294805641555, |
| "train_per_task": { |
| "aime": 0.6863057343983496, |
| "gpqa": 0.7770897832817338, |
| "hmmt": 0.7254901960784313 |
| }, |
| "test_per_task": { |
| "usaco": 0.7275541795665634, |
| "supergpqa": 0.8513931888544891, |
| "mmlupro": 0.8658410732714137 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7447540419676643, |
| "test_mean_rho": 0.8149294805641555, |
| "train_per_task": { |
| "aime": 0.7007760360272305, |
| "gpqa": 0.7770897832817338, |
| "hmmt": 0.739938080495356 |
| }, |
| "test_per_task": { |
| "usaco": 0.7131062951496387, |
| "supergpqa": 0.8575851393188855, |
| "mmlupro": 0.8740970072239421 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 19, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6982456140350877, |
| "test_mean_rho": 0.8146198830409356, |
| "train_per_task": { |
| "aime": 0.5776999592622297, |
| "gpqa": 0.8403508771929825, |
| "hmmt": 0.6719298245614035 |
| }, |
| "test_per_task": { |
| "usaco": 0.7421052631578948, |
| "supergpqa": 0.8491228070175438, |
| "mmlupro": 0.8526315789473684 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6780185758513931, |
| "test_mean_rho": 0.8142414860681115, |
| "train_per_task": { |
| "aime": 0.6177689246855413, |
| "gpqa": 0.7791537667698658, |
| "hmmt": 0.6305469556243549 |
| }, |
| "test_per_task": { |
| "usaco": 0.7254901960784313, |
| "supergpqa": 0.8369453044375645, |
| "mmlupro": 0.8802889576883385 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Ministral-3-8B-Reasoning-2512", |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-4B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6752665978672171, |
| "test_mean_rho": 0.8142414860681114, |
| "train_per_task": { |
| "aime": 0.6756201952246556, |
| "gpqa": 0.7027863777089782, |
| "hmmt": 0.6408668730650156 |
| }, |
| "test_per_task": { |
| "usaco": 0.762641898864809, |
| "supergpqa": 0.8121775025799793, |
| "mmlupro": 0.8679050567595459 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7275541795665634, |
| "test_mean_rho": 0.8142414860681114, |
| "train_per_task": { |
| "aime": 0.6770033976369263, |
| "gpqa": 0.7420020639834881, |
| "hmmt": 0.7461300309597524 |
| }, |
| "test_per_task": { |
| "usaco": 0.7729618163054695, |
| "supergpqa": 0.7936016511867906, |
| "mmlupro": 0.8761609907120743 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-32B-Think" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.73718610251118, |
| "test_mean_rho": 0.8142414860681114, |
| "train_per_task": { |
| "aime": 0.6756201952246556, |
| "gpqa": 0.7688338493292053, |
| "hmmt": 0.7523219814241485 |
| }, |
| "test_per_task": { |
| "usaco": 0.7337461300309597, |
| "supergpqa": 0.8142414860681115, |
| "mmlupro": 0.894736842105263 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "R1-Distill-Llama-70B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6986584107327142, |
| "test_mean_rho": 0.8142414860681114, |
| "train_per_task": { |
| "aime": 0.6439284224851985, |
| "gpqa": 0.7481940144478844, |
| "hmmt": 0.6842105263157895 |
| }, |
| "test_per_task": { |
| "usaco": 0.7316821465428276, |
| "supergpqa": 0.8410732714138286, |
| "mmlupro": 0.869969040247678 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 19, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6508771929824562, |
| "test_mean_rho": 0.8140350877192982, |
| "train_per_task": { |
| "aime": 0.6086961804819502, |
| "gpqa": 0.7543859649122807, |
| "hmmt": 0.5754385964912281 |
| }, |
| "test_per_task": { |
| "usaco": 0.7508771929824561, |
| "supergpqa": 0.8175438596491227, |
| "mmlupro": 0.8736842105263157 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7667698658410732, |
| "test_mean_rho": 0.8135534915720676, |
| "train_per_task": { |
| "aime": 0.7438020497886116, |
| "gpqa": 0.8018575851393188, |
| "hmmt": 0.7440660474716203 |
| }, |
| "test_per_task": { |
| "usaco": 0.7647058823529412, |
| "supergpqa": 0.8286893704850361, |
| "mmlupro": 0.8472652218782251 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Olmo-3-7B-Think", |
| "Qwen3-8B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7475060199518403, |
| "test_mean_rho": 0.8135534915720676, |
| "train_per_task": { |
| "aime": 0.7045458304942127, |
| "gpqa": 0.8348813209494325, |
| "hmmt": 0.6924664602683178 |
| }, |
| "test_per_task": { |
| "usaco": 0.7564499484004128, |
| "supergpqa": 0.8369453044375645, |
| "mmlupro": 0.8472652218782251 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-32B", |
| "Qwen3-4B", |
| "R1-Distill-Llama-70B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.699346405228758, |
| "test_mean_rho": 0.8135534915720676, |
| "train_per_task": { |
| "aime": 0.6022730486482787, |
| "gpqa": 0.8059855521155831, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.7997936016511867, |
| "supergpqa": 0.8142414860681115, |
| "mmlupro": 0.826625386996904 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7206742346061231, |
| "test_mean_rho": 0.8135534915720674, |
| "train_per_task": { |
| "aime": 0.6635666889815368, |
| "gpqa": 0.8142414860681115, |
| "hmmt": 0.6862745098039216 |
| }, |
| "test_per_task": { |
| "usaco": 0.7213622291021672, |
| "supergpqa": 0.8679050567595459, |
| "mmlupro": 0.8513931888544891 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-30B-A3B-Thinking-2507", |
| "Qwen3-4B", |
| "Qwen3-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7440660474716202, |
| "test_mean_rho": 0.8135534915720674, |
| "train_per_task": { |
| "aime": 0.6683887864072663, |
| "gpqa": 0.8452012383900928, |
| "hmmt": 0.7069143446852425 |
| }, |
| "test_per_task": { |
| "usaco": 0.7358101135190918, |
| "supergpqa": 0.8452012383900928, |
| "mmlupro": 0.8596491228070176 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-30B-A3B-Thinking-2507", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.5851393188854489, |
| "test_mean_rho": 0.8135534915720674, |
| "train_per_task": { |
| "aime": 0.533333974321609, |
| "gpqa": 0.6924664602683178, |
| "hmmt": 0.5356037151702786 |
| }, |
| "test_per_task": { |
| "usaco": 0.7853457172342622, |
| "supergpqa": 0.8224974200206397, |
| "mmlupro": 0.8328173374613003 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Nemotron-Cascade-8B-Thinking", |
| "Olmo-3-32B-Think" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 1.1513953993264467, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7592019263845889, |
| "test_mean_rho": 0.8135534915720674, |
| "train_per_task": { |
| "aime": 0.7076450057016653, |
| "gpqa": 0.7708978328173374, |
| "hmmt": 0.7812177502579979 |
| }, |
| "test_per_task": { |
| "usaco": 0.7358101135190918, |
| "supergpqa": 0.826625386996904, |
| "mmlupro": 0.8782249742002064 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6780185758513931, |
| "test_mean_rho": 0.8128654970760234, |
| "train_per_task": { |
| "aime": 0.6229342166979622, |
| "gpqa": 0.7069143446852425, |
| "hmmt": 0.696594427244582 |
| }, |
| "test_per_task": { |
| "usaco": 0.8286893704850361, |
| "supergpqa": 0.7564499484004128, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Qwen3-4B", |
| "Qwen3-8B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "wrong_confidence:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7144822841417269, |
| "test_mean_rho": 0.8128654970760234, |
| "train_per_task": { |
| "aime": 0.6353309175277725, |
| "gpqa": 0.8410732714138286, |
| "hmmt": 0.6573787409700722 |
| }, |
| "test_per_task": { |
| "usaco": 0.7234262125902993, |
| "supergpqa": 0.8534571723426212, |
| "mmlupro": 0.8617131062951496 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-32B-Think", |
| "R1-Distill-Qwen-8B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6470588235294118, |
| "test_mean_rho": 0.8128654970760233, |
| "train_per_task": { |
| "aime": 0.6074383406606996, |
| "gpqa": 0.696594427244582, |
| "hmmt": 0.6449948400412797 |
| }, |
| "test_per_task": { |
| "usaco": 0.7378740970072238, |
| "supergpqa": 0.8307533539731682, |
| "mmlupro": 0.869969040247678 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "minimax-m2.5", |
| "qwen3next" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-14B-Thinking", |
| "Olmo-3-7B-Think", |
| "Qwen3-14B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:inv_freq", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 2.0235896477251574, |
| 1.0 |
| ], |
| "train_mean_rho": 0.6938424492604058, |
| "test_mean_rho": 0.8121775025799794, |
| "train_per_task": { |
| "aime": 0.6195147960330746, |
| "gpqa": 0.7358101135190918, |
| "hmmt": 0.7213622291021672 |
| }, |
| "test_per_task": { |
| "usaco": 0.8183694530443757, |
| "supergpqa": 0.7647058823529412, |
| "mmlupro": 0.8534571723426212 |
| } |
| }, |
| { |
| "expert_subset": [ |
| "kimi-k2.5", |
| "minimax-m2.5" |
| ], |
| "mode": "suffix-1000", |
| "excluded_models": [ |
| "Nemotron-Cascade-8B-Thinking", |
| "Qwen3-4B", |
| "R1-Distill-Qwen-32B" |
| ], |
| "n_models_used": 18, |
| "best_K": 2, |
| "selected_features": [ |
| "entropy:entropy", |
| "margin:inv_freq" |
| ], |
| "coefficients": [ |
| 1.5264179671752334, |
| 1.0 |
| ], |
| "train_mean_rho": 0.7502579979360164, |
| "test_mean_rho": 0.8121775025799792, |
| "train_per_task": { |
| "aime": 0.7014466552867601, |
| "gpqa": 0.8328173374613003, |
| "hmmt": 0.7110423116615068 |
| }, |
| "test_per_task": { |
| "usaco": 0.739938080495356, |
| "supergpqa": 0.8534571723426212, |
| "mmlupro": 0.8431372549019607 |
| } |
| } |
| ], |
| "summary_stats": { |
| "test_rho_max": 0.871345029239766, |
| "test_rho_mean": 0.6958283533043308, |
| "test_rho_median": 0.6982456140350877, |
| "test_rho_std": 0.0609032935320478, |
| "train_rho_max": 0.848641210870313, |
| "train_rho_mean": 0.6759946061326466, |
| "runtime_seconds": 121.6938042640686 |
| } |
| } |
