ExComm: Exploration-Stage Communication for Error-Resilient Agentic Test-Time Scaling
Woomin Song · Beomjun Kim · Daewon Choi · Sai Muralidhar Jayanthi · Saket Dingliwal · Jinwoo Shin · Aram Galstyan
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Woomin Song · Beomjun Kim · Daewon Choi · Sai Muralidhar Jayanthi · Saket Dingliwal · Jinwoo Shin · Aram Galstyan
Ziping Ye · Gourab Dey · Christos Christodoulopoulos · Charith Peris · Anil Ramakrishna · Weitong Ruan · Aram Galstyan · Kai-Wei Chang · Rahul Gupta · Ninareh Mehrabi
We introduce SWAN (Semantic Watermarking with Abstract Meaning Representation), a novel framework that embeds watermark signatures into the semantic structure of a sentence using Abstract Meaning Representation (AMR). In contrast to existing watermarking methods, which typically encode signatures...
Jiacheng Liang · Yao Ma · Tharindu Kumarage · Satyapriya Krishna · Rahul Gupta · Kai-Wei Chang · Aram Galstyan · Charith Peris
Reinforcement Learning from Human Feedback (RLHF) is central to aligning Large Language Models (LLMs), yet it introduces a critical vulnerability: an imperfect Reward Model (RM) can become a single point of failure when it fails to penalize unsafe behaviors. While existing red-teaming approaches...
Samuel Osebe · Fan Yang · Junyi Li · Yue Gu · Yongxin Wang · Satyapriya Krishna · Kai-Wei Chang · Aram Galstyan · Rahul Gupta · Weitong Ruan
Large Language Models (LLMs) are evolving rapidly on code generation tasks. While it is important to evaluate their code generation accuracy, ensuring they follow responsible practices is equally critical. Some of the previous works use tools such as CodeQL to match patterns against Common Weakne...