Papers
AttnPO: Attention-Guided Process Supervision for Efficient Reasoning
Shuaiyi Nie, Dingsiyu, Wenyuan Zhang et al.
LLM Safety From Within: Detecting Harmful Content with Internal Representations
Difan Jiao, Yilun Liu, Ye Yuan et al.
ASTRA: An Automated Framework for Strategy Discovery, Retrieval, and Evolution for Jailbreaking LLMs
Xu Liu, Yan Chen, Kan Ling et al.
PDTrim: Targeted Pruning for Prefill-Decode Disaggregation in Inference
Hao Zhang, Lyu Mengsi, Zhuo Chen et al.
Rethinking Depression Prediction from a Fine-Grained Subscore Modeling Perspective via Multi-Task Learning
Zhenguang Wang, Bo Li, Wenhui Tan et al.
KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality
Baochang Ren, Shuofei Qiao, Ningyu Zhang et al.
DARM: Distribution-Aware Reward Modeling by Alleviating Biases from Low Preference-Context Dependency Data
Shaofan Liu, Guoqiang Zhang, Shihan Dou et al.
Deep Supervised Contrastive Learning of Pitch Contours for Robust Pitch Accent Classification in Seoul Korean
Hyunjung Joo, GyeongTaek Lee
LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging
Seungeon Lee, Soumi Das, Manish Gupta et al.
Towards Trustworthy Smart Contract Synthesis: A Multi-Agent Framework with Lean-Based Verification
Bowei Zhang, Hanbing Liu, Qixin Tian et al.
Robust Membership Inference for Large Language Models under Adversarial Generative Corruption
Yuanhong Huang, Huili Wang, Xueying Bai et al.
Chain-of-Thought as a Lens: Evaluating Structured Reasoning Alignment between Human Preferences and Large Language Models
Boxuan Wang, Zhuoyun Li, Xinmiao Huang et al.
Zero-shot Large Language Models for Automatic Readability Assessment
Riley Grossman, Yi Chen
Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs
Xuancheng Li, Haitao Li, Yujia Zhou et al.
ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training
Yu Liang, Liangxin Liu, Longzheng Wang et al.
A Survey of Deep Learning for Geometry Problem Solving
Jianzhe Ma, Wenxuan Wang, Qin Jin
MARCH: Multi-Agent Reinforced Check for Hallucination
Zhuo Li, Yupeng Zhang, Pengyu Cheng et al.
Figure It Out: Improve the Frontier of Reasoning with Executable Visual States
Meiqi Chen, Fandong Meng, Jie Zhou
REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval
Rishita Agarwal, Himanshu Singhal, Peter Baile Chen et al.
ERCThinker: Fast-Slow Thinking for Emotion Recognition in Conversation
Yumeng Fu, Weitao Huang, Junjie Wu et al.
Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations
Xinyue Fang, Zhiliang Tian, Zhen Huang et al.
Please refuse to answer me! Mitigating Over-Refusal in Large Language Models via Adaptive Contrastive Decoding
Yupeng Qi, Ziyu Lyu, Lixin Cui et al.
On-policy Reinforcement Fine-tuning with Offline reward for Multi-step Embodied Planning
Di Wu, Jiaxin Fan, Chloe Gu et al.
Mitigating Safety Context Amnesia in Multimodal Reasoning Models via Intent-Guided Safety Reasoning
Xiyao Dong, Guangsheng Cheng, YiLong Chen et al.