Papers by Subramanian Chidambaram
Socratic Human Feedback (SoHF): Expert Steering Strategies for LLM Code Generation (2024.findings-emnlp)
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| Challenge: | Large Language Models (LLMs) are increasingly used for generating code solutions, but struggle with complex programming problems without human guidance. |
| Approach: | They use the “Socratic Feedback” paradigm to map observed feedback strategies to five stages of Socratic Questioning to identify failures in LLMs. |
| Outcome: | The proposed models solved 74% of the problems that the models initially failed to solve on their own. |