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Jiayun Zhang

2 accepted papers

2024

Learn from Failure: Fine-tuning LLMs with Trial-and-Error Data for Intuitionistic Propositional Logic Proving

ACL 2024long

Recent advances in Automated Theorem Proving have shown the effectiveness of leveraging a (large) language model that generates tactics (i.e. proof steps) to search through proof states. The current model, while trained solely on successful proof paths, faces a discrepancy at the inference stage, as…

2023

Minimally Supervised Contextual Inference from Human Mobility: An Iterative Collaborative Distillation Framework

IJCAI 2023poster

The context about trips and users from mobility data is valuable for mobile service providers to understand their customers and improve their services. Existing inference methods require a large number of labels for training, which is hard to meet in practice. In this paper, we study a more practica…