NLP Applications & Reasoning
Advancing language understanding through in-context learning and graph-based representations across diverse application domains.
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Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text
This work introduces semantic captioning for SQL queries, addressing the reverse operation of semantic parsing by translating SQL code into natural language explanations. Using …
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Fighting Fire with Fire: The Dual Role of LLMs in Crafting and Detecting Elusive Disinformation
This research project is a collaboration with Penn State and MIT Lincoln Lab. Our study demonstrates the dual capacity of LLMs for offensive misuse and defense detection against …
