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2025

Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language ModelsJianhui Pang, Fanghua Ye 0001, Derek Fai Wong, Dian Yu 0001, Shuming Shi 0001, Zhaopeng Tu, Longyue Wang. tacl, 13:73-95, 2025. [doi]

2024

Benchmarking LLMs via Uncertainty QuantificationFanghua Ye 0001, Mingming Yang, Jianhui Pang, Longyue Wang, Derek F. Wong, Emine Yilmaz, Shuming Shi 0001, Zhaopeng Tu. nips 2024: [doi]

DoG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Instruction WrappingYongrui Chen 0002, Haiyun Jiang, Xinting Huang, Shuming Shi 0001, Guilin Qi. naacl 2014: 4125-4135 [doi]

Improving Machine Translation with Human Feedback: An Exploration of Quality Estimation as a Reward ModelZhiwei He 0002, Xing Wang 0007, Wenxiang Jiao, Zhuosheng Zhang 0001, Rui Wang 0015, Shuming Shi 0001, Zhaopeng Tu. naacl 2014: 8164-8180 [doi]

Exploring Human-Like Translation Strategy with Large Language ModelsZhiwei He 0002, Tian Liang, Wenxiang Jiao, Zhuosheng Zhang 0001, Yujiu Yang, Rui Wang 0015, Zhaopeng Tu, Shuming Shi 0001, Xing Wang 0007. tacl, 12:229-246, 2024. [doi]

Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference LearningSen Yang 0005, Leyang Cui, Deng Cai 0002, Xinting Huang, Shuming Shi 0001, Wai Lam. emnlp 2024: 6549-6561 [doi]

Advancement in Graph Understanding: A Multimodal Benchmark and Fine-Tuning of Vision-Language ModelsQihang Ai, Jiafan Li, Jincheng Dai, Jianwu Zhou, Lemao Liu, Haiyun Jiang, Shuming Shi 0001. acl 2024: 7485-7501 [doi]

Retrieval is Accurate GenerationBowen Cao, Deng Cai 0002, Leyang Cui, Xuxin Cheng, Wei Bi, Yuexian Zou, Shuming Shi 0001. iclr 2024: [doi]

Selection-p: Self-Supervised Task-Agnostic Prompt Compression for Faithfulness and TransferabilityTsz Ting Chung, Leyang Cui, Lemao Liu, Xinting Huang, Shuming Shi 0001, Dit-Yan Yeung. emnlp 2024: 11057-11070 [doi]

SkillNet-X: A Multilingual Multitask Model with Sparsely Activated SkillsZhangyin Feng, Yong Dai, Fan Zhang 0092, Duyu Tang, Xiaocheng Feng, Shuangzhi Wu, Bing Qin 0001, Yunbo Cao, Shuming Shi 0001. icassp 2024: 11576-11580 [doi]

Pretraining without wordpieces: learning over a vocabulary of millions of wordsZhangyin Feng, Duyu Tang, Xiaocheng Feng, Cong Zhou, Junwei Liao, Shuangzhi Wu, Bing Qin 0001, Yunbo Cao, Shuming Shi 0001. mlc, 15(9):3989-3998, September 2024. [doi]

Disperse-Then-Merge: Pushing the Limits of Instruction Tuning via Alignment Tax ReductionTingchen Fu, Deng Cai 0002, Lemao Liu, Shuming Shi 0001, Rui Yan 0001. acl 2014: 2967-2985 [doi]

The Reasonableness Behind Unreasonable Translation Capability of Large Language ModelTingchen Fu, Lemao Liu, Deng Cai 0002, Guoping Huang, Shuming Shi 0001, Rui Yan 0001. iclr 2024: [doi]

StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem SolvingChang Gao, Haiyun Jiang, Deng Cai 0002, Shuming Shi 0001, Wai Lam. nips 2024: [doi]

TextBind: Multi-turn Interleaved Multimodal Instruction-following in the WildHuayang Li, Siheng Li, Deng Cai 0002, Longyue Wang, Lemao Liu, Taro Watanabe, Yujiu Yang, Shuming Shi 0001. acl 2014: 9053-9076 [doi]

Spotting AI's Touch: Identifying LLM-Paraphrased Spans in TextYafu Li, Zhilin Wang, Leyang Cui, Wei Bi, Shuming Shi 0001, Yue Zhang 0004. acl 2014: 7088-7107 [doi]

MAGE: Machine-generated Text Detection in the WildYafu Li, Qintong Li, Leyang Cui, Wei Bi, Zhilin Wang, Longyue Wang, Linyi Yang, Shuming Shi 0001, Yue Zhang 0004. acl 2024: 36-53 [doi]

Addressing Entity Translation Problem via Translation Difficulty and Context DiversityTian Liang, Xing Wang 0007, Mingming Yang, Yujiu Yang, Shuming Shi 0001, Zhaopeng Tu. acl 2014: 11628-11638 [doi]

Encouraging Divergent Thinking in Large Language Models through Multi-Agent DebateTian Liang, Zhiwei He 0002, Wenxiang Jiao, Xing Wang 0007, Yan Wang 0060, Rui Wang 0015, Yujiu Yang, Shuming Shi 0001, Zhaopeng Tu. emnlp 2024: 17889-17904 [doi]

On the Cultural Gap in Text-to-Image GenerationBingshuai Liu, Longyue Wang, Chenyang Lyu, Yong Zhang 0034, Jinsong Su, Shuming Shi 0001, Zhaopeng Tu. ecai 2024: 930-937 [doi]

Knowledge Fusion of Large Language ModelsFanqi Wan, Xinting Huang, Deng Cai 0002, Xiaojun Quan, Wei Bi, Shuming Shi 0001. iclr 2024: [doi]

Knowledge Verification to Nip Hallucination in the BudFanqi Wan, Xinting Huang, Leyang Cui, Xiaojun Quan, Wei Bi, Shuming Shi 0001. emnlp 2024: 2616-2633 [doi]

GPT4Video: A Unified Multimodal Large Language Model for lnstruction-Followed Understanding and Safety-Aware GenerationZhanyu Wang, Longyue Wang, Zhen Zhao 0001, Minghao Wu, Chenyang Lyu, Huayang Li, Deng Cai 0002, Luping Zhou, Shuming Shi 0001, Zhaopeng Tu. mm 2024: 3907-3916 [doi]

Benchmarking and Improving Long-Text Translation with Large Language ModelsLongyue Wang, Zefeng Du, Wenxiang Jiao, Chenyang Lyu, Jianhui Pang, Leyang Cui, Kaiqiang Song, Derek F. Wong, Shuming Shi 0001, Zhaopeng Tu. acl 2014: 7175-7187 [doi]

Reasons to Reject? Aligning Language Models with JudgmentsWeiwen Xu, Deng Cai 0002, Zhisong Zhang, Wai Lam, Shuming Shi 0001. acl 2014: 12288-12304 [doi]

A Frustratingly Simple Decoding Method for Neural Text GenerationHaoran Yang, Deng Cai 0002, Huayang Li, Wei Bi, Wai Lam, Shuming Shi 0001. COLING 2024: 536-557 [doi]

An Energy-based Model for Word-level AutoCompletion in Computer-aided TranslationCheng Yang, Guoping Huang, Mo Yu, Zhirui Zhang, Siheng Li, Mingming Yang, Shuming Shi 0001, Yujiu Yang, Lemao Liu. tacl, 12:137-156, 2024. [doi]

GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via CipherYouliang Yuan, Wenxiang Jiao, Wenxuan Wang 0001, Jen-tse Huang 0001, Pinjia He, Shuming Shi 0001, Zhaopeng Tu. iclr 2024: [doi]

2023

Effidit: An Assistant for Improving Writing EfficiencyShuming Shi 0001, Enbo Zhao, Wei Bi, Deng Cai 0003, Leyang Cui, Xinting Huang, Haiyun Jiang, Duyu Tang, Kaiqiang Song, Longyue Wang, Chenyan Huang, Guoping Huang, Yan Wang, Piji Li. acl 2023: 508-515 [doi]

Predicting Events in MOBA Games: Prediction, Attribution, and EvaluationZelong Yang 0002, Yan Wang 0060, Piji Li, Shaobin Lin, Shuming Shi 0001, Shao-Lun Huang, Wei Bi. tciaig, 15(2):193-201, June 2023. [doi]

RobustGEC: Robust Grammatical Error Correction Against Subtle Context PerturbationYue Zhang 0004, Leyang Cui, Enbo Zhao, Wei Bi, Shuming Shi 0001. emnlp 2023: 16780-16793 [doi]

Exploring the Use of Large Language Models for Reference-Free Text Quality Evaluation: An Empirical StudyYi Chen 0019, Rui Wang 0092, Haiyun Jiang, Shuming Shi 0001, Ruifeng Xu. ijcnlp 2023: 361-374 [doi]

Enhancing Grammatical Error Correction Systems with ExplanationsYuejiao Fei, Leyang Cui, Sen Yang, Wai Lam, Zhenzhong Lan, Shuming Shi 0001. acl 2023: 7489-7501 [doi]

Improved Visual Story Generation with Adaptive Context ModelingZhangyin Feng, Yuchen Ren, Xinmiao Yu, Xiaocheng Feng, Duyu Tang, Shuming Shi 0001, Bing Qin 0001. acl 2023: 4939-4955 [doi]

Rethinking Translation Memory Augmented Neural Machine TranslationHongkun Hao, Guoping Huang, Lemao Liu, Zhirui Zhang, Shuming Shi 0001, Rui Wang 0015. acl 2023: 2589-2605 [doi]

IMTLab: An Open-Source Platform for Building, Evaluating, and Diagnosing Interactive Machine Translation SystemsXu Huang, Zhirui Zhang, Ruize Gao, Yichao Du, Lemao Liu, Guoping Huang, Shuming Shi 0001, Jiajun Chen, Shujian Huang. emnlp 2023: 14903-14917 [doi]

ParroT: Translating during Chat using Large Language Models tuned with Human Translation and FeedbackWenxiang Jiao, Jen-tse Huang 0001, Wenxuan Wang, Zhiwei He 0002, Tian Liang, Xing Wang, Shuming Shi 0001, Zhaopeng Tu. emnlp 2023: 15009-15020 [doi]

Explicit Syntactic Guidance for Neural Text GenerationYafu Li, Leyang Cui, Jianhao Yan, Yongjing Yin, Wei Bi, Shuming Shi 0001, Yue Zhang 0004. acl 2023: 14095-14112 [doi]

MarkBERT: Marking Word Boundaries Improves Chinese BERTLinyang Li, Yong Dai, Duyu Tang, Xipeng Qiu, Zelin Xu, Shuming Shi 0001. nlpcc 2023: 325-336 [doi]

Skillnet-NLG: General-Purpose Natural Language Generation with a Sparsely Activated ApproachJunwei Liao, Duyu Tang, Fan Zhang, Shuming Shi 0001. icassp 2023: 1-5 [doi]

A Simple Yet Effective Approach to Structured Knowledge DistillationWenye Lin, Yangming Li, Lemao Liu, Shuming Shi 0001, Hai-Tao Zheng 0002. icassp 2023: 1-5 [doi]

Zero-Shot Rumor Detection with Propagation Structure via Prompt LearningHongzhan Lin, Pengyao Yi, Jing Ma 0004, Haiyun Jiang, Ziyang Luo, Shuming Shi 0001, Ruifang Liu. AAAI 2023: 5213-5221 [doi]

Findings of the Word-Level AutoCompletion Shared Task in WMT 2023Lemao Liu, Francisco Casacuberta, George Foster, Guoping Huang, Philipp Koehn, Geza Kovacs, Shuming Shi 0001, Taro Watanabe, Chengqing Zong. wmt 2023: 654-662 [doi]

Sen2Pro: A Probabilistic Perspective to Sentence Embedding from Pre-trained Language ModelLingfeng Shen, Haiyun Jiang, Lemao Liu, Shuming Shi 0001. rep4nlp 2023: 315-333 [doi]

Unsupervised Keyphrase Extraction by Learning Neural Keyphrase Set FunctionMingYang Song, Haiyun Jiang, Lemao Liu, Shuming Shi 0001, Liping Jing. acl 2023: 2482-2494 [doi]

Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active ExplorationFanqi Wan, Xinting Huang, Tao Yang, Xiaojun Quan, Wei Bi, Shuming Shi 0001. emnlp 2023: 9435-9454 [doi]

A Survey on Zero Pronoun TranslationLongyue Wang, Siyou Liu, Mingzhou Xu, Linfeng Song, Shuming Shi 0001, Zhaopeng Tu. acl 2023: 3325-3339 [doi]

Document-Level Machine Translation with Large Language ModelsLongyue Wang, Chenyang Lyu, Tianbo Ji, Zhirui Zhang, Dian Yu, Shuming Shi 0001, Zhaopeng Tu. emnlp 2023: 16646-16661 [doi]

A benchmark dataset and evaluation methodology for Chinese zero pronoun translationMingzhou Xu, Longyue Wang, Siyou Liu, Derek F. Wong, Shuming Shi 0001, Zhaopeng Tu. lre, 57(3):1263-1293, September 2023. [doi]

Making Better Use of Training Corpus: Retrieval-based Aspect Sentiment Triplet Extraction via Label InterpolationGuoxin Yu, Lemao Liu, Haiyun Jiang, Shuming Shi 0001, Xiang Ao 0001. acl 2023: 4914-4927 [doi]

Retrieval-Augmented Few-shot Text ClassificationGuoxin Yu, Lemao Liu, Haiyun Jiang, Shuming Shi 0001, Xiang Ao 0001. emnlp 2023: 6721-6735 [doi]

SORTIE: Dependency-Aware Symbolic Reasoning for Logical Data-to-text GenerationXueliang Zhao, Tingchen Fu, Lemao Liu, Lingpeng Kong, Shuming Shi 0001, Rui Yan 0001. acl 2023: 11247-11266 [doi]

2022

Recent Advances in Retrieval-Augmented Text GenerationDeng Cai 0002, Yan Wang, Lemao Liu, Shuming Shi 0001. sigir 2022: 3417-3419 [doi]

Tencent AI Lab - Shanghai Jiao Tong University Low-Resource Translation System for the WMT22 Translation TaskZhiwei He 0002, Xing Wang 0007, Zhaopeng Tu, Shuming Shi 0001, Rui Wang 0015. wmt 2022: 260-267 [doi]

Interpretable Real-Time Win Prediction for Honor of Kings - A Popular Mobile MOBA EsportZelong Yang 0002, Zhu Feng Pan, Yan Wang 0060, Deng Cai 0002, Shuming Shi 0001, Shao-Lun Huang, Wei Bi, Xiaojiang Liu. tciaig, 14(4):589-597, 2022. [doi]

Redistributing Low-Frequency Words: Making the Most of Monolingual Data in Non-Autoregressive TranslationLiang Ding 0006, Longyue Wang, Shuming Shi 0001, Dacheng Tao, Zhaopeng Tu. acl 2022: 2417-2426 [doi]

Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity TypingYi Chen 0019, Jiayang Cheng, Haiyun Jiang, Lemao Liu, Haisong Zhang, Shuming Shi 0001, Ruifeng Xu. acl 2022: 2076-2087 [doi]

MCPG: A Flexible Multi-Level Controllable Framework for Unsupervised Paraphrase GenerationYi Chen 0019, Haiyun Jiang, Lemao Liu, Rui Wang, Shuming Shi 0001, Ruifeng Xu. emnlp 2022: 5948-5958 [doi]

A Model-agnostic Data Manipulation Method for Persona-based Dialogue GenerationYu Cao, Wei Bi, Meng Fang, Shuming Shi 0001, Dacheng Tao. acl 2022: 7984-8002 [doi]

Findings of the Word-Level AutoCompletion Shared Task in WMT 2022Francisco Casacuberta, George Foster, Guoping Huang, Philipp Koehn, Geza Kovacs, Lemao Liu, Shuming Shi 0001, Taro Watanabe, Chengqing Zong. wmt 2022: 812-820 [doi]

Tencent's Multilingual Machine Translation System for WMT22 Large-Scale African LanguagesWenxiang Jiao, Zhaopeng Tu, Jiarui Li, Wenxuan Wang, Jen-Tse Huang, Shuming Shi 0001. wmt 2022: 1049-1056 [doi]

Rethinking Negative Sampling for Handling Missing Entity AnnotationsYangming Li, Lemao Liu, Shuming Shi 0001. acl 2022: 7188-7197 [doi]

On the Evaluation Metrics for Paraphrase GenerationLingfeng Shen, Lemao Liu, Haiyun Jiang, Shuming Shi 0001. emnlp 2022: 3178-3190 [doi]

Investigating Data Variance in Evaluations of Automatic Machine Translation MetricsJiannan Xiang, Huayang Li, Yahui Liu, Lemao Liu, Guoping Huang, Defu Lian, Shuming Shi 0001. acl 2022: 150-157 [doi]

BiTIIMT: A Bilingual Text-infilling Method for Interactive Machine TranslationYanling Xiao, Lemao Liu, Guoping Huang, Qu Cui, Shujian Huang, Shuming Shi 0001, Jiajun Chen. acl 2022: 1958-1969 [doi]

GuoFeng: A Benchmark for Zero Pronoun Recovery and TranslationMingzhou Xu, Longyue Wang, Derek F. Wong, Hongye Liu, Linfeng Song, Lidia S. Chao, Shuming Shi 0001, Zhaopeng Tu. emnlp 2022: 11266-11278 [doi]

On Synthetic Data for Back TranslationJiahao Xu, Yubin Ruan, Wei Bi, Guoping Huang, Shuming Shi 0001, Lihui Chen 0001, Lemao Liu. naacl 2022: 419-430 [doi]

Towards Efficient Dialogue Pre-training with Transferable and Interpretable Latent StructureXueliang Zhao, Lemao Liu, Tingchen Fu, Shuming Shi 0001, Dongyan Zhao 0001, Rui Yan 0001. emnlp 2022: 10051-10063 [doi]

2021

On the Copying Behaviors of Pre-Training for Neural Machine TranslationXuebo Liu 0002, Longyue Wang, Derek F. Wong, Liang Ding, Lidia S. Chao, Shuming Shi 0001, Zhaopeng Tu. acl 2021: 4265-4275 [doi]

On the Complementarity between Pre-Training and Back-Translation for Neural Machine TranslationXuebo Liu 0002, Longyue Wang, Derek F. Wong, Liang Ding, Lidia S. Chao, Shuming Shi 0001, Zhaopeng Tu. emnlp 2021: 2900-2907 [doi]

An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity TypingYi Chen 0019, Haiyun Jiang, Lemao Liu, Shuming Shi 0001, Chuang Fan, Min Yang, Ruifeng Xu. emnlp 2021: 2668-2678 [doi]

FrontmatterHeike Adel, Shuming Shi 0001. emnlp 2020: [doi]

Enhancing the Open-Domain Dialogue Evaluation in Latent SpaceZhangming Chan, Lemao Liu, Juntao Li, Haisong Zhang, Dongyan Zhao 0001, Shuming Shi 0001, Rui Yan 0001. acl 2021: 4889-4900 [doi]

REAM$\sharp$: An Enhancement Approach to Reference-based Evaluation Metrics for Open-domain Dialog GenerationJun Gao, Wei Bi, Ruifeng Xu, Shuming Shi 0001. acl 2021: 2487-2500 [doi]

Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine TranslationWenxiang Jiao, Xing Wang 0007, Zhaopeng Tu, Shuming Shi 0001, Michael R. Lyu, Irwin King. acl 2021: 2840-2850 [doi]

Empirical Analysis of Unlabeled Entity Problem in Named Entity RecognitionYangming Li, Lemao Liu, Shuming Shi 0001. iclr 2021: [doi]

Segmenting Natural Language Sentences via Lexical Unit AnalysisYangming Li, Lemao Liu, Shuming Shi 0001. emnlp 2021: 181-187 [doi]

Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error CorrectionPiji Li, Shuming Shi 0001. acl 2021: 4973-4984 [doi]

GWLAN: General Word-Level AutocompletioN for Computer-Aided TranslationHuayang Li, Lemao Liu, Guoping Huang, Shuming Shi 0001. acl 2021: 4792-4802 [doi]

Attending From Foresight: A Novel Attention Mechanism for Neural Machine TranslationXintong Li, Lemao Liu, Zhaopeng Tu, Guanlin Li, Shuming Shi 0001, Max Q.-H. Meng. taslp, 29:2606-2616, 2021. [doi]

Detecting Source Contextual Barriers for Understanding Neural Machine TranslationGuanlin Li, Lemao Liu, Conghui Zhu, Rui Wang 0015, Tiejun Zhao, Shuming Shi 0001. taslp, 29:3158-3169, 2021. [doi]

Fine-grained Entity Typing without Knowledge BaseJing Qian, Yibin Liu, Lemao Liu, Yangming Li, Haiyun Jiang, Haisong Zhang, Shuming Shi 0001. emnlp 2021: 5309-5319 [doi]

Dialogue Response Selection with Hierarchical Curriculum LearningYixuan Su, Deng Cai 0002, Qingyu Zhou, Zibo Lin, Simon Baker, Yunbo Cao, Shuming Shi 0001, Nigel Collier, Yan Wang 0060. acl 2021: 1740-1751 [doi]

Tencent Translation System for the WMT21 News Translation TaskLongyue Wang, Mu Li, Fangxu Liu, Shuming Shi 0001, Zhaopeng Tu, Xing Wang 0007, Shuangzhi Wu, Jiali Zeng, Wen Zhang. wmt 2021: 216-224 [doi]

On the Language Coverage Bias for Neural Machine TranslationShuo Wang, Zhaopeng Tu, Zhixing Tan, Shuming Shi 0001, Maosong Sun, Yang Liu 0005. acl 2021: 4778-4790 [doi]

Context-aware Self-Attention Networks for Natural Language ProcessingBaosong Yang, Longyue Wang, Derek F. Wong, Shuming Shi 0001, Zhaopeng Tu. ijon, 458:157-169, 2021. [doi]

2020

Tencent AI Lab Machine Translation Systems for the WMT20 Biomedical Translation TaskXing Wang 0007, Zhaopeng Tu, Longyue Wang, Shuming Shi 0001. wmt 2020: 881-886 [doi]

On the Branching Bias of Syntax Extracted from Pre-trained Language ModelsHuayang Li, Lemao Liu, Guoping Huang, Shuming Shi 0001. emnlp 2020: 4473-4478 [doi]

The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response SelectionZibo Lin, Deng Cai, Yan Wang 0060, Xiaojiang Liu, Haitao Zheng, Shuming Shi 0001. emnlp 2020: 9220-9229 [doi]

Tencent AI Lab Machine Translation Systems for WMT20 Chat Translation TaskLongyue Wang, Zhaopeng Tu, Xing Wang 0007, Li Ding, Liang Ding, Shuming Shi 0001. wmt 2020: 483-491 [doi]

Tencent Neural Machine Translation Systems for the WMT20 News Translation TaskShuangzhi Wu, Xing Wang 0007, Longyue Wang, Fangxu Liu, Jun Xie, Zhaopeng Tu, Shuming Shi 0001, Mu Li 0001. wmt 2020: 313-319 [doi]

On the Sub-Layer Functionalities of Transformer DecoderYilin Yang, Longyue Wang, Shuming Shi 0001, Prasad Tadepalli, Stefan Lee, Zhaopeng Tu. emnlp 2020: 4799-4811 [doi]

When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional ModelsChanglong Yu, Jialong Han, PeiFeng Wang, Yangqiu Song, Hongming Zhang, Wilfred Ng, Shuming Shi 0001. emnlp 2020: 6208-6217 [doi]

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