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cs.CL2025★ 1 cited
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions
Adam Ishay, Joohyung Lee
Large Language Models (LLMs) have made significant strides in various intelligent tasks but still struggle with complex action reasoning tasks that require systematic search. To ad…
cs.CL2023★ 2 cited
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text
Zhun Yang, Adam Ishay, Joohyung Lee
While large language models (LLMs), such as GPT-3, appear to be robust and general, their reasoning ability is not at a level to compete with the best models trained for specific n…