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Qiaochu Chen

2 accepted papers

2023

SatLM: Satisfiability-Aided Language Models Using Declarative Prompting

NeurIPS 2023poster

Prior work has combined chain-of-thought prompting in large language models (LLMs) with programmatic representations to perform effective and transparent reasoning. While such an approach works well for tasks that only require forward reasoning (e.g., straightforward arithmetic), it is less effectiv…

2021

Optimal Neural Program Synthesis from Multimodal Specifications

EMNLP 2021finding

Multimodal program synthesis, which leverages different types of user input to synthesize a desired program, is an attractive way to scale program synthesis to challenging settings; however, it requires integrating noisy signals from the user, like natural language, with hard constraints on the prog…