Publications

MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks [paper] [website]
Jiacheng Chen, Tianhao Liang, Sherman Siu, Zhengqing Wang, Kai Wang, Yubo Wang, Yuansheng Ni, Wang Zhu, Ziyan Jiang, Bohan Lyu, Dongfu Jiang, Xuan He, Yuan Liu, Hexiang Hu, Xiang Yue, Wenhu Chen
In arXiv

VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks [paper] [website]
Ziyan Jiang, Rui Meng, Xinyi Yang, Semih Yavuz, Yingbo Zhou, Wenhu Chen
In arXiv

Semi-Supervised Reward Modeling via Iterative Self-Training [paper] [code]
Yifei He, Haoxiang Wang, Ziyan Jiang, Alexandros Papangelis, Han Zhao
In EMNLP Findings, 2024

VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation [paper] [website]
Xuan He, Dongfu Jiang, Ge Zhang, Max Ku, Achint Soni, Sherman Siu, Haonan Chen, Abhranil Chandra, Ziyan Jiang, Aaran Arulraj, Kai Wang, Quy Duc Do, Yuansheng Ni, Bohan Lyu, Yaswanth Narsupalli, Rongqi Fan, Zhiheng Lyu, Yuchen Lin, Wenhu Chen
In EMNLP, 2024

LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs [paper] [website]
Ziyan Jiang, Xueguang Ma, Wenhu Chen
In arXiv

MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark [paper] [code]
Yubo Wang, Xueguang Ma, Ge Zhang, Yuansheng Ni, Abhranil Chandra, Shiguang Guo, Weiming Ren, Aaran Arulraj, Xuan He, Ziyan Jiang, Tianle Li, Max Ku, Kai Wang, Alex Zhuang, Rongqi Fan, Xiang Yue, Wenhu Chen
In NeurIPS D&B Track, 2024

Position-Aware Parameter Efficient Fine-Tuning Approach for Reducing Positional Bias in LLMs [paper]
Zheng Zhang, Fan Yang, Ziyan Jiang, Zheng Chen, Zhengyang Zhao, Chengyuan Ma, Liang Zhao, Yang Liu
In arXiv

RecMind: Large Language Model Powered Agent For Recommendation [paper]
Yancheng Wang, Ziyan Jiang*, Zheng Chen*, Fan Yang*, Yingxue Zhou*, Eunah Cho, Xing Fan, Xiaojiang Huang, Yanbin Lu, Yingzhen Yang
In NAACL Findings, 2024

Multi-Task Knowledge Enhancement for Zero-Shot and Multi-Domain Recommendation in an AI Assistant Application [paper]
Elan Markowitz, Ziyan Jiang, Fan Yang, Xing Fan, Zheng Chen, Greg Ver Steeg, Aram Galstyan
In arXiv

Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding [paper]
Zheng Chen*, Ziyan Jiang*, Fan Yang*, Eunah Cho, Xing Fan, Xiaojiang Huang, Yanbin Lu, Aram Galstyan
(* Equal Contribution)
In EMNLP Industry Track, 2023

PALR: Personalization Aware LLMs for Recommendation [paper]
Fan Yang*, Zheng Chen*, Ziyan Jiang*, Eunah Cho, Xiaojiang Huang, Yanbin Lu
(* Equal Contribution)
In GEN-IR@SIGIR, 2023

KG-ECO: Knowledge Graph Enhanced Entity Correction for Query Rewriting [paper]
Jinglun Cai, Mingda Li, Ziyan Jiang, Eunah Cho, Zheng Chen, Yang Liu, Xing Fan, Chenlei Guo
In ICASSP, 2023

PENTATRON: PErsonalized coNText-aware transformer for retrieval-based cOnversational uNderstanding [paper] [presentation]
Niranjan Uma Naresh*, Ziyan Jiang*, Ankit*, Sungjin Lee, Jie Hao, Xing Fan, Chenlei Guo
(* Equal Contribution)
In EMNLP Industry Track, 2022

# HowYouTagTweets: Learning User Hashtagging Preferences via Personalized Topic Attention [paper][presentation] [code]
Yuji Zhang, Yubo Zhang, Chunpu Xu, Jing Li, Ziyan Jiang, Baolin Peng
In EMNLP, 2021

Personalized Search-based Query Rewrite System for Conversational AI [paper] [presentation]
Eunah Cho, Ziyan Jiang, Jie Hao, Zheng Chen, Saurabh Gupta, Xing Fan, Chenlei Guo
In NLP4ConvAI@EMNLP, 2021

Black-box Attacks on Spoofing Countermeasures Using Transferability of Adversarial Examples [paper]
Yuekai Zhang, Ziyan Jiang, Jesus Villalba, Najim Dehak
In Interspeech, 2020

A Comparative Study on Transformer vs RNN in Speech Applications [paper]
Shigeki Karita, Nanxin Chen, Tomoki Hayashi, Takaaki Hori, Hirofumi Inaguma, Ziyan Jiang, Masao Someki, Nelson Enrique Yalta Soplin, Ryuichi Yamamoto, Xiaofei Wang, Shinji Watanabe, Takenori Yoshimura, Wangyou Zhang
In ASRU, 2019