2512 words, along with related works section

IEEE-conference-template-062824.bbl

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+\begin{thebibliography}{10}
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@@ -7,8 +7,7 @@
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@@ -22,35 +21,49 @@
 \BIBdecl
 
 \bibitem{hendrycks2021measuringmathematicalproblemsolving}
-\BIBentryALTinterwordspacing
-D.~Hendrycks, C.~Burns, S.~Kadavath, A.~Arora, S.~Basart, E.~Tang, D.~Song, and
-  J.~Steinhardt, ``Measuring mathematical problem solving with the math
-  dataset,'' 2021. [Online]. Available: \url{https://arxiv.org/abs/2103.03874}
-\BIBentrySTDinterwordspacing
+
 
 \bibitem{ahn2024largelanguagemodelsmathematical}
 \BIBentryALTinterwordspacing
-J.~Ahn, R.~Verma, R.~Lou, D.~Liu, R.~Zhang, and W.~Yin, ``Large language models
-  for mathematical reasoning: Progresses and challenges,'' 2024. [Online].
-  Available: \url{https://arxiv.org/abs/2402.00157}
+J.~Ahn, R.~Verma, R.~Lou, D.~Liu, R.~Zhang, and W.~Yin, ``Large language models for mathematical reasoning: Progresses and challenges,'' 2024. [Online]. Available: \url{https://arxiv.org/abs/2402.00157}
 \BIBentrySTDinterwordspacing
 
 \bibitem{cobbe2021trainingverifierssolvemath}
 \BIBentryALTinterwordspacing
-K.~Cobbe, V.~Kosaraju, M.~Bavarian, M.~Chen, H.~Jun, L.~Kaiser, M.~Plappert,
-  J.~Tworek, J.~Hilton, R.~Nakano, C.~Hesse, and J.~Schulman, ``Training
-  verifiers to solve math word problems,'' 2021. [Online]. Available:
-  \url{https://arxiv.org/abs/2110.14168}
+K.~Cobbe, V.~Kosaraju, M.~Bavarian, M.~Chen, H.~Jun, L.~Kaiser, M.~Plappert, J.~Tworek, J.~Hilton, R.~Nakano, C.~Hesse, and J.~Schulman, ``Training verifiers to solve math word problems,'' 2021. [Online]. Available: \url{https://arxiv.org/abs/2110.14168}
 \BIBentrySTDinterwordspacing
 
 \bibitem{hoffmann2022trainingcomputeoptimallargelanguage}
 \BIBentryALTinterwordspacing
-J.~Hoffmann, S.~Borgeaud, A.~Mensch, E.~Buchatskaya, T.~Cai, E.~Rutherford,
-  D.~de~Las~Casas, L.~A. Hendricks, J.~Welbl, A.~Clark, T.~Hennigan, E.~Noland,
-  K.~Millican, G.~van~den Driessche, B.~Damoc, A.~Guy, S.~Osindero,
-  K.~Simonyan, E.~Elsen, J.~W. Rae, O.~Vinyals, and L.~Sifre, ``Training
-  compute-optimal large language models,'' 2022. [Online]. Available:
-  \url{https://arxiv.org/abs/2203.15556}
+J.~Hoffmann, S.~Borgeaud, A.~Mensch, E.~Buchatskaya, T.~Cai, E.~Rutherford, D.~de~Las~Casas, L.~A. Hendricks, J.~Welbl, A.~Clark, T.~Hennigan, E.~Noland, K.~Millican, G.~van~den Driessche, B.~Damoc, A.~Guy, S.~Osindero, K.~Simonyan, E.~Elsen, J.~W. Rae, O.~Vinyals, and L.~Sifre, ``Training compute-optimal large language models,'' 2022. [Online]. Available: \url{https://arxiv.org/abs/2203.15556}
+\BIBentrySTDinterwordspacing
+
+\bibitem{hendrycksmath2021}
+D.~Hendrycks, C.~Burns, S.~Kadavath, A.~Arora, S.~Basart, E.~Tang, D.~Song, and J.~Steinhardt, ``Measuring mathematical problem solving with the math dataset,'' \emph{NeurIPS}, 2021.
+
+\bibitem{besiroglu2024chinchillascalingreplicationattempt}
+\BIBentryALTinterwordspacing
+T.~Besiroglu, E.~Erdil, M.~Barnett, and J.~You, ``Chinchilla scaling: A replication attempt,'' 2024. [Online]. Available: \url{https://arxiv.org/abs/2404.10102}
+\BIBentrySTDinterwordspacing
+
+\bibitem{besold2017neuralsymboliclearningreasoningsurvey}
+\BIBentryALTinterwordspacing
+T.~R. Besold, A.~d'Avila Garcez, S.~Bader, H.~Bowman, P.~Domingos, P.~Hitzler, K.-U. Kuehnberger, L.~C. Lamb, D.~Lowd, P.~M.~V. Lima, L.~de~Penning, G.~Pinkas, H.~Poon, and G.~Zaverucha, ``Neural-symbolic learning and reasoning: A survey and interpretation,'' 2017. [Online]. Available: \url{https://arxiv.org/abs/1711.03902}
+\BIBentrySTDinterwordspacing
+
+\bibitem{gao2023palprogramaidedlanguagemodels}
+\BIBentryALTinterwordspacing
+L.~Gao, A.~Madaan, S.~Zhou, U.~Alon, P.~Liu, Y.~Yang, J.~Callan, and G.~Neubig, ``Pal: Program-aided language models,'' 2023. [Online]. Available: \url{https://arxiv.org/abs/2211.10435}
+\BIBentrySTDinterwordspacing
+
+\bibitem{xu2024chatglmmathimprovingmathproblemsolving}
+\BIBentryALTinterwordspacing
+Y.~Xu, X.~Liu, X.~Liu, Z.~Hou, Y.~Li, X.~Zhang, Z.~Wang, A.~Zeng, Z.~Du, W.~Zhao, J.~Tang, and Y.~Dong, ``Chatglm-math: Improving math problem-solving in large language models with a self-critique pipeline,'' 2024. [Online]. Available: \url{https://arxiv.org/abs/2404.02893}
+\BIBentrySTDinterwordspacing
+
+\bibitem{petruzzellis2024assessingemergentsymbolicreasoning}
+\BIBentryALTinterwordspacing
+F.~Petruzzellis, A.~Testolin, and A.~Sperduti, ``Assessing the emergent symbolic reasoning abilities of llama large language models,'' 2024. [Online]. Available: \url{https://arxiv.org/abs/2406.06588}
 \BIBentrySTDinterwordspacing
 
 \end{thebibliography}