A Conditional Variational Framework for Dialog Generation. - Xiaoyu Shen 001; Hui Su; Yanran Li; Wenjie Li 002; Shuzi Niu; Yang Zhao; Akiko Aizawa; Guoping Long (ACL (2), 2017)

Wake-Sleep Variational Autoencoders for Language Modeling. - Xiaoyu Shen 001; Hui Su; Shuzi Niu; Dietrich Klakow (ICONIP (1), 2017)

DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset. - Yanran Li; Hui Su; Xiaoyu Shen 001; Wenjie Li 002; Ziqiang Cao; Shuzi Niu (IJCNLP(1), 2017)

Estimation of Gap Between Current Language Models and Human Performance. - Xiaoyu Shen 001; Youssef Oualil; Clayton Greenberg; Mittul Singh; Dietrich Klakow (INTERSPEECH, 2017)

Gated Neural Network for Sentence Compression Using Linguistic Knowledge. - Yang Zhao; Hajime Senuma; Xiaoyu Shen 001; Akiko Aizawa (NLDB, 2017)

Towards Better Variational Encoder-Decoders in Seq2Seq Tasks. - Xiaoyu Shen 001; Hui Su (AAAI, 2018)

Improving Variational Encoder-Decoders in Dialogue Generation. - Xiaoyu Shen 001; Hui Su; Shuzi Niu; Vera Demberg (AAAI, 2018)

Dialogue Generation With GAN. - Hui Su; Xiaoyu Shen 001; Pengwei Hu 001; Wenjie Li 002; Yun Chen (AAAI, 2018)

Nexus Network: Connecting the Preceding and the Following in Dialogue Generation. - Xiaoyu Shen 001; Hui Su; Wenjie Li 002; Dietrich Klakow (EMNLP, 2018)

A comprehensive study: Sentence compression with linguistic knowledge-enhanced gated neural network. - Yang Zhao; Xiaoyu Shen 001; Hajime Senuma; Akiko Aizawa (Data Knowl. Eng., 2018)

Simulating the Large-Scale Erosion of Genomic Privacy Over Time. - Michael Backes 001; Pascal Berrang; Mathias Humbert; Xiaoyu Shen 001; Verena Wolf (IEEE ACM Trans. Comput. Biol. Bioinform., 2018)

Improving Multi-turn Dialogue Modelling with Utterance ReWriter. - Hui Su; Xiaoyu Shen 001; Rongzhi Zhang; Fei Sun 001; Pengwei Hu 001; Cheng Niu; Jie Zhou 016 (ACL (1), 2019)

Unsupervised Rewriter for Multi-Sentence Compression. - Yang Zhao; Xiaoyu Shen 001; Wei Bi; Akiko Aizawa (ACL (1), 2019)

Select and Attend: Towards Controllable Content Selection in Text Generation. - Xiaoyu Shen 001; Jun Suzuki 001; Kentaro Inui; Hui Su; Dietrich Klakow; Satoshi Sekine (EMNLP/IJCNLP (1), 2019)

Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator. - Xiaoyu Shen 001; Yang Zhao; Hui Su; Dietrich Klakow (EMNLP/IJCNLP (1), 2019)

Neural Data-to-Text Generation via Jointly Learning the Segmentation and Correspondence. - Xiaoyu Shen 001; Ernie Chang; Hui Su; Cheng Niu; Dietrich Klakow (ACL, 2020)

Diversifying Dialogue Generation with Non-Conversational Text. - Hui Su; Xiaoyu Shen 001; Sanqiang Zhao; Xiao Zhou 004; Pengwei Hu 001; Randy Zhong; Cheng Niu; Jie Zhou 016 (ACL, 2020)

DART: A Lightweight Quality-Suggestive Data-to-Text Annotation Tool. - Ernie Chang; Jeriah Caplinger; Alex Marin; Xiaoyu Shen 001; Vera Demberg (COLING (Demonstrations), 2020)

MovieChats: Chat like Humans in a Closed Domain. - Hui Su; Xiaoyu Shen 001; Xiao Zhou 004; Zheng Zhang; Ernie Chang; Cheng Zhang; Cheng Niu; Jie Zhou 016 (EMNLP (1), 2020)

Unsupervised Pidgin Text Generation By Pivoting English Data and Self-Training. - Ernie Chang; David Ifeoluwa Adelani; Xiaoyu Shen 001; Vera Demberg (AfricaNLP, 2020)

Neural Data-to-Text Generation via Jointly Learning the Segmentation and Correspondence. - Xiaoyu Shen 001; Ernie Chang; Hui Su; Jie Zhou 016; Dietrich Klakow (CoRR, 2020)

Integrating Image Captioning with Rule-based Entity Masking. - Aditya Mogadala; Xiaoyu Shen 001; Dietrich Klakow (CoRR, 2020)

On Training Instance Selection for Few-Shot Neural Text Generation. - Ernie Chang; Xiaoyu Shen 001; Hui-Syuan Yeh; Vera Demberg (ACL/IJCNLP (2), 2021)

Question Rewriting for Open-Domain Conversational QA: Best Practices and Limitations. - Marco Del Tredici; Gianni Barlacchi; Xiaoyu Shen 001; Weiwei Cheng; Adrià de Gispert (CIKM, 2021)

Neural Data-to-Text Generation with LM-based Text Augmentation. - Ernie Chang; Xiaoyu Shen 001; Dawei Zhu; Vera Demberg; Hui Su (EACL, 2021)

Preventing Author Profiling through Zero-Shot Multilingual Back-Translation. - David Ifeoluwa Adelani; Miaoran Zhang; Xiaoyu Shen 001; Ali Davody; Thomas Kleinbauer; Dietrich Klakow (EMNLP (1), 2021)

The SelectGen Challenge: Finding the Best Training Samples for Few-Shot Neural Text Generation. - Ernie Chang; Xiaoyu Shen 001; Alex Marin; Vera Demberg (INLG, 2021)

AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization. - Ze Tang 002; Chuanyi Li; Jidong Ge; Xiaoyu Shen 001; Zheling Zhu; Bin Luo 003 (ASE, 2021)

Learning Fine-grained Fact-Article Correspondence in Legal Cases. - Jidong Ge; Yunyun Huang; Xiaoyu Shen 001; Chuanyi Li; Wei Hu 007; Bin Luo 003 (CoRR, 2021)

Dependency Learning for Legal Judgment Prediction with a Unified Text-to-Text Transformer. - Yunyun Huang; Xiaoyu Shen 001; Chuanyi Li; Jidong Ge; Bin Luo 003 (CoRR, 2021)

Knowledge-enhanced Session-based Recommendation with Temporal Transformer. - Rongzhi Zhang; Yulong Gu; Xiaoyu Shen 001; Hui Su (CoRR, 2021)

Learning Fine-Grained Fact-Article Correspondence in Legal Cases. - Jidong Ge; Yunyun Huang; Xiaoyu Shen 001; Chuanyi Li; Wei Hu 007 (IEEE ACM Trans. Audio Speech Lang. Process., 2021)

Deep latent-variable models for neural text generation. - Xiaoyu Shen 001 (2021)

From Rewriting to Remembering: Common Ground for Conversational QA Models. - Marco Del Tredici; Xiaoyu Shen 001; Gianni Barlacchi; Bill Byrne; Adrià de Gispert (ConvAI@ACL, 2022)

RoCBert: Robust Chinese Bert with Multimodal Contrastive Pretraining. - Hui Su; Weiwei Shi; Xiaoyu Shen 001; Xiao Zhou 004; Tuo Ji; Jiarui Fang; Jie Zhou 016 (ACL (1), 2022)

FocusQA: Open-Domain Question Answering with a Context in Focus. - Gianni Barlacchi; Ivano Lauriola; Alessandro Moschitti; Marco Del Tredici; Xiaoyu Shen 001; Thuy Vu; Bill Byrne; Adrià de Gispert (EMNLP (Findings), 2022)

AST-Trans: Code Summarization with Efficient Tree-Structured Attention. - Ze Tang 002; Xiaoyu Shen 001; Chuanyi Li; Jidong Ge; Liguo Huang; Zheling Zhu; Bin Luo 003 (ICSE, 2022)

A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation. - David Ifeoluwa Adelani; Jesujoba O. Alabi; Angela Fan; Julia Kreutzer; Xiaoyu Shen 001; Machel Reid; Dana Ruiter; Dietrich Klakow; Peter Nabende; Ernie Chang; Tajuddeen Gwadabe; Freshia Sackey; et al. (NAACL-HLT, 2022)

Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey. - Xiaoyu Shen 001; Svitlana Vakulenko; Marco Del Tredici; Gianni Barlacchi; Bill Byrne; Adrià de Gispert (CoRR, 2022)

MDIA: A Benchmark for Multilingual Dialogue Generation in 46 Languages. - Qingyu Zhang; Xiaoyu Shen 001; Ernie Chang; Jidong Ge; Pengke Chen (CoRR, 2022)

xPQA: Cross-Lingual Product Question Answering in 12 Languages. - Xiaoyu Shen 001; Akari Asai; Bill Byrne; Adrià de Gispert (ACL (industry), 2023)

Weaker Than You Think: A Critical Look at Weakly Supervised Learning. - Dawei Zhu; Xiaoyu Shen 001; Marius Mosbach; Andreas Stephan; Dietrich Klakow (ACL (1), 2023)

Neural Ranking with Weak Supervision for Open-Domain Question Answering : A Survey. - Xiaoyu Shen 001; Svitlana Vakulenko; Marco Del Tredici; Gianni Barlacchi; Bill Byrne; Adrià de Gispert (EACL (Findings), 2023)

Meta Self-Refinement for Robust Learning with Weak Supervision. - Dawei Zhu; Xiaoyu Shen 001; Michael A. Hedderich; Dietrich Klakow (EACL, 2023)

xPQA: Cross-Lingual Product Question Answering across 12 Languages. - Xiaoyu Shen 001; Akari Asai; Bill Byrne; Adrià de Gispert (CoRR, 2023)

Weaker Than You Think: A Critical Look atWeakly Supervised Learning. - Dawei Zhu; Xiaoyu Shen 001; Marius Mosbach; Andreas Stephan; Dietrich Klakow (CoRR, 2023)

LawBench: Benchmarking Legal Knowledge of Large Language Models. - Zhiwei Fei; Xiaoyu Shen 001; Dawei Zhu; Fengzhe Zhou; Zhuo Han; Songyang Zhang; Kai Chen 026; Zongwen Shen; Jidong Ge (CoRR, 2023)

A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Software Engineering Tasks. - Wentao Zou; Qi Li; Jidong Ge; Chuanyi Li; Xiaoyu Shen 001; Liguo Huang; Bin Luo 003 (CoRR, 2023)

The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis. - Miaoran Zhang; Vagrant Gautam; Mingyang Wang 003; Jesujoba Alabi; Xiaoyu Shen 001; Dietrich Klakow; Marius Mosbach (ACL (Findings), 2024)

SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects. - David Ifeoluwa Adelani; Hannah Liu; Xiaoyu Shen 001; Nikita Vassilyev; Jesujoba O. Alabi; Yanke Mao; Haonan Gao; En-Shiun Annie Lee (EACL (1), 2024)

The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models. - Yanjun Chen 001; Dawei Zhu; Yirong Sun; Xinghao Chen 009; Wei Zhang 185; Xiaoyu Shen 001 (EMNLP, 2024)

LawBench: Benchmarking Legal Knowledge of Large Language Models. - Zhiwei Fei; Xiaoyu Shen 001; Dawei Zhu; Fengzhe Zhou; Zhuo Han; Alan Huang; Songyang Zhang; Kai Chen 026; Zhixin Yin; Zongwen Shen; Jidong Ge; Vincent Ng 001 (EMNLP, 2024)

To Preserve or To Compress: An In-Depth Study of Connector Selection in Multimodal Large Language Models. - Junyan Lin; Haoran Chen; Dawei Zhu; Xiaoyu Shen 001 (EMNLP, 2024)

Assessing "Implicit" Retrieval Robustness of Large Language Models. - Xiaoyu Shen 001; Rexhina Blloshmi; Dawei Zhu; Jiahuan Pei; Wei Zhang 185 (EMNLP, 2024)

Unveiling In-Context Learning: A Coordinate System to Understand Its Working Mechanism. - Anhao Zhao; Fanghua Ye 001; Jinlan Fu; Xiaoyu Shen 001 (EMNLP, 2024)

Fine-Tuning Large Language Models to Translate: Will a Touch of Noisy Data in Misaligned Languages Suffice? - Dawei Zhu; Pinzhen Chen; Miaoran Zhang; Barry Haddow; Xiaoyu Shen 001; Dietrich Klakow (EMNLP, 2024)

A Preference-driven Paradigm for Enhanced Translation with Large Language Models. - Dawei Zhu; Sony Trenous; Xiaoyu Shen 001; Dietrich Klakow; Bill Byrne; Eva Hasler (NAACL-HLT, 2024)

DDCNN: A Promising Tool for Simulation-to-reality UAV Fault Diagnosis. - Wei Zhang 185; Shanze Wang; Junjie Tong; Fang Liao; Yunfeng Zhang; Xiaoyu Shen 001 (CIS-RAM, 2024)

Unraveling the Mystery of Scaling Laws: Part I. - Hui Su; Zhi Tian; Xiaoyu Shen 001; Xunliang Cai (CoRR, 2024)

InternLM-Law: An Open Source Chinese Legal Large Language Model. - Zhiwei Fei; Songyang Zhang; Xiaoyu Shen 001; Dawei Zhu; Xiao Wang 042; Maosong Cao; Fengzhe Zhou; Yining Li; Wenwei Zhang; Dahua Lin; Kai Chen 026; Jidong Ge (CoRR, 2024)

From Calculation to Adjudication: Examining LLM judges on Mathematical Reasoning Tasks. - Andreas Stephan; Dawei Zhu; Matthias Aßenmacher; Xiaoyu Shen 001; Benjamin Roth 001 (CoRR, 2024)

Achieving Stable High-Speed Locomotion for Humanoid Robots with Deep Reinforcement Learning. - Xinming Zhang; Xianghui Wang; Lerong Zhang; Guodong Guo; Xiaoyu Shen 001; Wei Zhang 185 (CoRR, 2024)

Corrected Soft Actor Critic for Continuous Control. - Yanjun Chen 001; Xinming Zhang; Xianghui Wang; Zhiqiang Xu; Xiaoyu Shen 001; Wei Zhang 185 (CoRR, 2024)

Instruction-Tuned LLMs Succeed in Document-Level MT Without Fine-Tuning - But BLEU Turns a Blind Eye. - Yirong Sun; Dawei Zhu; Yanjun Chen 001; Erjia Xiao; Xinghao Chen 009; Xiaoyu Shen 001 (CoRR, 2024)

Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning. - Xinghao Chen 009; Zhijing Sun; Wenjin Guo; Miaoran Zhang; Yanjun Chen 001; Yirong Sun; Hui Su; Yijie Pan; Dietrich Klakow; Wenjie Li 002; Xiaoyu Shen 001 (ACL (Findings), 2025)

LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding. - Junlong Tong; Jinlan Fu; Zixuan Lin; Yingqi Fan; Anhao Zhao; Hui Su; Xiaoyu Shen 001 (ACL (Findings), 2025)

InternLM-Law: An Open-Sourced Chinese Legal Large Language Model. - Zhiwei Fei; Songyang Zhang; Xiaoyu Shen 001; Dawei Zhu; Xiao Wang 042; Jidong Ge; Vincent Ng 001 (COLING, 2025)

Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models. - Jianqun Zhou; Yuanlei Zheng; Wei Chen; Qianqian Zheng; Zeyuan Shang; Wei Zhang 185; Rui Meng; Xiaoyu Shen 001 (ICLR, 2025)

Fine-Grained and Multi-Dimensional Metrics for Document-Level Machine Translation. - Yirong Sun; Dawei Zhu; Yanjun Chen 001; Erjia Xiao; Xinghao Chen 009; Xiaoyu Shen 001 (NAACL (Student Research Workshop), 2025)

Large Language Models Empowered Personalized Web Agents. - Hongru Cai; Yongqi Li 001; Wenjie Wang 007; Fengbin Zhu; Xiaoyu Shen 001; Wenjie Li 002; Tat-Seng Chua (WWW, 2025)

Beyond Visibility Limits: A DRL-Based Navigation Strategy for Unexpected Obstacles. - Mingao Tan; Shanze Wang; Biao Huang 016; Zhibo Yang; Rongfei Chen; Xiaoyu Shen 001; Wei Zhang 185 (CoRR, 2025)

Enhancing Deep Reinforcement Learning-based Robot Navigation Generalization through Scenario Augmentation. - Shanze Wang; Mingao Tan; Zhibo Yang; Xianghui Wang; Xiaoyu Shen 001; Hailong Huang; Wei Zhang 185 (CoRR, 2025)

Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices. - Junyan Lin; Haoran Chen; Yue Fan; Yingqi Fan; Xin Jin; Hui Su; Jinlan Fu; Xiaoyu Shen 001 (CoRR, 2025)

Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning. - Yanjun Chen 001; Yirong Sun; Xinghao Chen 009; Jian Wang 054; Xiaoyu Shen 001; Wenjie Li 002; Wei Zhang 185 (CoRR, 2025)

MultiConIR: Towards multi-condition Information Retrieval. - Xuan Lu; Sifan Liu; Bochao Yin; Yongqi Li 001; Xinghao Chen 009; Hui Su; Yaohui Jin; Wenjun Zeng; Xiaoyu Shen 001 (CoRR, 2025)

MAER-Nav: Bidirectional Motion Learning Through Mirror-Augmented Experience Replay for Robot Navigation. - Shanze Wang; Mingao Tan; Zhibo Yang; Biao Huang 016; Xiaoyu Shen 001; Hailong Huang; Wei Zhang 185 (CoRR, 2025)

Rethinking Visual Layer Selection in Multimodal LLMs. - Haoran Chen; Junyan Lin; Xinhao Chen; Yue Fan; Xin Jin; Hui Su; Jianfeng Dong; Jinlan Fu; Xiaoyu Shen 001 (CoRR, 2025)

DRL-DCLP: A Deep Reinforcement Learning-Based Dimension-Configurable Local Planner for Robot Navigation. - Wei Zhang 185; Shanze Wang; Mingao Tan; Zhibo Yang; Xianghui Wang; Xiaoyu Shen 001 (IEEE Robotics Autom. Lett., 2025)

MA-ROESL: Motion-aware Rapid Reward Optimization for Efficient Robot Skill Learning from Single Videos. - Xianghui Wang; Xinming Zhang; Yanjun Chen 001; Xiaoyu Shen 001; Wei Zhang 185 (CoRR, 2025)

Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning. - Xinghao Chen 009; Anhao Zhao; Heming Xia; Xuan Lu; Hanlin Wang; Yanjun Chen 001; Wei Zhang 185; Jian Wang 054; Wenjie Li 002; Xiaoyu Shen 001 (CoRR, 2025)

SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling. - Anhao Zhao; Fanghua Ye 001; Yingqi Fan; Junlong Tong; Zhiwei Fei; Hui Su; Xiaoyu Shen 001 (CoRR, 2025)

Context Guided Transformer Entropy Modeling for Video Compression. - Junlong Tong; Wei Zhang 185; Yaohui Jin; Xiaoyu Shen 001 (CoRR, 2025)

LLaSO: A Foundational Framework for Reproducible Research in Large Language and Speech Model. - Yirong Sun; Yizhong Geng; Peidong Wei; Yanjun Chen 001; Jinghan Yang; Rongfei Chen; Wei Zhang 185; Xiaoyu Shen 001 (CoRR, 2025)

Experimental Evaluation of Parameter-Efficient Fine-Tuning for Software Engineering Tasks. - Wentao Zou; Zongwen Shen; Qi Li; Jidong Ge; Chuanyi Li; Xiang Chen 005; Xiaoyu Shen 001; Liguo Huang; Bin Luo 003 (ACM Trans. Softw. Eng. Methodol., 2025)