Papers
Can Reasoning Path still be Effective as Input? Bridging Post-Reasoning to Chain-of-Thought Compression
Chengzhengxu Li, Xiaoming Liu, Zhaohan Zhang et al.
Polymorphic Universal Transformer
Yilong Chen, Zitian Gao, Yihao Xiao et al.
Why Does Reinforcement Learning Generalize? A Feature-Level Mechanistic Study of Post-Training in Large Language Models
Dan Shi, Zhuowen Han, Simon Ostermann et al.
One Refiner to Unlock Them All: Inference-Time Reasoning Elicitation via Reinforcement Query Refinement
Yixiao Zhou, Dongzhou Cheng, Zhiliang wu et al.
Discovering a Shared Logical Subspace: Steering LLM Logical Reasoning via Alignment of Natural-Language and Symbolic Views
Feihao Fang, My T. Thai, Yuanyuan Lei
Fast and Accurate Fisher-Guided Quantization via Efficient Kronecker Factorization
Viktoriia A. Chekalina, Gerasin Timofey, Andrey Kuznetsov et al.
MemCoRL: Alternating Co-Optimization of Memory Retrieval and Utilization via Collaborative Reinforcement Learning
Yuewen Liu, Peng Xu, Muxi Diao et al.
More Aligned, Less Diverse? Analyzing the Grammar and Lexicon of Two Generations of LLMs
Adrián Gude, Roi Santos-Rios, Francis Bond et al.
S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview
Guanqun Bi, Zhoufu Liu, Zhuang Chen et al.
Uncertainty-Aware Routing for Principled Alignment with MoE Dynamics
Yilong Chen, Junyuan Shang, Yuchen Feng et al.
JoPR: Joint Emotion Perception and Reasoning for Conversational Emotion Recognition
Yumeng Fu, Weitao Huang, Junjie Wu et al.
BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes
Baichuan Huang, Ananth Balashankar, Amir Aminifar
ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering
Francesco Maria Molfese, Luca Moroni, Ciro Porcaro et al.
HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models
Feiyu Zhao, Yiming Chen, Wenhuan Lu et al.
ImpRIF: Stronger Implicit Reasoning Leads to Better Complex Instruction Following
Yuancheng Yang, Lin Yang, Xu Wang et al.
SciCoQA: Quality Assurance for Scientific Paper–Code Alignment
Tim Baumgärtner, Iryna Gurevych
G-IdiomAlign: A Gloss-Pivoted Benchmark for Cross-Lingual Idiom Alignment
Fengying Ye, Yanming Sun, Runzhe Zhan et al.
SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models
Jinyuan Fang, Zaiqiao Meng, Craig Macdonald
Trait Activation in Silicon: A Situation-Aware Framework for Psychologically Grounded Role-Playing
Zuolong Li, Pingyu Wu, Xianwen Huang et al.
QuDAR: Query-Wise Dual-Perspective Adaptive Retrieval
Joeun Kim, Seunghyouk Yoon, Xuan-Bach Le et al.
FLAIR: Steering LLM Mathematical Problem Solving based on A Fuzzy-Logic-AssIsted Reasoner
Hao Wu, Hongru Sun, Wanqing Li et al.
Teaching LLMs Human-Like Editing of Inappropriate Argumentation via Reinforcement Learning
Timon Ziegenbein, Maja Stahl, Henning Wachsmuth
NaviMaster: Learning a Unified Policy for GUI and Embodied Navigation Tasks
Zhihao Luo, Wentao Yan, Jingyu Gong et al.
Confidence Should Be Calibrated More Than One Turn Deep
Zhaohan Zhang, Chengzhengxu Li, Xiaoming Liu et al.
Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification
Jiho Gwak, Yuchul Jung