← Search

Sirui Liang

3 accepted papers

2026

Bias-Restrained Prefix Representation Finetuning for Mathematical Reasoning

AAAI 2026technical

Parameter-Efficient finetuning (PEFT) enhances model performance on downstream tasks by updating a minimal subset of parameters. Representation finetuning (ReFT) methods further improve efficiency by freezing model weights and optimizing internal representations with fewer parameters than PEFT, outp

Cited by 0SourcePDFScholar
2024

ZhuJiu-Knowledge: A Fairer Platform for Evaluating Multiple Knowledge Types in Large Language Models

NAACL 2024system demonstrations

The swift advancement in large language models (LLMs) has heightened the importance of model evaluations. LLMs have acquired a substantial amount of knowledge, and evaluating the knowledge of these LLMs is crucial. To address this, we introduce the ZhuJiu-Knowledge benchmark which carefully consider…

Cited by 1SourcePDFScholar