Yile Wang

Ranked Voting based Self-Consistency of Large Language Models

2025 · arXiv (Cornell University)

Majority voting is considered an effective method to enhance chain-of-thought reasoning, as it selects the answer with the highest "self-consistency" among different reasoning paths (Wang et al., 2023). However, previous chain-of-thought reasoning methods typically generate …

LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning

2020

Machine reading is a fundamental task for testing the capability of natural language understand- ing, which is closely related to human cognition in many aspects. With the rising of deep learning techniques, algorithmic models rival …