Zero-Shot Position Debiasing for Large Language Models

no code implementations • 2 Jan 2024 • Zhongkun Liu, Zheng Chen, Mengqi Zhang, Zhaochun Ren, Pengjie Ren, Zhumin Chen

Existing debiasing methods for LLMs require external bias knowledge or annotated non-biased samples, which is lacking for position debiasing and impractical in reality.

Position

From LSAT: The Progress and Challenges of Complex Reasoning

1 code implementation • 2 Aug 2021 • Siyuan Wang, Zhongkun Liu, Wanjun Zhong, Ming Zhou, Zhongyu Wei, Zhumin Chen, Nan Duan

Complex reasoning aims to draw a correct inference based on complex rules.

Few-Shot Learning Logical Reasoning +1

Learning to Ask Conversational Questions by Optimizing Levenshtein Distance

1 code implementation • ACL 2021 • Zhongkun Liu, Pengjie Ren, Zhumin Chen, Zhaochun Ren, Maarten de Rijke, Ming Zhou

Conversational Question Simplification (CQS) aims to simplify self-contained questions into conversational ones by incorporating some conversational characteristics, e. g., anaphora and ellipsis.

Wizard of Search Engine: Access to Information Through Conversations with Search Engines

1 code implementation • 18 May 2021 • Pengjie Ren, Zhongkun Liu, Xiaomeng Song, Hongtao Tian, Zhumin Chen, Zhaochun Ren, Maarten de Rijke

(2) We release a benchmark dataset, called wizard of search engine (WISE), which allows for comprehensive and in-depth research on all aspects of CIS.

Intent Detection Keyphrase Extraction +1