Models,Average,FinQA,DM-Simplong,XBRL-Math,DM-Complong,Type GPT-4o,61.01,72.49,60,72.22,39.33,Instruction-tuned GPT-o1,54.045,49.07,56,74.44,36.67,Reasoning-enhanced GPT-o3-mini,57.885,60.87,59,76.67,35,Reasoning-enhanced DeepSeek-V3,61.3,73.2,53,76.67,42.33,Instruction-tuned DeepSeek-R1,60.8675,65.13,53,86.67,38.67,Reasoning-enhanced GPT-4.5,60.4275,68.94,59,74.44,39.33,Instruction-tuned DeepSeek-R1-Distill-Llama-70B,59.2675,66.73,53,86.67,30.67,Reasoning-enhanced Llama-3-70B-Instruct,42.565,58.92,41,56.67,13.67,Instruction-tuned Llama-3.1-70B-Instruct,52.21,63.18,48,63.33,34.33,Instruction-tuned Llama-3.3-70B-Instruct,56.0375,68.15,54,70,32,Instruction-tuned DeepSeek-R1-Distill-Qwen-32B,57.3975,65.48,55,84.44,24.67,Reasoning-enhanced DeepSeek-R1-Distill-Qwen-14B,53.1775,63.27,44,84.44,21,Reasoning-enhanced DeepSeek-R1-Distill-Llama-8B,43.935,45.96,33,81.11,15.67,Reasoning-enhanced Llama-3-8B-Instruct,31.465,41.97,29,48.89,6,Instruction-tuned Llama-3.1-8B-Instruct,41.1625,54.13,34,62.22,14.3,Instruction-tuned Qwen2.5-7B-Instruct,39.065,55.37,41,42.22,17.67,Instruction-tuned Qwen2.5-14B-Instruct,52.7225,67.44,59,57.78,26.67,Instruction-tuned Qwen2.5-32B-Instruct,56.1675,73.11,56,65.56,30,Instruction-tuned Qwen2.5-72B-Instruct,53.7075,73.38,59,67.78,14.67,Instruction-tuned Qwen2.5-Math-72B-Instruct,50.0175,69.74,42,83.33,5,Reasoning-enhanced LIMO,46.22,63.44,45,61.11,15.33,Reasoning-enhanced S1,57.0625,66.81,53,84.44,24,Reasoning-enhanced QwQ-32B,52.915,61.22,46,84.44,20,Reasoning-enhanced FInR1-7B,34.8525,58.74,37,30,13.67,Reasoning-enhanced Fino1-8B,50.7725,60.87,40,82.22,20,Reasoning-enhanced Fino1-14B,60.2525,70.01,60,86.67,24.33,Reasoning-enhanced