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Tianyi Qiu

5 accepted papers

2025

Martingale Score: An Unsupervised Metric for Bayesian Rationality in LLM Reasoning

NeurIPS 2025poster

Recent advances in reasoning techniques have substantially improved the performance of large language models (LLMs), raising expectations for their ability to provide accurate, truthful, and reliable information. However, emerging evidence suggests that iterative reasoning may foster belief entrench…

Cited by 0SourceScholar
2024

Aligner: Efficient Alignment by Learning to Correct

NeurIPS 2024oral

With the rapid development of large language models (LLMs) and ever-evolving practical requirements, finding an efficient and effective alignment method has never been more critical. However, the tension between the complexity of current alignment methods and the need for rapid iteration in deployme…

Cited by 20SourcePDFScholar
2024

ProgressGym: Alignment with a Millennium of Moral Progress

NeurIPS 2024spotlight

Frontier AI systems, including large language models (LLMs), hold increasing influence over the epistemology of human users. Such influence can reinforce prevailing societal values, potentially contributing to the lock-in of misguided moral beliefs and, consequently, the perpetuation of problematic…