Papers
WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization
Kunpeng Kang, Shuaimin Li, Kaiyuan Zhang et al.
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models
Chenyang Gu, Jiahao Cheng, Meicong Zhang et al.
SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework for Automated ESI Prediction
Enming Wang, Jianlei Wang, Xueping Peng et al.
What Deserves Memory: Adaptive Memory Distillation for LLM Agents
Wenquan Ma, Jiayan Nan, WenLong Wu
ScholaWrite: A Dataset of End-to-End Scholarly Writing
Khanh Chi Le, Linghe Wang, Minhwa Lee et al.
Towards Intrinsic Interpretability of Large Language Models: A Survey of Design Principles and Architectures
Yutong Gao, Qinglin Meng, Yuan Zhou et al.
L2Dir: Integrating L_2-Norm and Directional Alignment for Unsupervised Contrastive Representation Learning in Multimodal Retrieval
Tianyu Zong, Rui Dai, Hongzhu Yi et al.
ATGL: An Adaptive-Threshold Global Loss for Document-level Relation Extraction
Huangming Xu, Fu Zhang, Zhixuan Yang et al.
New Terms, New Toxicity: Consensus-based Chinese Neologism Toxicity Detection via Search-Augmented LLMs
Shiyao Cui, QingLin Zhang, Di Wang et al.
CypherSmith: Transforming Text-to-Cypher Generation for LLMs with Synthetic Data
Zeyu Zhang, Kexuan Sun, Zheng Tang et al.
GAM: Hierarchical Graph-based Agentic Memory for LLM Agents
Zhaofen Wu, Hanrong Zhang, Fulin Lin et al.
RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning
Xiang Gao, Yuguang Yao, Qi Zhang et al.
DRInQ: Evaluating Conversational Implicature with Controlled Context Variation
Hirona Jacqueline Arai, Xiang Ren
Aligning Large Language Models via Fully Self-Synthetic Data
Shangjian Yin, Zhepei Wei, Xinyu Zhu et al.
Confident, Calibrated, or Complicit: Safety Alignment and Ideological Bias in LLM Hate Speech Detection
Sanjeevan Selvaganapathy, Mehwish Nasim
SAHM: A Benchmark for Arabic Financial and Shari’ah-Compliant Reasoning
Rania Elbadry, Sarfraz Ahmad, Ahmed Heakl et al.
CASS: Nvidia to AMD Transpilation with Data, Models, and Benchmark
Ahmed Heakl, Gustavo Bertolo Stahl, Sarim Hashmi et al.
What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning
Yaning Jia, Chunhui Zhang, Xingjian Diao et al.
PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media
Zoher Kachwala, Bao Tran Truong, Rasika Muralidharan et al.
ClaimDB: A Fact Verification Benchmark over Large Structured Data
Michael Theologitis, Preetam Prabhu Srikar Dammu, Chirag Shah et al.
Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability
Xiao Liang, Zhong-Zhi Li, Zhenghao Lin et al.
R1-RE: Cross-Domain Relation Extraction with RLVR
Runpeng Dai, Tong Zheng, Run Yang et al.
DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality
Yukun Huang, Leonardo F. R. Ribeiro, Momchil Hardalov et al.