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Jiahui Hou

2 accepted papers

2025

Lost in Overlap: Exploring Logit-based Watermark Collision in LLMs

NAACL 2025findings

The proliferation of large language models (LLMs) in generating content raises concerns about text copyright. Watermarking methods, particularly logit-based approaches, embed imperceptible identifiers into text to address these challenges. However, the widespread usage of watermarking across diverse…

Cited by 0SourcePDFScholar
2025

Multi-perspective Preference Alignment of LLMs for Programming-Community Question Answering

COLING 2025main

Programming-Community Question Answering (PCQA) aims to tackle issues through generating functional code and guiding descriptions. It involves multiple candidates, with different users having varying preferences for them. Additionally, one may contain outdated APIs. These undoubtedly present a chall…