2 papers
cs.LG2025
Spectral Journey: How Transformers Predict the Shortest Path
Andrew Cohen, Andrey Gromov, Kaiyu Yang +1
Decoder-only transformers lead to a step-change in capability of large language models. However, opinions are mixed as to whether they are really planning or reasoning. A path to m…
cs.CL2024
Learning Personalized Alignment for Evaluating Open-ended Text Generation
Danqing Wang, Kevin Yang, Hanlin Zhu +4
Recent research has increasingly focused on evaluating large language models' (LLMs) alignment with diverse human values and preferences, particularly for open-ended tasks like sto…