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  • šŸ‘‹ Hi, Iā€™m Peiyang Song, an Honors CS undergrad in College of Creative Studies (CCS), UC Santa Barbara. I am also a SURF fellow in Anima AI + Science Lab at Caltech.
  • šŸ‘€ My research interest is in Machine Learning (ML), from its applications in Natural Language Processing (NLP) and Computer Vision (CV), to its foundations in Systems and Programming Languages (PL).
  • šŸŒ± My recent research is mainly in two directions: 1) neuro-symbolic reasoning and AI4Math combining Large Language Models (LLMs) with Interactive Theorem Provers (ITPs); 2) energy-efficient machine learning with temporal logic and other novel designs.
  • šŸ“« I'm always open to collaborations. Please feel free to email me at [email protected].

Peiyang Song's Projects

aesop icon aesop

White-box automation for Lean 4

llmstep icon llmstep

llmstep: [L]LM proofstep suggestions in Lean 4.

mips_emulator icon mips_emulator

This project, titled "MIPS emulator," is conducted by Peiyang Song* and Ziv Weissman* (names sorted by alphabet instead of evaluation of contribution), both undergrads of CCS Computing, for their CMPTGCS 1B class in W23. For more detailed information, please find the Readme.md file in this repo. Thanks!

nlp-progress icon nlp-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

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