I’m a third year PhD student with Prof. Nigel Collier in Language Technology Lab, University of Cambridge. My research focus is in NLP and LLM, especially in LLM-as-judge (LLM evaluator), Controlled Text Generation, Generation with Discourse structure, Task-oriented Dialog, Data Synthesis for aligning LLM.
Aligning with Logic: Measuring, Evaluating and Improving Logical Consistency in Large Language Models
Yinhong Liu, Zhijiang Guo, Tianya Liang, Ehsan Shareghi, Ivan Vuli´c and Nigel Collier.
Under review.
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators
Yinhong Liu*, Han Zhou*, Zhijiang Guo, Ehsan Shareghi, Ivan Vuli´c, Anna Korhonen and Nigel Collier. [code]
COLM, 2024.
Prompt Compression for Large Language Models: A Survey
Zongqian Li*, Yinhong Liu*, Yixuan Su and Nigel Collier.
Under review.
TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles [Apple website] [Poster]
Yinhong Liu, Yimai Fang, David Vandyke and Nigel Collier. [code]
ACL, findings, 2024.
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments
Han Zhou, Xingchen Wan, Yinhong Liu, Nigel Collier, Ivan Vulić, Anna Korhonen [code]
EMNLP, main, 2024.
MR-BEN: A Comprehensive Meta-Reasoning Benchmark for Large Language Models
Zhongshen Zeng, Yinhong Liu, Yingjia Wan, Jingyao Li, et al. [code]
NIPS, 2024.
Unlocking Structure Measuring: Introducing PDD, an Automatic Metric for Positional Discourse Coherence
Yinhong Liu, Yixuan Su, Ehsan Shareghi and Nigel Collier. [code]
NAACL, main conference, 2024.
Instruct-SCTG: Guiding Sequential Controlled Text Generation through Instructions
Yinhong Liu, Yixuan Su, Ehsan Shareghi and Nigel Collier. [code]
Plug-and-play Recipe Generation with Content Planning
Yinhong Liu, Yixuan Su, Ehsan Shareghi and Nigel Collier. [code]
EMNLP, Generation, Evaluation & Metrics (GEM) Workshop, 2022.
Learning Functional Distributional Semantics with Visual Data[slides]
Yinhong Liu and Guy Emerson. [code]
ACL, main conference. 2022.
Multi-channel audio statistical restoration
Yinhong Liu and Simon Godsill.
IEEE International Conference on Signal Processing, Communications and Computing (IEEE-ICSPCC), 2020.