Papers by Jason Tsay
Generating OpenAPI Specifications from Online API Documentation with Large Language Models (2025.acl-industry)
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Koren Lazar, Matan Vetzler, Kiran Kate, Jason Tsay, David Boaz, Himanshu Gupta, Avraham Shinnar, Rohith D Vallam, David Amid, Esther Goldbraich, Jim Laredo, Ateret Anaby Tavor
| Challenge: | API specifications are often presented as unstructured HTML pages, requiring external users to manually convert it into a structured format. |
| Approach: | They propose a framework that transforms long API documentation pages into consistent, machine-readable API specifications. |
| Outcome: | The proposed framework generalizes well across hundreds of APIs and produces valid OpenAPI specifications that encapsulate most of the information from the original documentation. |
Towards LLMs Robustness to Changes in Prompt Format Styles (2025.naacl-srw)
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| Challenge: | Existing prompt engineering techniques for adapting pre-trained LLMs to specific tasks are zero-shot prompting and few-shot supervised fine-tuning. |
| Approach: | They propose a technique for addressing prompt brittleness by diversifying the styles used in the prompt few-shot examples by using computer vision techniques. |
| Outcome: | Empirical results show that the proposed technique reduces style-induced prompt brittleness while improving overall performance across prompt variations and different datasets. |