Papers
Genre Matters: How Text Types Interact with Decoding Strategies and Lexical Predictors in Shaping Reading Behavior
Lena Sophia Bolliger, Lena Ann Jäger
NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning
Wei Liu, Siya Qi, Xinyu Wang et al.
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment
Wenrui Cai, Chengyu Wang, Junbing Yan et al.
Teach Small Models to Reason by Curriculum Distillation
Wangyi Jiang, Yaojie Lu, Hongyu Lin et al.
GATEAU: Selecting Influential Samples for Long Context Alignment
Shuzheng Si, Haozhe Zhao, Gang Chen et al.
From Unaligned to Aligned: Scaling Multilingual LLMs with Multi-Way Parallel Corpora
Yingli Shen, Wen Lai, Shuo Wang et al.
PSET: a Phonetics-Semantics Evaluation Testbed
Gianluca Sperduti, Dong Nguyen
TopicAttack: An Indirect Prompt Injection Attack via Topic Transition
Yulin Chen, Haoran Li, Yuexin Li et al.
Formalizing Style in Personal Narratives
Gustave Cortal, Alain Finkel
Context-Aware Membership Inference Attacks against Pre-trained Large Language Models
Hongyan Chang, Ali Shahin Shamsabadi, Kleomenis Katevas et al.
Confounding Factors in Relating Model Performance to Morphology
Wessel Poelman, Thomas Bauwens, Miryam de Lhoneux
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts
Yimu Wang, Mozhgan Nasr Azadani, Sean Sedwards et al.
What Do Indonesians Really Need from Language Technology? A Nationwide Survey
Muhammad Dehan Al Kautsar, Lucky Susanto, Derry Tanti Wijaya et al.
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
Yicheng Ji, Jun Zhang, Heming Xia et al.
InfoGain-RAG: Boosting Retrieval-Augmented Generation through Document Information Gain-based Reranking and Filtering
Zihan Wang, Zihan Liang, Zhou Shao et al.
NOVA-63: Native Omni-lingual Versatile Assessments of 63 Disciplines
Jinyang Zhang, Kexin Yang, Yu Wan et al.
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering
Junnan Zhu, Jingyi Wang, Bohan Yu et al.
ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation
Minghua He, Yue Chen, Fangkai Yang et al.
Arena-lite: Efficient and Reliable Large Language Model Evaluation via Tournament-Based Direct Comparisons
Seonil Son, Ju-Min Oh, Heegon Jin et al.
Selective Preference Optimization via Token-Level Reward Function Estimation
Kailai Yang, Zhiwei Liu, Qianqian Xie et al.
EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint
Zhenhua Xu, Meng Han, Wenpeng Xing
Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess
Yikuan Xia, Jiazun Chen, Sujian Li et al.
CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor
Zhenhua Xu, Xixiang Zhao, Xubin Yue et al.
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
Yiqi Li, Yusheng Liao, Zhe Chen et al.