Liang Chen (陈亮)

I am a third-year PhD student at the Institute of Computational Linguistics, Peking University advised by Baobao Chang.

Currently, I am interested in developing Multimodal Foundation Models, Agents and Web3-for-AI. Feel free to contact (leo.liang.chen at outlook.com).

Email  /  Google Scholar  /  Github

profile photo
Education
PKU Logo
Peking University
School of Computer Science
2022.09 ~ 2027.06 (expected): PhD student
JLU Logo
Jilin University
School of Software, Honours degree
2018.09 ~ 2022.06: Software Engineering, Pilot Class
Experience

I have been fortunately interning and collaborating with:

MSRA Logo
Microsoft Research Asia
Natural Language Computing Group
Collaborating with Shuming Ma, Dongdong Zhang
Tencent Logo
Tencent
NLP Research Group
Collaborating with Tianyu Liu
Alibaba Logo
Alibaba
Qwen Group
Collaborating with Junyang Lin, Shuai Bai, Tianyu Liu, Sinan Tan
Moonshot AI Logo
Moonshot AI
Multimodal Group
Collaborating with Yuxin Wu and Xinyu Zhou
News

[2025.01.24] Two Papers are accepted to ICLR 2025 and NAACL 2025!

[2024.09.27] I got the National Scholarship for Graduate Students!

[2024.07.01] One Paper is accepted to ECCV 2024!

[2024.04.15] Two Papers are accepted to ACL 2024!

[2024.04.29] Got my national registered ski coach licence!

[2024.03.01] One paper is accepted by ICLR 2024!

Publication

(*indicates equal contribution)

Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think
Liang Chen, Shuai Bai, Wenhao Chai, Weichu Xie, Haozhe Zhao, Leon Vinci, Junyang Lin, Baobao Chang
arXiv 2025
[code]

RLVR in Vision Language Models: Findings, Questions and Directions
Liang Chen, Lei Li, Haozhe Zhao, Yifan Song, Leon Vinci, Zihao Yue, Lingpeng Kong, Qi Liu, Baobao Chang
Notion Blog 2025
[code] 3k Stars!

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey
Liang Chen, Zekun Wang, Shuhuai Ren, Lei Li, Haozhe Zhao, Yunshui Li, ...
Survey 2025
[code]

A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation
Liang Chen, Sinan Tan, Zefan Cai, Weichu Xie, Haozhe Zhao, Yichi Zhang, Junyang Lin, Jinze Bai, Tianyu Liu, Baobao Chang
ICLR 2025
[code]

MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation
Jinsheng Huang*, Liang Chen*, Taian Guo, Fu Zeng, Yusheng Zhao, Bohan Wu, Ye Yuan, Haozhe Zhao, Zhihui Guo, Yichi Zhang, Jingyang Yuan, Wei Ju, Luchen Liu, Tianyu Liu, Baobao Chang, Ming Zhang
NAACL 2025
[Homepage] [Dataset]

An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
Liang Chen, Haozhe Zhao, Tianyu Liu, Shuai Bai, Junyang Lin, Chang Zhou, Baobao Chang
ECCV 2024 (Oral, 2%)
[Code]

PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain
Liang Chen, Yichi Zhang, Shuhuai Ren, Haozhe Zhao, Zefan Cai, Yuchi Wang, Peiyi Wang, Xiangdi Meng, Tianyu Liu, Baobao Chang
ACL-2024-Findings
[Code] [Leaderboard]

Large language models are not fair evaluators
Peiyi Wang, Lei Li, Liang Chen, Dawei Zhu, Binghuai Lin, Yunbo Cao, Qi Liu, Tianyu Liu, Zhifang Sui
ACL 2024
[Code]

MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning
Haozhe Zhao, Zefan Cai, Shuzheng Si, Xiaojian Ma, Kaikai An, Liang Chen, Zixuan Liu, Sheng Wang, Wenjuan Han, Baobao Chang
ICLR 2024
[Code]

Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond
Liang Chen, Yichi Zhang, Shuhuai Ren, Haozhe Zhao, Zefan Cai, Yuchi Wang, Tianyu Liu, Baobao Chang
Foundation Model for Decision Making Workshop @NeurIPS2023
[Code]

Guiding AMR Parsing with Reverse Graph Linearization
Bofei Gao*, Liang Chen*, Peiyi Wang, Zhifang Sui, Baobao Chang
EMNLP-2023-Findings
[Code]

On the Pareto Front of Multilingual Neural Machine Translation
Liang Chen*, Shuming Ma*, Dongdong Zhang, Furu Wei, Baobao Chang
NeurIPS 2023
[Code]

On the Off-Target Problem of Zero-Shot Multilingual Neural Machine Translation
Liang Chen, Shuming Ma, Dongdong Zhang, Baobao Chang, Furu Wei
ACL-2023-Findings
[Code]

基于概念预测和关系预测的AMR解析与对齐方法
陈亮,高博飞,张亦驰,常宝宝
《中文信息学报》
[Code]

A Two-Stage Method for Chinese AMR Parsing
Liang Chen, Bofei Gao, Baobao Chang
CCL-2022 Workshop
[Code] [Slides-ZH]

ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs
Liang Chen*, Peiyi Wang*, Runxin Xu, Tianyu Liu, Zhifang Sui, Baobao Chang
NAACL-2022-Findings
[Code] [Slides-ZH]

Focus on the Target's Vocabulary: Masked Label Smoothing for Machine Translation
Liang Chen, Runxin Xu, Baobao Chang
ACL 2022
[Code] [Slides-ZH] [Slides-EN]

Hierarchical Curriculum Learning for AMR Parsing
Peiyi Wang*, Liang Chen*, Tianyu Liu, Baobao Chang, Zhifang Sui
ACL 2022
[Code]

DialogSum: A Real-Life Scenario Dialogue Summarization Dataset
Yulong Chen, Yang Liu, Liang Chen, Yue Zhang
ACL-2021-Findings
[Code] [Homepage]

Crossed-Time Delay Neural Network for Speaker Recognition
Liang Chen, Yanchun Liang, Xiaohu Shi, You Zhou, Chunguo Wu
MMM 2021
[Code]

Academic Service

Reviewer: NeurIPS 2024, ICLR 2025, ACL Rolling Review 2022,2023,2024,2025

Honors & Awards
  • National Scholarship, 2024
  • Huawei Scholarship, 2023
  • Win the 2nd Place in Chinese-AMR-Parsing-2022 Evaluation at CCL, 2022
  • Honours Degrees in Software Engineering & Outstanding Student Award, Jilin University, 2022
  • CCF Elite Collegiate Award, 2021
Miscellaneous

Also on my way to become a ski coach.