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pro vyhledávání: '"math problems"'
Geometry mathematics problems pose significant challenges for large language models (LLMs) because they involve visual elements and spatial reasoning. Current methods primarily rely on symbolic character awareness to address these problems. Consideri
Externí odkaz:
http://arxiv.org/abs/2412.10455
While state-of-the-art LLMs have shown poor logical and basic mathematical reasoning, recent works try to improve their problem-solving abilities using prompting techniques. We propose giving "hints" to improve the language model's performance on adv
Externí odkaz:
http://arxiv.org/abs/2410.05915
Autor:
Feng, Shengyu, Kong, Xiang, Ma, Shuang, Zhang, Aonan, Yin, Dong, Wang, Chong, Pang, Ruoming, Yang, Yiming
Augmenting the multi-step reasoning abilities of Large Language Models (LLMs) has been a persistent challenge. Recently, verification has shown promise in improving solution consistency by evaluating generated outputs. However, current verification a
Externí odkaz:
http://arxiv.org/abs/2410.01920
Large Language Models (LLMs) have demonstrated remarkable performance in solving math problems, a hallmark of human intelligence. Despite high success rates on current benchmarks; however, these often feature simple problems with only one or two unkn
Externí odkaz:
http://arxiv.org/abs/2407.05134
Language models have demonstrated remarkable performance in solving reasoning tasks; however, even the strongest models still occasionally make reasoning mistakes. Recently, there has been active research aimed at improving reasoning accuracy, partic
Externí odkaz:
http://arxiv.org/abs/2408.16293
Autor:
Shehper, Ali, Medina-Mardones, Anibal M., Lewandowski, Bartłomiej, Gruen, Angus, Kucharski, Piotr, Gukov, Sergei
Using a long-standing conjecture from combinatorial group theory, we explore, from multiple angles, the challenges of finding rare instances carrying disproportionately high rewards. Based on lessons learned in the mathematical context defined by the
Externí odkaz:
http://arxiv.org/abs/2408.15332