Model,Validation Score llama_avg (Baseline),38.4 my_t5_avg,37.1 flan_t5_weights,37.7 shira_ft5_algo0,40.8 shira_ft5xl_algo0,40.8 shira_mtl7b_0_2_algo0,42.0 shira_llama3_8b_it_algo0,44.9 shira_qw2_7b_it_algo0,44.1 cdutr_AqQ3,41.1 cdutr_pi5c,37.2 readapt_median,48.4 lore_route,45.8 basic_merge_00,44.7 shira_algo_k00,29.5 wcf_lar,52.2 mistral_avg_exp_04,42.2 llama_merge2,42.7 mistral_avg_exp_06,41.2 SLM,26.0 mistral_avg_exp_05,41.4 mistral_avg_exp_07,41.3 llama_base_fc,44.2 llama_base_qa,44.2 llama_avg,18.8 knovel_test,38.4 flan_t5_avg,38 abc,38.1 deepseek_exp,36.5 yi15_exp,40.7 llama_optimized,38.0 Fbaseline,38.0 kobeni,46.7 flan_t5_avg_lora,37.6 BVD_Mega,54.5 llama_avg,38.5 yi15_exp,39.9 mistral_exp,35,12.8 gemma_exp,31.7,0 deepseek_exp,33.0,0.0 mistral_avg_exp_08,43.1,67.7 mistral_grid_exp_01,40.7,67.6 llama_avg,38.5,65.2 mistral_ties_exp_05,40.1,66.0 custom_flan_t5_2,, blend_optimizer_00,40.7,68.2 kobeni,46.7,67.2 knovel_moe,39.2,63.9 blend_optimizer_01,, ties_llama2,32.0,61.0 blend_optimizer_02,, llama_single,44.9,67.7 GemmaInstruct,38.7,65.2 dga_avg,38.0,64.6 llama_sel_lin_avg,, llama_sel_lin_avg_2,, huge_avg,38.2,28.2 ArcLab_algorithm1,, gemma_ties_exp_01,41.9,67.1 gemma_ties_exp_02,, flan_t5_avg,38.0,28.1 llama_local,39.6,67.5 F_or_t,37.9,28.1 ArcLab_algorithm2,, mistral_mc_ties_exp_01,40.4,66.4 llama3_meta_mc_ties_exp_01,43.8,69.0 F_or_t,38.0,28.2 python llm_merging/main.py -m hj_qa,, python llm_merging/main.py -m hj_fc,, llama3_meta_mc_ties_exp_02,43.6,69.1 llama_avg,38.5,65.3 llama_avg8_21,38.5,65.2