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Yupei Ren

4 accepted papers

2025

LSDC: An Efficient and Effective Large-Scale Data Compression Method for Supervised Fine-tuning of Large Language Models

NAACL 2025findings

With the scale of Large Language Models(LLMs) and the size of the training data continuing to expand, the computational costs required for training or tuning have significantly increased as well. In this work we propose an efficient and effective Large-Scale Data Compression (LSDC) method to substan…

Cited by 0SourcePDFScholar
2025

Towards Comprehensive Argument Analysis in Education: Dataset, Tasks, and Method

ACL 2025long

Argument mining has garnered increasing attention over the years, with the recent advancement of Large Language Models (LLMs) further propelling this trend. However, current argument relations remain relatively simplistic and foundational, struggling to capture the full scope of argument information…

2024

CEAMC: Corpus and Empirical Study of Argument Analysis in Education via LLMs

EMNLP 2024finding

This paper introduces the Chinese Essay Argument Mining Corpus (CEAMC), a manually annotated dataset designed for argument component classification on multiple levels of granularity. Existing argument component types in education remain simplistic and isolated, failing to encapsulate the complete ar…

2024

TOREE: Evaluating Topic Relevance of Student Essays for Chinese Primary and Middle School Education

ACL 2024findings

Topic relevance of an essay demands that the composition adheres to a clear theme and aligns well with the essay prompt requirements, a critical aspect of essay quality evaluation. However, existing research of Automatic Essay Scoring (AES) for Chinese essays has overlooked topic relevance and lacks…

Cited by 6SourcePDFScholar