From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
Epistemic Stance Flexibility Probing: Measuring Prompt-Conditioned Register Shift in Large Language Models
Binwen Liu, Yilin Ren
The paper introduces ESFP, a benchmark that tests whether large language models can shift between neutral attribution and personal stance when prompted differently, and evaluates t…
cs.MA2025
Vaiage: A Multi-Agent Solution to Personalized Travel Planning
Binwen Liu, Jiexi Ge, Jiamin Wang
Planning trips is a cognitively intensive task involving conflicting user preferences, dynamic external information, and multi-step temporal-spatial optimization. Traditional platf…
cs.LG2025
Probing In-Context Learning: Impact of Task Complexity and Model Architecture on Generalization and Efficiency
Binwen Liu, Peiyu Xu, Quan Yuan +1
We investigate in-context learning (ICL) through a meticulous experimental framework that systematically varies task complexity and model architecture. Extending beyond the linear…