2512 words, along with related works section

references.bib

@@ -42,7 +42,15 @@ DOI = {10.3390/app14020744}
       url={https://arxiv.org/abs/2203.15556}, 
 }
 @misc{hendrycks2021measuringmathematicalproblemsolving,
-      title={Measuring Mathematical Problem Solving With the MATH Dataset}, 
+      
+
+  @article{hendrycksmath2021,
+  title={Measuring Mathematical Problem Solving With the MATH Dataset},
+  author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt},
+  journal={NeurIPS},
+  year={2021}
+}
+  title={Measuring Mathematical Problem Solving With the MATH Dataset}, 
       author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt},
       year={2021},
       eprint={2103.03874},
@@ -65,7 +73,7 @@ DOI = {10.3390/app14020744}
       year={2021},
       eprint={2110.14168},
       archivePrefix={arXiv},
-      primaryClass={cs.LG},
+primaryClass={cs.LG},
       url={https://arxiv.org/abs/2110.14168}, 
 }
 @misc{cuda_programming_guide_2025,
@@ -85,3 +93,76 @@ DOI = {10.3390/app14020744}
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2412.19437}, 
 }
+
+
+
+
+
+
+
+
+
+  
+  @article{hendrycksmath2021,
+  title={Measuring Mathematical Problem Solving With the MATH Dataset},
+  author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt},
+  journal={NeurIPS},
+  year={2021}
+}
+
+  @misc{besiroglu2024chinchillascalingreplicationattempt,
+      title={Chinchilla Scaling: A replication attempt}, 
+      author={Tamay Besiroglu and Ege Erdil and Matthew Barnett and Josh You},
+      year={2024},
+      eprint={2404.10102},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2404.10102}, 
+}
+
+  @misc{ahn2024largelanguagemodelsmathematical,
+      title={Large Language Models for Mathematical Reasoning: Progresses and Challenges}, 
+      author={Janice Ahn and Rishu Verma and Renze Lou and Di Liu and Rui Zhang and Wenpeng Yin},
+      year={2024},
+      eprint={2402.00157},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2402.00157}, 
+}
+  @misc{besold2017neuralsymboliclearningreasoningsurvey,
+      title={Neural-Symbolic Learning and Reasoning: A Survey and Interpretation}, 
+      author={Tarek R. Besold and Artur d'Avila Garcez and Sebastian Bader and Howard Bowman and Pedro Domingos and Pascal Hitzler and Kai-Uwe Kuehnberger and Luis C. Lamb and Daniel Lowd and Priscila Machado Vieira Lima and Leo de Penning and Gadi Pinkas and Hoifung Poon and Gerson Zaverucha},
+      year={2017},
+      eprint={1711.03902},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/1711.03902}, 
+}
+  @misc{petruzzellis2024assessingemergentsymbolicreasoning,
+      title={Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models}, 
+      author={Flavio Petruzzellis and Alberto Testolin and Alessandro Sperduti},
+      year={2024},
+      eprint={2406.06588},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2406.06588}, 
+}
+  @misc{xu2024chatglmmathimprovingmathproblemsolving,
+      title={ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline}, 
+      author={Yifan Xu and Xiao Liu and Xinghan Liu and Zhenyu Hou and Yueyan Li and Xiaohan Zhang and Zihan Wang and Aohan Zeng and Zhengxiao Du and Wenyi Zhao and Jie Tang and Yuxiao Dong},
+      year={2024},
+      eprint={2404.02893},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2404.02893}, 
+}
+  @misc{gao2023palprogramaidedlanguagemodels,
+      title={PAL: Program-aided Language Models}, 
+      author={Luyu Gao and Aman Madaan and Shuyan Zhou and Uri Alon and Pengfei Liu and Yiming Yang and Jamie Callan and Graham Neubig},
+      year={2023},
+      eprint={2211.10435},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2211.10435}, 
+}
+