Method,Cos_Sim,RL_Norm,BC_Norm
advantage_clip,0.8195,0.8252,0.6126
attention_only,0.4993,0.2882,0.0904
baseline_rl,0.9321,0.868,0.8158
bc_wins,0.7604,0.2355,0.3171
entropy_bonus,0.741,0.3427,0.3924
ewc,0.9935,5.0613,4.9267
ffn_only,0.6853,0.1963,0.1657
frozen_backbone,0.2784,0.3686,0.9229
gradient_surgery,0.7407,1.3426,1.0795
head_only,0.5266,0.1879,1.0567
kl_penalty,0.8052,0.8709,0.6221
layer_ablation_top1,0.5339,0.5759,0.2301
layer_ablation_top2,0.1336,0.6666,0.3561
layer_ablation_top3,0.6386,0.4526,0.2582
llrd,0.8937,0.5853,0.6906
lora,0.2934,0.1279,0.1811
low_t,0.4839,0.4073,0.7146
mixed_replay,0.6833,0.5154,0.7881
normalized_adv,0.9992,1858.948,18784.2461
t_curriculum,0.932,1.0221,1.173
trust_region_kl,0.8224,1.4461,0.6367