Papers
TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection
Wei Wu, Zhuoshi Pan, Kun Fu et al.
Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks
Xubo Qin, Jun Bai, Jiaqi Li et al.
Mixing Inference-time Experts for Enhancing LLM Reasoning
Soumya Sanyal, Tianyi Xiao, Xiang Ren
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance
Shehzeen Samarah Hussain, Paarth Neekhara, Xuesong Yang et al.
Improving Context Fidelity via Native Retrieval-Augmented Reasoning
Suyuchen Wang, Jinlin Wang, Xinyu Wang et al.
DCP: Dual-Cue Pruning for Efficient Large Vision-Language Models
Lei Jiang, Zixun Zhang, Yuting Zeng et al.
BIRD: Bronze Inscription Restoration and Dating
Wenjie Hua, Hoang H Nguyen, Gangyan Ge
Leveraging Large Models to Evaluate Novel Content: A Case Study on Advertisement Creativity
Zhaoyi Joey Hou, Adriana Kovashka, Xiang Lorraine Li
A Sequential Multi-Stage Approach for Code Vulnerability Detection via Confidence- and Collaboration-based Decision Making
Chung-Nan Tsai, Xin Wang, Cheng-Hsiung Lee et al.
STRICT: Stress-Test of Rendering Image Containing Text
Tianyu Zhang, Xinyu Wang, Lu Li et al.
Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework
Cai Ke, Yiming Du, Bin Liang et al.
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning
Lang Cao, Yingtian Zou, Chao Peng et al.
The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT
Linyao Yang, Jian-Tao Huang, Yafei Lu et al.
MMAG: Multimodal Learning for Mucus Anomaly Grading in Nasal Endoscopy via Semantic Attribute Prompting
Xinpan Yuan, Mingzhu Huang, Liujie Hua et al.
Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary
Licheng Pan, Yongqi Tong, Xin Zhang et al.
‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ?
Huy Nghiem, Phuong-Anh Nguyen-Le, John Prindle et al.
Attention-guided Self-reflection for Zero-shot Hallucination Detection in Large Language Models
Qiang Liu, Xinlong Chen, Yue Ding et al.
MultiDocFusion : Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents
Joongmin Shin, Chanjun Park, Jeongbae Park et al.
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning
Yu Liu, Yanan Cao, Xixun Lin et al.
Tool Preferences in Agentic LLMs are Unreliable
Kazem Faghih, Wenxiao Wang, Yize Cheng et al.
EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models
Tao Zou, Xinghua Zhang, Haiyang Yu et al.
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction
Feng Zhao, Ruoyu Chai, Kangzheng Liu et al.
Distribution Prompting: Understanding the Expressivity of Language Models Through the Next-Token Distributions They Can Produce
Haojin Wang, Zining Zhu, Freda Shi
GAP: a Global Adaptive Pruning Method for Large Language Models
Zhihua Ban, Haotian Ma, Siheng Zhang et al.
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs
Michiharu Yamashita, Thanh Tran, Delvin Ce Zhang et al.