Code Soliloquies for Accurate Calculations in Large Language Models

Author:

Sonkar Shashank1ORCID,Chen Xinghe2ORCID,Le Myco2ORCID,Liu Naiming1ORCID,Basu Mallick Debshila3ORCID,Baraniuk Richard1ORCID

Affiliation:

1. Electrical and Computer Engineering, Rice University, USA

2. Rice University, USA

3. OpenStax, Rice University, USA

Funder

Office of Naval Research

Vannevar Bush Faculty Fellowship

Air Force Office of Scientific Research

NSF (National Science Foundation)

Publisher

ACM

Reference32 articles.

1. Sébastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, 2023. Sparks of Artificial General Intelligence: Early experiments with GPT-4. arXiv preprint arXiv:2303.12712 (2023).

2. Wenhu Chen, Xueguang Ma, Xinyi Wang, and William W Cohen. 2022. Program of thoughts prompting: Disentangling computation from reasoning for numerical reasoning tasks. arXiv preprint arXiv:2211.12588 (2022).

3. Wei-Lin Chiang, Zhuohan Li, Zi Lin, Ying Sheng, Zhanghao Wu, Hao Zhang, Lianmin Zheng, Siyuan Zhuang, Yonghao Zhuang, Joseph E. Gonzalez, Ion Stoica, and Eric P. Xing. 2023. Vicuna: An Open-Source Chatbot Impressing GPT-4 with 90%* ChatGPT Quality. https://lmsys.org/blog/2023-03-30-vicuna/

4. Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, 2022. Palm: Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311 (2022).

5. Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, 2021. Training verifiers to solve math word problems. arXiv preprint arXiv:2110.14168 (2021).

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