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From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
Self-improving reasoners taking advantage of long-context capabilities (ICLR 2025)
Xingchen Wan, Han Zhou, Ruoxi Sun, Sercan Ö. Arık
From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators.
Yinhong Liu, Han Zhou, Zhijiang Guo, Ehsan Shareghi, Ivan Vulić, Anna Korhonen, Nigel Collier
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering
Mitigating prompt biases and unifying existing calibration approaches without labeled data.
Han Zhou, Xingchen Wan, Lev Proleev, Diana Mincu, Jilin Chen, Katherine Heller, Subhrajit Roy
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering
Can Large Language Models Achieve Calibration with In-Context Learning?
Can Large Language Models Achieve Calibration with In-Context Learning?
Chengzu Li, Han Zhou, Goran Glavaš, Anna Korhonen, Ivan Vulić
Survival of the Most Influential Prompts: Efficient Black-Box Prompt Search via Clustering and Pruning
Efficient prompt optimization via influential search space pruning.
Han Zhou, Xingchen Wan, Ivan Vulić, Anna Korhonen
Survival of the Most Influential Prompts: Efficient Black-Box Prompt Search via Clustering and Pruning
A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems
A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems
Songbo Hu, Han Zhou, Zhangdie Yuan, Milan Gritta, Guchun Zhang, Ignacio Iacobacci, Anna Korhonen, Ivan Vulić
GreenPLM: Cross-Lingual Transfer of Monolingual Large Language Models at Almost No Cost
GreenPLM: Cross-Lingual Transfer of Monolingual Large Language Models at Almost No Cost
Qingcheng Zeng, Lucas Garay, Peilin Zhou, Dading Chong, Yining Hua, Jiageng Wu, Yikang Pan, Han Zhou, Rob Voigt, Jie Yang
XQA-DST: Multi-Domain and Multi-Lingual Dialogue State Tracking
Multi-domain and Multi-lingual Dialogue State Tracking.
Han Zhou, Ignacio Iacobacci, Pasquale Minervini
XQA-DST: Multi-Domain and Multi-Lingual Dialogue State Tracking