@inproceedings{like-2026-fire-learning-to-navigate-and-act-on-real-world-files-via-stateful-reinforcement-learning,
  title = {{FIRE: Learning to Navigate and Act on Real-World Files via Stateful Reinforcement Learning}},
  author = {Jingyuan Ma and Zheng Li and Rui Li and Siyao Song and Ying Zeng and Minghao Li and Zhifang Sui},
  year = {2026},
  url = {https://openreview.net/forum?id=lHVxzhqYai},
  booktitle = {ICML 2026}
}

@inproceedings{like-2026-from-mathematical-reasoning-to-code-generalization-of-process-reward-models-in-test-time-scaling,
  title = {{From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling}},
  author = {Zhengyu Chen and Yudong Wang and Teng Xiao and Ruochen Zhou and Xusheng Yang and Wei Wang and Zhifang Sui and Jingang Wang},
  year = {2026},
  url = {https://doi.org/10.1609/aaai.v40i36.40289},
  booktitle = {AAAI 2026},
  doi = {10.1609/aaai.v40i36.40289},
  pages = {30368-30376}
}

@inproceedings{like-2026-groundingme-exposing-the-visual-grounding-gap-in-mllms-through-multi-dimensional-evaluation,
  title = {{GroundingME: Exposing the Visual Grounding Gap in MLLMs through Multi-Dimensional Evaluation}},
  author = {Rang Li and Lei Li and Shuhuai Ren and Hao Tian and Shuhao Gu and Shicheng Li and Zihao Yue and Yudong Wang and Wenhan Ma and Zhe Yang and Jingyuan Ma and Zhifang Sui and Fuli Luo},
  year = {2026},
  url = {https://arxiv.org/abs/2512.17495},
  booktitle = {CVPR 2026}
}

@inproceedings{like-2026-hauntattack-when-attack-follows-reasoning-as-a-shadow,
  title = {{HAUNTATTACK: When Attack Follows Reasoning as a Shadow}},
  author = {Jingyuan Ma and Rui Li and Zheng Li and Junfeng Liu and Heming Xia and Lei Sha and Zhifang Sui},
  year = {2026},
  url = {https://aclanthology.org/2026.findings-acl.1002/},
  booktitle = {Findings of ACL 2026}
}

@inproceedings{like-2026-histlens-mapping-idea-change-across-concepts-and-corpora,
  title = {{HistLens: Mapping Idea Change across Concepts and Corpora}},
  author = {Yi Jing and Weiyun Qiu and Yihang Peng and Zhifang Sui},
  year = {2026},
  url = {https://aclanthology.org/2026.acl-long.652/},
  booktitle = {ACL 2026}
}

@inproceedings{like-2026-large-language-models-struggle-with-unreasonability-in-math-problems,
  title = {{Large Language Models Struggle with Unreasonability in Math Problems}},
  author = {Jingyuan Ma and Damai Dai and Zihang Yuan and Rui Li and Weilin Luo and Bin Wang and Qun Liu and Lei Sha and Zhifang Sui},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40518},
  booktitle = {AAAI 2026}
}

@inproceedings{like-2026-rico-refined-in-context-contribution-for-automatic-instruction-tuning-data-selection,
  title = {{RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection}},
  author = {Yixin Yang and Qingxiu Dong and Linli Yao and Fangwei Zhu and Weilin Luo and Bin Wang and Zhifang Sui},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40732},
  booktitle = {AAAI 2026}
}

@inproceedings{like-2026-selfbudgeter-adaptive-token-allocation-for-efficient-llm-reasoning,
  title = {{SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning}},
  author = {Zheng Li and Qingxiu Dong and Jingyuan Ma and Di Zhang and Kai Jia and Zhifang Sui},
  year = {2026},
  url = {https://aclanthology.org/2026.findings-acl.1063/},
  booktitle = {Findings of ACL 2026}
}

@inproceedings{like-2026-sensejudge-human-centric-preference-driven-judgment-framework,
  title = {{SenseJudge: Human-Centric Preference-Driven Judgment Framework}},
  author = {Rui Li and Junfeng Liu and Xiangwen Kong and Zhifang Sui},
  year = {2026},
  url = {https://aclanthology.org/2026.findings-acl.1084/},
  booktitle = {Findings of ACL 2026}
}

@inproceedings{like-2026-stabilizing-moe-reinforcement-learning-by-aligning-training-and-inference-routers,
  title = {{Stabilizing MoE Reinforcement Learning by Aligning Training and Inference Routers}},
  author = {Wenhan Ma and Hailin Zhang and Liang Zhao and Yifan Song and Yudong Wang and Fuli Luo and Zhifang Sui},
  year = {2026},
  url = {https://openreview.net/forum?id=ZMkfGplf4b},
  booktitle = {ICML 2026}
}

@inproceedings{like-2026-towards-stable-and-effective-reinforcement-learning-for-mixture-of-experts,
  title = {{Towards Stable and Effective Reinforcement Learning for Mixture-of-Experts}},
  author = {Di Zhang and Xun Wu and Shaohan Huang and Lingjie Jiang and Yaru Hao and Li Dong and Zewen Chi and Zhifang Sui and Furu Wei},
  year = {2026},
  url = {https://aclanthology.org/2026.acl-long.1165/},
  booktitle = {ACL 2026}
}

@inproceedings{like-2026-claw-eval-towards-trustworthy-evaluation-of-autonomous-agents,
  title = {{Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents}},
  author = {Bowen Ye and Rang Li and Qibin Yang and Yuanxin Liu and Linli Yao and Hanglong Lv and Zhihui Xie and Chenxin An and Lei Li and Lingpeng Kong and Qi Liu and Zhifang Sui and Tong Yang},
  year = {2026},
  url = {https://arxiv.org/abs/2604.06132},
  booktitle = {NeurIPS 2026 · Evaluations \& Datasets Track},
  note = {Accepted; proceedings forthcoming}
}

@inproceedings{like-2026-score-benchmarking-long-chain-reasoning-in-commonsense-scenarios,
  title = {{SCoRE: Benchmarking Long-Chain Reasoning in Commonsense Scenarios}},
  author = {Weidong Zhan and Yue Wang and Nan Hu and Liming Xiao and Jingyuan Ma and Yuhang Qin and Zheng Li and Yixin Yang and Sirui Deng and Jinkun Ding and Qingxiu Dong and Wenhan Ma and Rui Li and Weilin Luo and Qun Liu and Zhifang Sui},
  year = {2026},
  url = {https://openreview.net/forum?id=RrHlh5Awnq},
  booktitle = {AAAI 2026 Bridge · LMReasoning · Oral},
  note = {Accepted as an oral presentation in the AAAI 2026 Bridge LMReasoning program.}
}

@misc{like-2026-colt-reasoning-with-chain-of-latent-tool-calls,
  title = {{CoLT: Reasoning with Chain of Latent Tool Calls}},
  author = {Fangwei Zhu and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2602.04246},
  note = {arXiv 2602.04246}
}

@misc{like-2026-decoding-in-geometry-alleviating-embedding-space-crowding-for-complex-reasoning,
  title = {{Decoding in Geometry: Alleviating Embedding-Space Crowding for Complex Reasoning}},
  author = {Yixin Yang and Qingxiu Dong and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2601.22536},
  note = {arXiv 2601.22536}
}

@misc{like-2026-from-candidate-tokens-to-final-outcomes-decoding-relative-long-horizon-candidate-value-from-reasoning-model-representations,
  title = {{From Candidate Tokens to Final Outcomes: Decoding Relative Long-Horizon Candidate Value from Reasoning Model Representations}},
  author = {Yixin Yang and Yue Wang and Fandong Meng and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2610.15412},
  note = {arXiv 2610.15412}
}

@misc{like-2026-from-refuse-to-richness-rubric-rewards-for-long-form-hallucination-reinforcement-learning,
  title = {{From Refuse to Richness: Rubric Rewards for Long-Form Hallucination Reinforcement Learning}},
  author = {Yudong Wang and Zhe Yang and Wenhan Ma and Rang Li and Qibin Yang and Weimin Xiong and Jiangshan Duo and Liang Zhao and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2608.12337},
  note = {arXiv 2608.12337}
}

@misc{like-2026-mopd-multi-teacher-on-policy-distillation-for-capability-integration-in-llm-post-training,
  title = {{MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training}},
  author = {Wenhan Ma and Jianyu Wei and Liang Zhao and Hailin Zhang and Bangjun Xiao and Lei Li and Qibin Yang and Bofei Gao and Yudong Wang and Rang Li and Jinhao Dong and Zhifang Sui and Fuli Luo},
  year = {2026},
  url = {https://arxiv.org/abs/2606.30406},
  note = {arXiv 2606.30406}
}

@misc{like-2026-sparse-bitnet-1-58-bit-llms-are-naturally-friendly-to-semi-structured-sparsity,
  title = {{Sparse-BitNet: 1.58-bit LLMs are Naturally Friendly to Semi-Structured Sparsity}},
  author = {Di Zhang and Xun Wu and Shaohan Huang and Yudong Wang and Hanyong Shao and Yingbo Hao and Zewen Chi and Li Dong and Ting Song and Yan Xia and Zhifang Sui and Furu Wei},
  year = {2026},
  url = {https://arxiv.org/abs/2603.05168},
  note = {arXiv 2603.05168}
}

@misc{like-2026-teachbench-a-syllabus-grounded-framework-for-evaluating-teaching-ability-in-large-language-models,
  title = {{TeachBench: A Syllabus-Grounded Framework for Evaluating Teaching Ability in Large Language Models}},
  author = {Zheng Li and Siyao Song and Jingyuan Ma and Rui Li and Ying Zeng and Minghao Li and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2601.21375},
  note = {arXiv 2601.21375}
}

@misc{like-2026-towards-better-rl-training-data-utilization-via-second-order-rollout,
  title = {{Towards Better RL Training Data Utilization via Second-Order Rollout}},
  author = {Zhe Yang and Yudong Wang and Rang Li and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2602.22765},
  note = {arXiv 2602.22765}
}

@misc{like-2026-traverse-learning-when-to-remember-reset-and-redirect-for-long-horizon-web-search,
  title = {{Traverse: Learning When to Remember, Reset, and Redirect for Long-Horizon Web Search}},
  author = {Jingyuan Ma and Lynx Aster and He Zhang and Siyao Song and Weijie Yuan and Zhe Zhang and Kai Jia and Zhifang Sui},
  year = {2026},
  url = {https://arxiv.org/abs/2609.37082},
  note = {arXiv 2609.37082}
}

@inproceedings{like-2025-a-probabilistic-inference-scaling-theory-for-llm-self-correction,
  title = {{A Probabilistic Inference Scaling Theory for LLM Self-Correction}},
  author = {Zhe Yang and Yichang Zhang and Yudong Wang and Ziyao Xu and Junyang Lin and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.emnlp-main.685/},
  booktitle = {EMNLP 2025}
}

@inproceedings{like-2025-adamms-model-merging-for-heterogeneous-multimodal-large-language-models-with-unsupervised-coefficient-optimization,
  title = {{AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization}},
  author = {Yiyang Du and Xiaochen Wang and Chi Chen and Jiabo Ye and Yiru Wang and Peng Li and Ming Yan and Ji Zhang and Fei Huang and Zhifang Sui and Maosong Sun and Yang Liu},
  year = {2025},
  url = {https://ieeexplore.ieee.org/abstract/document/11093469/},
  booktitle = {CVPR 2025}
}

@inproceedings{like-2025-beyond-single-frames-can-lmms-comprehend-implicit-narratives-in-comic-strip,
  title = {{Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip?}},
  author = {Xiaochen Wang and Heming Xia and Jialin Song and Longyu Guan and Qingxiu Dong and Rui Li and Yixin Yang and Yifan Pu and Weiyao Luo and Yiru Wang and Xiangdi Meng and Wenjie Li and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.findings-emnlp.342/},
  booktitle = {Findings of EMNLP 2025}
}

@inproceedings{like-2025-confidence-v-s-critique-a-decomposition-of-self-correction-capability-for-llms,
  title = {{Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs}},
  author = {Zhe Yang and Yichang Zhang and Yudong Wang and Ziyao Xu and Junyang Lin and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.acl-long.203/},
  booktitle = {ACL 2025}
}

@inproceedings{like-2025-exploring-activation-patterns-of-parameters-in-language-models,
  title = {{Exploring Activation Patterns of Parameters in Language Models}},
  author = {Yudong Wang and Damai Dai and Zhe Yang and Jingyuan Ma and Zhifang Sui},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34730},
  booktitle = {AAAI 2025}
}

@inproceedings{like-2025-how-far-are-llms-from-being-our-digital-twins-a-benchmark-for-persona-based-behavior-chain-simulation,
  title = {{How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation}},
  author = {Rui Li and Heming Xia and Xinfeng Yuan and Qingxiu Dong and Lei Sha and Wenjie Li and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.findings-acl.813/},
  booktitle = {Findings of ACL 2025}
}

@inproceedings{like-2025-language-models-encode-the-value-of-numbers-linearly,
  title = {{Language Models Encode the Value of Numbers Linearly}},
  author = {Fangwei Zhu and Damai Dai and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.coling-main.47/},
  booktitle = {COLING 2025}
}

@inproceedings{like-2025-overview-of-ccl25-eval-task-1-the-fifth-spatial-cognition-evaluation-space2025,
  title = {{Overview of CCL25-Eval Task 1: The Fifth Spatial Cognition Evaluation (SpaCE2025)}},
  author = {Yuhang Qin and Liming Xiao and Nan Hu and Sirui Deng and Jingyuan Ma and Hyang Cui and Zihan Zhang and Chi Hsu Tsai and Jinkun Ding and Sumin Kang and Zhifang Sui and Weidong Zhan},
  year = {2025},
  url = {https://aclanthology.org/2025.ccl-2.4/},
  booktitle = {Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025)},
  pages = {33--46}
}

@inproceedings{like-2025-self-boosting-large-language-models-with-synthetic-preference-data,
  title = {{Self-Boosting Large Language Models with Synthetic Preference Data}},
  author = {Qingxiu Dong and Li Dong and Xingxing Zhang and Zhifang Sui and Furu Wei},
  year = {2025},
  url = {https://arxiv.org/abs/2410.06961},
  booktitle = {ICLR 2025}
}

@inproceedings{like-2025-sg-fsm-a-self-guiding-zero-shot-prompting-paradigm-for-multi-hop-question-answering-based-on-finite-state-machine,
  title = {{SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine}},
  author = {Xiaochen Wang and Junqing He and Liang Chen and Gholamreza Haffari and Yiru Wang and Zhe Yang and Xiangdi Meng and Kunhao Pan and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.findings-naacl.335/},
  booktitle = {Findings of NAACL 2025}
}

@article{like-2025-statistical-dataset-evaluation-a-case-study-on-named-entity-recognition,
  title = {{Statistical dataset evaluation: A case study on named entity recognition}},
  author = {Chengwen Wang and Qingxiu Dong and Xiaochen Wang and Zhifang Sui},
  year = {2025},
  url = {https://doi.org/10.1017/nlp.2024.37},
  journal = {Natural Language Processing},
  doi = {10.1017/nlp.2024.37},
  volume = {31},
  number = {1},
  pages = {90--110},
  note = {January 2025 issue; first published online September 6, 2024.}
}

@article{like-2025-synthetic-data-almost-from-scratch-generalized-instruction-tuning-for-language-models,
  title = {{Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models}},
  author = {Haoran Li and Qingxiu Dong and Zhengyang Tang and Chaojun Wang and Xingxing Zhang and Haoyang Huang and Shaohan Huang and Xiaolong Huang and Zeqiang Huang and Dongdong Zhang and Yuxian Gu and Xin Cheng and Xun Wang and Si-Qing Chen and Li Dong and Wei Lu and Zhifang Sui and Benyou Wang and Wai Lam and Furu Wei},
  year = {2025},
  url = {https://openreview.net/forum?id=PahnCreCxK},
  journal = {Transactions on Machine Learning Research}
}

@inproceedings{like-2025-towards-harmonized-uncertainty-estimation-for-large-language-models,
  title = {{Towards Harmonized Uncertainty Estimation for Large Language Models}},
  author = {Rui Li and Jing Long and Muge Qi and Heming Xia and Lei Sha and Peiyi Wang and Zhifang Sui},
  year = {2025},
  url = {https://aclanthology.org/2025.acl-long.1118/},
  booktitle = {ACL 2025}
}

@misc{like-2025-chain-of-thought-tokens-are-computer-program-variables,
  title = {{Chain-of-Thought Tokens are Computer Program Variables}},
  author = {Fangwei Zhu and Peiyi Wang and Zhifang Sui},
  year = {2025},
  url = {https://arxiv.org/abs/2505.04955},
  note = {arXiv 2505.04955}
}

@misc{like-2025-enhancing-reliability-across-short-and-long-form-qa-via-reinforcement-learning,
  title = {{Enhancing Reliability across Short and Long-Form QA via Reinforcement Learning}},
  author = {Yudong Wang and Zhe Yang and Wenhan Ma and Zhifang Sui and Liang Zhao},
  year = {2025},
  url = {https://arxiv.org/abs/2512.08944},
  note = {arXiv 2512.08944}
}

@misc{like-2025-reinforcement-pre-training,
  title = {{Reinforcement Pre-Training}},
  author = {Qingxiu Dong and Li Dong and Yao Tang and Tianzhu Ye and Yutao Sun and Zhifang Sui and Furu Wei},
  year = {2025},
  url = {https://arxiv.org/abs/2506.08007},
  note = {arXiv 2506.08007}
}

@inproceedings{like-2024-a-survey-on-in-context-learning,
  title = {{A Survey on In-context Learning}},
  author = {Qingxiu Dong and Lei Li and Damai Dai and Ce Zheng and Jingyuan Ma and Rui Li and Heming Xia and Jingjing Xu and Zhiyong Wu and Baobao Chang and Xu Sun and Lei Li and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.emnlp-main.64/},
  booktitle = {EMNLP 2024}
}

@inproceedings{like-2024-achilles-bench-a-challenging-benchmark-for-low-resource-evaluation,
  title = {{Achilles-Bench: A Challenging Benchmark for Low-Resource Evaluation}},
  author = {Yudong Wang and Chang Ma and Qingxiu Dong and Zhifang Sui and Lingpeng Kong and Jingjing Xu},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-acl.123/},
  booktitle = {Findings of ACL 2024}
}

@inproceedings{like-2024-be-a-multitude-to-itself-a-prompt-evolution-framework-for-red-teaming,
  title = {{Be a Multitude to Itself: A Prompt Evolution Framework for Red Teaming}},
  author = {Rui Li and Peiyi Wang and Jingyuan Ma and Di Zhang and Lei Sha and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-emnlp.188/},
  booktitle = {Findings of EMNLP 2024}
}

@inproceedings{like-2024-can-large-language-models-always-solve-easy-problems-if-they-can-solve-harder-ones,
  title = {{Can Large Language Models Always Solve Easy Problems if They Can Solve Harder Ones?}},
  author = {Zhe Yang and Yichang Zhang and Tianyu Liu and Jian Yang and Junyang Lin and Chang Zhou and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.emnlp-main.92/},
  booktitle = {EMNLP 2024}
}

@inproceedings{like-2024-can-large-multimodal-models-uncover-deep-semantics-behind-images,
  title = {{Can Large Multimodal Models Uncover Deep Semantics Behind Images?}},
  author = {Yixin Yang and Zheng Li and Qingxiu Dong and Heming Xia and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-acl.113/},
  booktitle = {Findings of ACL 2024}
}

@inproceedings{like-2024-deepseekmoe-towards-ultimate-expert-specialization-in-mixture-of-experts-language-models,
  title = {{DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models}},
  author = {Damai Dai and Chengqi Deng and Chenggang Zhao and R.X. Xu and Huazuo Gao and Deli Chen and Jiashi Li and Wangding Zeng and Xingkai Yu and Y. Wu and Zhenda Xie and Y.K. Li and Panpan Huang and Fuli Luo and Chong Ruan and Zhifang Sui and Wenfeng Liang},
  year = {2024},
  url = {https://aclanthology.org/2024.acl-long.70/},
  booktitle = {ACL 2024}
}

@inproceedings{like-2024-faganet-an-evidence-based-fact-checking-model-with-integrated-encoder-leveraging-contextual-information,
  title = {{FaGANet: An Evidence-Based Fact-Checking Model with Integrated Encoder Leveraging Contextual Information}},
  author = {Weiyao Luo and Junfeng Ran and Zailong Tian and Sujian Li and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.lrec-main.621/},
  booktitle = {LREC-COLING 2024}
}

@inproceedings{like-2024-large-language-models-are-not-fair-evaluators,
  title = {{Large Language Models are not Fair Evaluators}},
  author = {Peiyi Wang and Lei Li and Liang Chen and Zefan Cai and Dawei Zhu and Binghuai Lin and Yunbo Cao and Lingpeng Kong and Qi Liu and Tianyu Liu and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.acl-long.511/},
  booktitle = {ACL 2024}
}

@inproceedings{like-2024-math-shepherd-verify-and-reinforce-llms-step-by-step-without-human-annotations,
  title = {{Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations}},
  author = {Peiyi Wang and Lei Li and Zhihong Shao and Runxin Xu and Damai Dai and Yifei Li and Deli Chen and Yu Wu and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.acl-long.510/},
  booktitle = {ACL 2024}
}

@inproceedings{like-2024-shieldlm-empowering-llms-as-aligned-customizable-and-explainable-safety-detectors,
  title = {{ShieldLM: Empowering LLMs as Aligned, Customizable and Explainable Safety Detectors}},
  author = {Zhexin Zhang and Yida Lu and Jingyuan Ma and Di Zhang and Rui Li and Pei Ke and Hao Sun and Lei Sha and Zhifang Sui and Hongning Wang and Minlie Huang},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-emnlp.610/},
  booktitle = {Findings of EMNLP 2024}
}

@inproceedings{like-2024-taking-a-deep-breath-enhancing-language-modeling-of-large-language-models-with-sentinel-tokens,
  title = {{Taking a Deep Breath: Enhancing Language Modeling of Large Language Models with Sentinel Tokens}},
  author = {Weiyao Luo and Suncong Zheng and Heming Xia and Weikang Wang and Yan Lei and Tianyu Liu and Shuang Chen and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-emnlp.233/},
  booktitle = {Findings of EMNLP 2024}
}

@inproceedings{like-2024-unlocking-efficiency-in-large-language-model-inference-a-comprehensive-survey-of-speculative-decoding,
  title = {{Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding}},
  author = {Heming Xia and Zhe Yang and Qingxiu Dong and Peiyi Wang and Yongqi Li and Tao Ge and Tianyu Liu and Wenjie Li and Zhifang Sui},
  year = {2024},
  url = {https://aclanthology.org/2024.findings-acl.456/},
  booktitle = {Findings of ACL 2024}
}

@inproceedings{like-2023-bi-drop-enhancing-fine-tuning-generalization-via-synchronous-sub-net-estimation-and-optimization,
  title = {{Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization}},
  author = {Shoujie Tong and Heming Xia and Damai Dai and Runxin Xu and Tianyu Liu and Binghuai Lin and Yunbo Cao and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.346/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-denoising-bottleneck-with-mutual-information-maximization-for-video-multimodal-fusion,
  title = {{Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion}},
  author = {Shaoxiang Wu and Damai Dai and Ziwei Qin and Tianyu Liu and Binghuai Lin and Yunbo Cao and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.acl-long.124/},
  booktitle = {ACL 2023}
}

@inproceedings{like-2023-dialogqae-n-to-n-question-answer-pair-extraction-from-customer-service-chatlog,
  title = {{DialogQAE: N-to-N Question Answer Pair Extraction from Customer Service Chatlog}},
  author = {Xin Zheng and Tianyu Liu and Haoran Meng and Xu Wang and Yufan Jiang and Mengliang Rao and Binghuai Lin and Yunbo Cao and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.435/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-enhancing-continual-relation-extraction-via-classifier-decomposition,
  title = {{Enhancing Continual Relation Extraction via Classifier Decomposition}},
  author = {Heming Xia and Peiyi Wang and Tianyu Liu and Binghuai Lin and Yunbo Cao and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-acl.638/},
  booktitle = {Findings of ACL 2023}
}

@inproceedings{like-2023-guiding-amr-parsing-with-reverse-graph-linearization,
  title = {{Guiding AMR Parsing with Reverse Graph Linearization}},
  author = {Bofei Gao and Liang Chen and Peiyi Wang and Zhifang Sui and Baobao Chang},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.2/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-imagenetvc-zero-and-few-shot-visual-commonsense-evaluation-on-1000-imagenet-categories,
  title = {{ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories}},
  author = {Heming Xia and Qingxiu Dong and Lei Li and Jingjing Xu and Tianyu Liu and Ziwei Qin and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.133/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-infocl-alleviating-catastrophic-forgetting-in-continual-text-classification-from-an-information-theoretic-perspective,
  title = {{InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective}},
  author = {Yifan Song and Peiyi Wang and Weimin Xiong and Dawei Zhu and Tianyu Liu and Zhifang Sui and Sujian Li},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.969/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-learn-to-not-link-exploring-nil-prediction-in-entity-linking,
  title = {{Learn to Not Link: Exploring NIL Prediction in Entity Linking}},
  author = {Fangwei Zhu and Jifan Yu and Hailong Jin and Lei Hou and Juanzi Li and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-acl.690/},
  booktitle = {Findings of ACL 2023}
}

@inproceedings{like-2023-not-all-demonstration-examples-are-equally-beneficial-reweighting-demonstration-examples-for-in-context-learning,
  title = {{Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning}},
  author = {Zhe Yang and Damai Dai and Peiyi Wang and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.880/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-speculative-decoding-exploiting-speculative-execution-for-accelerating-seq2seq-generation,
  title = {{Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation}},
  author = {Heming Xia and Tao Ge and Peiyi Wang and Si-Qing Chen and Furu Wei and Zhifang Sui},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-emnlp.257/},
  booktitle = {Findings of EMNLP 2023}
}

@inproceedings{like-2023-statistical-knowledge-assessment-for-large-language-models,
  title = {{Statistical Knowledge Assessment for Large Language Models}},
  author = {Qingxiu Dong and Jingjing Xu and Lingpeng Kong and Zhifang Sui and Lei Li},
  year = {2023},
  url = {https://proceedings.neurips.cc/paper_files/paper/2023/hash/5f0a4cd23e1c6eedd3edebba674ab877-Abstract-Conference.html},
  booktitle = {NeurIPS 2023}
}

@inproceedings{like-2023-why-can-gpt-learn-in-context-language-models-secretly-perform-gradient-descent-as-meta-optimizers,
  title = {{Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers}},
  author = {Damai Dai and Yutao Sun and Li Dong and Yaru Hao and Shuming Ma and Zhifang Sui and Furu Wei},
  year = {2023},
  url = {https://aclanthology.org/2023.findings-acl.247/},
  booktitle = {Findings of ACL 2023}
}

@inproceedings{like-2022-a-token-level-reference-free-hallucination-detection-benchmark-for-free-form-text-generation,
  title = {{A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation}},
  author = {Tianyu Liu and Yizhe Zhang and Chris Brockett and Yi Mao and Zhifang Sui and Weizhu Chen and Bill Dolan},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-long.464/},
  booktitle = {ACL 2022}
}

@inproceedings{like-2022-a-two-stream-amr-enhanced-model-for-document-level-event-argument-extraction,
  title = {{A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction}},
  author = {Runxin Xu and Peiyi Wang and Tianyu Liu and Shuang Zeng and Baobao Chang and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.naacl-main.370/},
  booktitle = {NAACL 2022}
}

@inproceedings{like-2022-an-enhanced-span-based-decomposition-method-for-few-shot-sequence-labeling,
  title = {{An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling}},
  author = {Peiyi Wang and Runxin Xu and Tianyu Liu and Qingyu Zhou and Yunbo Cao and Baobao Chang and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.naacl-main.369/},
  booktitle = {NAACL 2022}
}

@inproceedings{like-2022-atp-amrize-then-parse-enhancing-amr-parsing-with-pseudoamrs,
  title = {{ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs}},
  author = {Liang Chen and Peiyi Wang and Runxin Xu and Tianyu Liu and Zhifang Sui and Baobao Chang},
  year = {2022},
  url = {https://aclanthology.org/2022.findings-naacl.190/},
  booktitle = {Findings of NAACL 2022}
}

@inproceedings{like-2022-calibrating-factual-knowledge-in-pretrained-language-models,
  title = {{Calibrating Factual Knowledge in Pretrained Language Models}},
  author = {Qingxiu Dong and Damai Dai and Yifan Song and Jingjing Xu and Zhifang Sui and Lei Li},
  year = {2022},
  url = {https://aclanthology.org/2022.findings-emnlp.438/},
  booktitle = {Findings of EMNLP 2022}
}

@inproceedings{like-2022-cblue-a-chinese-biomedical-language-understanding-evaluation-benchmark,
  title = {{CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark}},
  author = {Ningyu Zhang and Mosha Chen and Zhen Bi and Xiaozhuan Liang and Lei Li and Xin Shang and Kangping Yin and Chuanqi Tan and Jian Xu and Fei Huang and Luo Si and Yuan Ni and Guotong Xie and Zhifang Sui and Baobao Chang and Hui Zong and Zheng Yuan and Linfeng Li and Jun Yan and Hongying Zan and Kunli Zhang and Buzhou Tang and Qingcai Chen},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-long.544/},
  booktitle = {ACL 2022}
}

@inproceedings{like-2022-dialogusr-complex-dialogue-utterance-splitting-and-reformulation-for-multiple-intent-detection,
  title = {{DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection}},
  author = {Haoran Meng and Xin Zheng and Tianyu Liu and Zizhen Wang and He Feng and Binghuai Lin and Xuemin Zhao and Yunbo Cao and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.findings-emnlp.234/},
  booktitle = {Findings of EMNLP 2022}
}

@inproceedings{like-2022-hierarchical-curriculum-learning-for-amr-parsing,
  title = {{Hierarchical Curriculum Learning for AMR Parsing}},
  author = {Peiyi Wang and Liang Chen and Tianyu Liu and Damai Dai and Yunbo Cao and Baobao Chang and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-short.37/},
  booktitle = {ACL 2022}
}

@inproceedings{like-2022-hpt-hierarchy-aware-prompt-tuning-for-hierarchical-text-classification,
  title = {{HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification}},
  author = {Zihan Wang and Peiyi Wang and Tianyu Liu and Binghuai Lin and Yunbo Cao and Zhifang Sui and Houfeng Wang},
  year = {2022},
  url = {https://aclanthology.org/2022.emnlp-main.246/},
  booktitle = {EMNLP 2022}
}

@inproceedings{like-2022-knowledge-neurons-in-pretrained-transformers,
  title = {{Knowledge Neurons in Pretrained Transformers}},
  author = {Damai Dai and Li Dong and Yaru Hao and Zhifang Sui and Baobao Chang and Furu Wei},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-long.581/},
  booktitle = {ACL 2022}
}

@inproceedings{like-2022-learning-robust-representations-for-continual-relation-extraction-via-adversarial-class-augmentation,
  title = {{Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation}},
  author = {Peiyi Wang and Yifan Song and Tianyu Liu and Binghuai Lin and Yunbo Cao and Sujian Li and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.emnlp-main.420/},
  booktitle = {EMNLP 2022}
}

@inproceedings{like-2022-premise-based-multimodal-reasoning-conditional-inference-on-joint-textual-and-visual-clues,
  title = {{Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues}},
  author = {Qingxiu Dong and Ziwei Qin and Heming Xia and Tian Feng and Shoujie Tong and Haoran Meng and Lin Xu and Zhongyu Wei and Weidong Zhan and Baobao Chang and Sujian Li and Tianyu Liu and Zhifang Sui},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-long.66/},
  booktitle = {ACL 2022}
}

@inproceedings{like-2022-stablemoe-stable-routing-strategy-for-mixture-of-experts,
  title = {{StableMoE: Stable Routing Strategy for Mixture of Experts}},
  author = {Damai Dai and Li Dong and Shuming Ma and Bo Zheng and Zhifang Sui and Baobao Chang and Furu Wei},
  year = {2022},
  url = {https://aclanthology.org/2022.acl-long.489/},
  booktitle = {ACL 2022}
}