Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning Zhiyuan Fan, Guanqiao Chen, Yanyi Huang, Mingkuan Zhao, Dadi Guo, Yi R. Fung
MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings Haonan Chen, Hong Liu, Yuping Luo, Liang Wang, Nan Yang, Furu Wei, Zhicheng Dou
GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks Jianwen Luo, Yiming Huang, Jinxiang Meng, Fangyu Lei, Shizhu He, Xiao Liu, Shanshan Jiang, Bin Dong, Jun Zhao, Kang Liu
Splits! Flexible Sociocultural Linguistic Investigation at Scale Eylon Caplan, Tania Chakraborty, Dan Goldwasser
LightReasoner: Can Small Language Models Teach Large Language Models Reasoning? Jingyuan Wang, Yankai Chen, Zhonghang Li, Chao Huang
Saber: An Efficient Sampling with Adaptive Acceleration and Backtracking Enhanced Remasking for Diffusion Language Model in Code Generation Yihong Dong, Zhaoyu Ma, Xue Jiang, Zhiyuan Fan, Jiaru Qian, Yongmin Li, Jianha Xiao, Zhi Jin, Ge Li
Can We Predict Before Executing Machine Learning Agents? Jingsheng Zheng, Jintian Zhang, Yujie Luo, Yuren Mao, Yunjun Gao, Lun Du, Huajun Chen, Ningyu Zhang
Uncovering Temporal Framing in the News Tarek Mahmoud, Veronika Solopova, Premtim Sahitaj, Ariana Sahitaj, Max Upravitelev, Mervat Abassy, Hana Fatima Shaikh, Neda Foroutan, Vera Schmitt, Preslav Nakov
Enhancing Lexical Relation Mining with Structured Sememe Knowledge Hansi Wang, Qiliang Liang, Yue Wang, Yang Liu
Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection Yang Li, Qiang Sheng, Zhengjia Wang, Yehan Yang, Danding Wang, Juan Cao
FinSight: Towards Real-World Financial Deep Research Jiajie Jin, Yuyao Zhang, Yimeng Xu, Hongjin Qian, Yutao Zhu, Zhicheng Dou
UniSpec: Training-Free Speculative Decoding for Robust LLM Acceleration Across Languages and Hardware Truong Dinh Do, Nguyen-Khang Le, Le-Minh Nguyen
SeLaR: Selective Latent Reasoning in Large Language Models Renyu Fu, Guibo Luo
Parity-Aware Byte-Pair Encoding: Improving Cross-lingual Fairness in Tokenization Negar Foroutan, Clara Meister, Debjit Paul, Joel Niklaus, Sina Ahmadi, Antoine Bosselut, Rico Sennrich
On the Emotion Understanding of Synthesized Speech Yuan Ge, Haishu Zhao, Aokai Hao, Junxiang Zhang, Bei Li, Xiaoqian Liu, Chenglong Wang, Jianjin Wang, Bingsen Zhou, Bingyu Liu, Jingbo Zhu, Zhengtao Yu, Tong Xiao
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation Wei Zhou, Bolei Ma, Annemarie Friedrich, Mohsen Mesgar
Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision Bingsen Chen, Boyan Li, Ping Nie, Yuyu Zhang, Xi Ye, Chen Zhao
Illusions of the Gold Standard: A Large-scale Analysis of Human Evaluation Protocols for Long-form Text Generation Katelyn X. Mei, Yi-Li Hsu, Minjoon Choi, Zongwan Cao, Chenjun Xu, Bingbing Wen, Su Lin Blodgett, Lucy Lu Wang
Digitizing Nepal’s Written Heritage: A Comprehensive HTR Pipeline for Old Nepali Manuscripts Anjali Sarawgi, Esteban Garces Arias, Christof Zotter
To Lie or Not to Lie? Investigating The Selective Spread of Global Lies by LLMs Zohaib Khan, Mustafa Dogan, Ifeoma Okoh, Pouya Sadeghi, Siddhartha Shrestha, Sergius Justus Nyah, Mahmoud O. Mokhiamar, Michael J Ryan, Tarek Naous
Among Us: Measuring and Mitigating Malicious Contributions in Model Collaboration Systems Ziyuan Yang, Wenxuan Ding, Shangbin Feng, Yulia Tsvetkov
Your Students Don’t Use LLMs Like You Wish They Did Sebastian Kobler, Matthew Clemson, Angela Sun, Jonathan K. Kummerfeld
Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism Yuhao Shen, Tianyu Liu, Junyi Shen, Jinyang Wu, Quan Kong, Huan Li, Cong Wang
Dynamics of Cognitive Heterogeneity: Investigating Behavioral Biases in Multi-Stage Supply Chains with LLM-Based Simulation Jiuyun Jiang, Yuecheng Hong, Bo Yang, Jin Yang, Guangxin Jiang, Xiaomeng Guo, Guang Xiao
Language Acquisition Device in Large Language Models Masato Mita, Taiga Someya, Ryo Yoshida, Yohei Oseki
ExPerT: Personalizing LLM Responses to Users’ Domain Expertise via Query-Wise Semantic and Keystroke Behavioral Cues Yeji Park, Jiwon Tark, Taesik Gong
Agentic Memory: Learning Unified Long-Term and Short-Term Memory Management for Large Language Model Agents Yi Yu, Liuyi Yao, Yuexiang Xie, Qingquan Tan, Jiaqi Feng, Yaliang Li, Libing Wu
The Proxy Presumption: From Semantic Embeddings to Valid Social Measures Baishi Li, Ta Yu, Kelvin J.L. Koa, Ke-Wei Huang
PEAP: Proactive Embodied Action Sequence Planning with Joint Understanding of Vision and Audio Perception Tianwei Lan, Jiaqi Wu, Zeming Liu, Zhaoxin Fan, Haifeng Wang, Yuhang Guo
DR-Arena: an Automated Evaluation Framework for Deep Research Agents Yiwen Gao, Ruochen Zhao, Yang Deng, Wenxuan Zhang
OptiCo: Adaptive Distributed Training Optimization via Collaborative Agent Reasoning Sheng Chen, Tang Zhe, Weixing Zhang, Fei Yang, Yuanyuan Wang, Tianlin Li, Yang Liu
Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages Gerrit Quaremba, Amy Rechkemmer, Elizabeth Black, Denny Vrandečić, Elena Simperl
ImplicitMemBench: Measuring Unconscious Behavioral Adaptation in Large Language Models Chonghan Qin, Xiachong Feng, Weitao Ma, Xiaocheng Feng, Lingpeng Kong
How Good is Your Wikipedia? Auditing Data Quality for Low-resource and Multilingual NLP Artur Kulmizev, Kushal Tatariya, Wessel Poelman, Esther Ploeger, Marcel Bollmann, Johannes Bjerva, Jiaming Luo, Heather Lent, Miryam de Lhoneux
Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training Jihao Gu, Qihang Ai, Yingyao Wang, Pi Bu, Jingxuan Xing, Yue Cao, Zekun Zhu, Wei Jiang, Ziming Wang, Yingxiu Zhao, Ming-Liang Zhang, Jun Song, Yuning Jiang, Bo Zheng
SwissGov-RSD: A Human-annotated, Cross-lingual, Document-level Benchmark for Recognition of Semantic Difference at the Token-level Michelle Wastl, Jannis Vamvas, Rico Sennrich
From Naturalness to Norms: Interactional Cultural Competence for SpeechLMs Santosh T.Y.S.S
SeCuRepair: Semantics-Aligned, Curriculum-Driven, and Reasoning-Enhanced Vulnerability Repair Framework Chengran Yang, Ting Zhang, Jinfeng Jiang, Xin Zhou, Haoye Tian, Mingzhe Du, Jieke Shi, Junkai Chen, Yikun Li, Eng Lieh Ouh, Lwin Khin Shar, David Lo
Schoenfeld’s Anatomy of Mathematical Reasoning by Language Models Ming Li, Chenrui Fan, Yize Cheng, Soheil Feizi, Tianyi Zhou
Memory efficiency and resource-rational encoding in sentence processing Weijie Xu, Brian Dillon, Richard Futrell
From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models Ziyan Wang, Enmao Diao, Qi Le, Pu Wang, Minwoo Lee, Shu-ping Yeh, Evgeny Stupachenko, Hao Feng, Li Yang
Attn-GS: Attention-Guided Context Compression for Efficient Personalized LLMs Shenglai Zeng, Tianqi Zheng, Chuan Tian, Dante Everaert, Yau-Shian Wang, Yupin Huang, Michael J. Morais, Rohit Patki, Jinjin Tian, Xinnan Dai, Kai Guo, Monica Xiao Cheng, Hui Liu
Glyph: Scaling Context Windows via Text Visualization Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang
TA-GRPO-d: Trajectory-Aware GRPO for Optimizing Denoising Trajectories in Diffusion LLMs Gyunyeop Kim, Sangwoo Kang
Why Local Attention Helps: An Expressivity View Jiaoda Li, Ryan Cotterell
Execution as Verification: Fine-Grained Self-Correcting Reasoning for Complex KBQA Minghan Zhang, Zhen Yang, Haodong Zou, Jie Chen, Zhen Duan, Shu Zhao
Tears or Cheers? Benchmarking LLMs via Culturally Elicited Distinct Affective Responses Chongyuan Dai, Yaling Shen, Jinpeng Hu, Zihan Gao, Jia Li, Yishun Jiang, Yaxiong Wang, Liu Liu, Zongyuan Ge
G-IdiomAlign: A Gloss-Pivoted Benchmark for Cross-Lingual Idiom Alignment Fengying Ye, Yanming Sun, Runzhe Zhan, Lidia S. Chao, Zheqi Zhang, Derek F. Wong
SciCoQA: Quality Assurance for Scientific Paper–Code Alignment Tim Baumgärtner, Iryna Gurevych
Deep Supervised Contrastive Learning of Pitch Contours for Robust Pitch Accent Classification in Seoul Korean Hyunjung Joo, Gyeong Taek Lee
ASTRA: An Automated Framework for Strategy Discovery, Retrieval, and Evolution for Jailbreaking LLMs Xu Liu, Yan Chen, Kan Ling, Yichi Zhu, Hengrun Zhang, Guisheng Fan, Huiqun Yu
Assessing the Belief Consistency of Large Language Models on the Logical Conversation Process Tomoki Tsujimura, Matīss Rikters, Masaki Asada, Shusaku Egami, Tatsuya Ishigaki, Ken Yano, Hiroya Takamura
Afri-MCQA: Multimodal Cultural Question Answering for African Languages Atnafu Lambebo Tonja, Srija Anand, Emilio Villa-Cueva, Israel Abebe Azime, Jesujoba Oluwadara Alabi, Muhidin A. Mohamed, Debela Desalegn Yadeta, Negasi Haile Abadi, Abigail Oppong, Nnaemeka Casmir Obiefuna, Idris Abdulmumin, Naome A Etori, Eric Peter Wairagala, Kanda Patrick Tshinu, Imanigirimbabazi Emmanuel, Gabofetswe Malema, Alham Fikri Aji, David Ifeoluwa Adelani, Thamar Solorio
CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty Johannes Kirmayr, Lukas Stappen, Elisabeth Andre
Towards A Scanpath Conditioned Surprisal: Modeling Reading Difficulty Via Non-Linear Eye Movements And Memory Constraints Michael Mooney, Edmond S. L. Ho
Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective Bishwamittra Ghosh, Soumi Das, Till Speicher, Qinyuan Wu, Mohammad Aflah Khan, Deepak Garg, Krishna P. Gummadi, Evimaria Terzi
The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP Sheriff Issaka, Keyi Wang, Yinka Ajibola, Oluwatumininu Samuel-Ipaye, Zhaoyi Zhang, Nicte Aguillon Jimenez, Evans Kofi Agyei, Abraham Lin, Rohan Ramachandran, Sadick Abdul Mumin, Faith Nchifor, Mohammed Shuraim Issah, Erick Rosas Gonzalez, Lieqi Liu, Sylvester Kpei, Jemimah Kusi Osei, Carlene Ajeneza, Persis Boateng, Prisca Adwoa Dufie Yeboah, Saadia Gabriel
ViLL-E: Video LLM Embeddings for Retrieval Rohit Gupta, Jayakrishnan Unnikrishnan, Fan Fei, Sheng Liu, Son Tran, Mubarak Shah
HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL Conferences Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe
CIG: Measuring Conversational Information Gain in Deliberative Dialogues with Semantic Memory Dynamics Ming-Bin Chen, Jey Han Lau, Lea Frermann