{ "metadata": { "train_tasks": [ "aime", "gpqa", "hmmt", "supergpqa" ], "test_tasks": [ "mmlupro", "usaco" ], "models": [ "Ministral-3-3B-Reasoning-2512", "Ministral-3-8B-Reasoning-2512", "Nemotron-Cascade-14B-Thinking", "Nemotron-Cascade-8B-Thinking", "Olmo-3-32B-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", "SmolLM3-3B" ], "n_features": 80, "feature_names": [ "ce_loss:entropy", "ce_loss:freq", "ce_loss:gauss_nll", "ce_loss:inv_entropy", "ce_loss:inv_freq", "ce_loss:prob", "ce_loss:surprise", "ce_loss:uniform", "entropy:entropy", "entropy:freq", "entropy:gauss_nll", "entropy:inv_entropy", "entropy:inv_freq", "entropy:prob", "entropy:surprise", "entropy:uniform", "margin:entropy", "margin:freq", "margin:gauss_nll", "margin:inv_entropy", "margin:inv_freq", "margin:prob", "margin:surprise", "margin:uniform", "rank:entropy", "rank:freq", "rank:gauss_nll", "rank:inv_entropy", "rank:inv_freq", "rank:prob", "rank:surprise", "rank:uniform", "reciprocal_rank:entropy", "reciprocal_rank:freq", "reciprocal_rank:gauss_nll", "reciprocal_rank:inv_entropy", "reciprocal_rank:inv_freq", "reciprocal_rank:prob", "reciprocal_rank:surprise", "reciprocal_rank:uniform", "top_1_correct:entropy", "top_1_correct:freq", "top_1_correct:gauss_nll", "top_1_correct:inv_entropy", "top_1_correct:inv_freq", "top_1_correct:prob", "top_1_correct:surprise", "top_1_correct:uniform", "top_2_correct:entropy", "top_2_correct:freq", "top_2_correct:gauss_nll", "top_2_correct:inv_entropy", "top_2_correct:inv_freq", "top_2_correct:prob", "top_2_correct:surprise", "top_2_correct:uniform", "top_3_correct:entropy", "top_3_correct:freq", "top_3_correct:gauss_nll", "top_3_correct:inv_entropy", "top_3_correct:inv_freq", "top_3_correct:prob", "top_3_correct:surprise", "top_3_correct:uniform", "top_5_correct:entropy", "top_5_correct:freq", "top_5_correct:gauss_nll", "top_5_correct:inv_entropy", "top_5_correct:inv_freq", "top_5_correct:prob", "top_5_correct:surprise", "top_5_correct:uniform", "wrong_confidence:entropy", "wrong_confidence:freq", "wrong_confidence:gauss_nll", "wrong_confidence:inv_entropy", "wrong_confidence:inv_freq", "wrong_confidence:prob", "wrong_confidence:surprise", "wrong_confidence:uniform" ], "n_grid": 200, "n_models_total": 18, "n_seeds": 20, "perc_values": [ 30, 60 ], "cv_held_out_values": [ 1, 2 ], "test_sweep": true, "fixed_K_sparsity": 3 }, "sweep": { "perc_values": [ 30, 60 ], "cv_held_out_values": [ 1, 2 ], "mean_matrix": [ [ 0.5692181794356673, 0.7940197837097698 ], [ 0.5374758049520205, 0.7778085514578417 ] ], "std_matrix": [ [ 0.14717507046954031, 0.05780114852777915 ], [ 0.12855247218432336, 0.057140255699960826 ] ] } }