| 2026 | Creating ConLangs to Probe the Metalinguistic Grammatical Knowledge of LLMs. | Chihiro Taguchi, Richard Sproat |
| 2026 | Diagnosing LLMs via Information Spectrum Analysis: Tail Behavior and the Effects of Side Information. | Yuuki Tachioka |
| 2026 | Cross-lingual Matryoshka Representation Learning across Speech and Text. | Yaya Sy, Dioula Doucour, Christophe Cerisara, Irina Illina |
| 2026 | Suggest-Verify-Revise: A Three-Stage Document-Level Event Causality Identification with Narrative Consistency. | Ya Su, Hu Zhang, Dan Qiao, Yujie Wang, Yunxiao Zhao, Yue Fan, Shike Li, Ru Li, Hongye Tan |
| 2026 | InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning. | Junyou Su, He Zhu, Xiao Luo, Liyu Zhang, Hong-Yu Zhou, Yun Chen, Peng Li, Yang Liu, Guanhua Chen |
| 2026 | Reinforcement Learning with Semantic Rewards Enables Low-Resource Language Expansion without Alignment Tax. | Zeli Su, Ziyin Zhang, Zhou Liu, Xuexian Song, Zhankai Xu, Longfei Zheng, Xiaolu Zhang, Rong Fu, Guixian Xu, Wentao Zhang |
| 2026 | Mistake Notebook Learning: Batch-Clustered Failures for Training-Free Agent Adaptation. | Xuanbo Su, Yingfang Zhang, Hao Luo, Xiaoteng Liu, Leo Huang |
| 2026 | GQLBench: A Large-Scale Cross-Domain, Cross-Dialect Benchmark for NL2GQL. | Yanning Su, Yuhang Zhou, Yang Fang, Sen Liu, Guangnan Ye, Hongfeng Chai |
| 2026 | Jailbreaking Large Language Models with Morality Attacks. | Ying Su, Mingen Zheng, Weili Diao, Haoran Li |
| 2026 | Query-Focused Individual Simulation with Progressive Persona Completion. | Weiwen Su, Naoki Yoshinaga, Masashi Toyoda |
| 2026 | Crossing the Reward Bridge: Expanding Reinforcement Learning with Verifiable Rewards Across Diverse Domains. | Yi Su, Dian Yu, Linfeng Song, Juntao Li, Haitao Mi, Zhaopeng Tu, Min Zhang, Dong Yu |
| 2026 | Failure makes the agent stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions. | Junhao Su, Yuanliang Wan, Junwei Yang, Hengyu Shi, Tianyang Han, Yurui Qiu, Junfeng Luo |
| 2026 | VLN-NF: Feasibility-Aware Vision-and-Language Navigation with False-Premise Instructions. | Hung-Ting Su, Ting-Jun Wang, Jia-Fong Yeh, Min Sun, Winston H. Hsu |
| 2026 | NOSE: Neural Olfactory-Semantic Embedding with Tri-Modal Orthogonal Contrastive Learning. | Yanyi Su, Hongshuai Wang, Zhifeng Gao, Jun Cheng |
| 2026 | Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning. | Lintang Sutawika, Gokul Swamy, Steven Wu, Graham Neubig |
| 2026 | Contextual Diversity Measure (CDM) for Controllable Story Generation in Large Language Models. | Richard Susilo, Hanna Suominen, Patrik Haslum |
| 2026 | Structured Uncertainty guided Clarification for LLM Agents. | Manan Suri, Puneet Mathur, Nedim Lipka, Franck Dernoncourt, Ryan A. Rossi, Dinesh Manocha |
| 2026 | CodeScout: Contextual Problem Statement Enhancement for Software Agents. | Manan Suri, Xiangci Li, Mehdi Shojaie, Songyang Han, Chao-Chun Hsu, Shweta Garg, Aniket Anand Deshmukh, Varun Kumar |
| 2026 | SkMTEB: Slovak Massive Text Embedding Benchmark and Model Adaptation. | Marek Suppa, Andrej Ridzik, Daniel Hldek, Natlia Knazekov, Viktoria Ondrejova |
| 2026 | Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning. | Zhenpeng Su, Leiyu Pan, Minxuan Lv, Tiehua Mei, Zijia Lin, Yuntao Li, Wenping Hu, Ruiming Tang, Kun Gai, Guorui Zhou |
| 2026 | CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning. | Zhenpeng Su, Leiyu Pan, Minxuan Lv, Yuntao Li, Wenping Hu, Fuzheng Zhang, Kun Gai, Guorui Zhou |
| 2026 | Preference-Aware Memory Update for Long-Term LLM Agents. | Haoran Sun, Zekun Zhang, Shaoning Zeng |
| 2026 | A Dual-Phase Self-Evolution Framework for Large Language Models. | Haoran Sun, Zekun Zhang, Shaoning Zeng |
| 2026 | More Than Sum of Its Parts: Deciphering Intent Shifts in Multimodal Hate Speech Detection. | Runze Sun, Yu Zheng, Zexuan Xiong, Zhongjin Qu, Lei Chen, Jie Zhou, Jiwen Lu |
| 2026 | FACT-E: Causality-Inspired Evaluation for Trustworthy Chain-of-Thought Reasoning. | Yuxi Sun, Aoqi Zuo, Haotian Xie, Wei Gao, Mingming Gong, Jing Ma |