Papers
CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs
Jinyoung Kim, Ji Won Yoon
Compositional Generalisation for Explainable Hate Speech Detection
Agostina Calabrese, Tom Sherborne, Björn Ross et al.
Transplant Then Regenerate: A New Paradigm for Text Data Augmentation
Guangzhan Wang, Hongyu Zhang, Beijun Shen et al.
iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use
Yirong Zeng, Xiao Ding, Yuxian Wang et al.
Translation in the Hands of Many: Centering Lay Users in Machine Translation Interactions
Beatrice Savoldi, Alan Ramponi, Matteo Negri et al.
Few-Shot Open-Set Classification via Reasoning-Aware Decomposition
Avyav Kumar Singh, Helen Yannakoudakis
PoseStitch-SLT: Linguistically Inspired Pose-Stitching for End-to-End Sign Language Translation
Abhinav Joshi, Vaibhav Sharma, Sanjeet Singh et al.
Section-Level Simplification of Biomedical Abstracts
Jan Bakker, Jaap Kamps
Textual Aesthetics in Large Language Models
Lingjie Jiang, Shaohan Huang, Xun Wu et al.
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering
Zixin Chen, Sicheng Song, KaShun Shum et al.
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition
She Yifei, Xinhao Wei, Yulong Wang
DiplomacyAgent: Do LLMs Balance Interests and Ethical Principles in International Events?
Jianxiang Peng, Ling Shi, Xinwei Wu et al.
Mind the Inclusivity Gap: Multilingual Gender-Neutral Translation Evaluation with mGeNTE
Beatrice Savoldi, Giuseppe Attanasio, Eleonora Cupin et al.
PRIM: Towards Practical In-Image Multilingual Machine Translation
Yanzhi Tian, Zeming Liu, Zhengyang Liu et al.
MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning
Wenshuo Zhao, Haoxing Zhai, Xinyu Qiu et al.
MAVL: A Multilingual Audio-Video Lyrics Dataset for Animated Song Translation
Woohyun Cho, Youngmin Kim, Sunghyun Lee et al.
Astra: Efficient Transformer Architecture and Contrastive Dynamics Learning for Embodied Instruction Following
Yueen Ma, DaFeng Chi, Shiguang Wu et al.
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration
Xurui Li, Wanghaijiao, Kaisong Song et al.
MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media
Wei Zhai, Nan Bai, Qing Zhao et al.
A Probabilistic Inference Scaling Theory for LLM Self-Correction
Zhe Yang, Yichang Zhang, Yudong Wang et al.
The Impact of Negated Text on Hallucination with Large Language Models
Jaehyung Seo, Hyeonseok Moon, Heuiseok Lim
START: Self-taught Reasoner with Tools
Chengpeng Li, Mingfeng Xue, Zhenru Zhang et al.
AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification
Xuan Zhang, Yongliang Shen, Zhe Zheng et al.
Do Large Language Models Truly Grasp Addition? A Rule-Focused Diagnostic Using Two-Integer Arithmetic
Yang Yan, Yu Lu, Renjun Xu et al.
RLAE: Reinforcement Learning-Assisted Ensemble for LLMs
Yuqian Fu, Yuanheng Zhu, Jiajun Chai et al.