Papers
TROJail: Trajectory-Level Optimization for Multi-Turn Large Language Model Jailbreaks with Process Rewards
Xiqiao Xiong, Ouxiang Li, Zhuo Liu et al.
SELECting over Tokens: Curating Pre-training Data at Scale via Token Classification
Xin Tong, Weidong Zhang, Jiaang Li et al.
MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation
Chi-Hsiang Hsiao, Yi-Cheng Wang, Tzung-Sheng Lin et al.
Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization
Kerem Zaman, Shashank Srivastava
Reinforced Efficient Reasoning via Semantically Diverse Exploration
Ziqi Zhao, Zhaochun Ren, Jiahong Zou et al.
REMIND: Memorization and Unlearning in LLMs Through the Lens of Input Loss Landscapes
Liran Cohen, Yaniv Nemcovsky, Avi Mendelson
Beyond Variance: Knowledge-Aware LLM Compression via Fisher-Aligned Subspace Diagnostics
Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma
SharVeT: Similarity-aware Parameter Sharing with Vector-based Tuning for Efficient LLM Compression
Jeongin Yun, Jaeri Lee, Jongjin Kim et al.
Typology-Aware Multilingual Morphosyntactic Parsing with Joint Abstract Node Modeling
Kutay Acar, Gülşen Eryiğit
Macaron: Controlled, Human-Written Benchmark for Multilingual and Multicultural Reasoning via Template-Filling
Alaa Elsetohy, Sama Hadhoud, Haryo Akbarianto Wibowo et al.
TRAC: Teacher-Guided Token Reward with Adaptive Calibration for Robust Policy Optimization
Sitong Wu, Haoru Tan, Xichen Zhang et al.
Tackling the Root of Misinformation by Teaching Laypeople about Logical Fallacies via Socratic Questioning and Critical Argumentation
Minjing Shi, Junling Wang, Jingwei Ni et al.
Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning
YongKang Liu, Xingle Xu, Ercong Nie et al.
NaturalGAIA: A Verifiable Benchmark and Hierarchical Framework for Long-Horizon GUI Tasks
Zihan Zheng, Tianle Cui, Taoran Wang et al.
Influence-based Online Experience Selection for Effective RLHF
Yifan Gong, Jing Yao, Xiting Wang et al.
Preference Heads in Large Language Models: A Mechanistic Framework for Interpretable Personalization
Weixu Zhang, Ye Yuan, Changjiang Han et al.
A Multilingual Social Bias Benchmark Incorporating Thinking Processes
Masahiro Kaneko, Danushka Bollegala, Timothy Baldwin
CIG: Measuring Conversational Information Gain in Deliberative Dialogues with Semantic Memory Dynamics
Ming-Bin Chen, Jey Han Lau, Lea Frermann
Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations?
Anvesh Rao Vijjini, Sagar B. Manjunath, Snigdha Chaturvedi
ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging
Junyao Yang, Chen Qian, Wen Shen et al.
REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation
FuLin Shi, Wenyi Xiao, Leilei Gan et al.
TokDrift: When LLM Speaks in Subwords but Code Speaks in Grammar
Yinxi Li, Yuntian Deng, Pengyu Nie
MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning?
Yuandong Wang, Yao Cui, Yuxin Zhao et al.
FIGMA: Towards FIne-Grained Music retrievAl
Nishit Anand, Ashish Seth, Sreyan Ghosh et al.
KARL: Reinforcement Learning for LLM Agents on Multi-Turn Knowledge-Intensive Agentic Tasks
Xueqiao Sun, Xiao Liu, Bowen Lv et al.