3 papers
cs.LG2026
Is Code Better Than Language for Algorithmic Reasoning
Terry Tong, Yu Feng, Surbhi Goel +1
For tool-augmented language models, comparing natural-language reasoning with code-execution pipelines is difficult because the comparison changes both the intermediate representat…
cs.LG2025
Unraveling Indirect In-Context Learning Using Influence Functions
Hadi Askari, Shivanshu Gupta, Terry Tong +3
In this work, we introduce a novel paradigm for generalized In-Context Learning (ICL), termed Indirect In-Context Learning. In Indirect ICL, we explore demonstration selection stra…
cs.CL2025
BadJudge: Backdoor Vulnerabilities of LLM-as-a-Judge
Terry Tong, Fei Wang, Zhe Zhao +1
This paper proposes a novel backdoor threat attacking the LLM-as-a-Judge evaluation regime, where the adversary controls both the candidate and evaluator model. The backdoored eval…