Papers
Stimulate the Critical Thinking of LLMs via Debiasing Discussion
Ruiyu Xiao, Lei Wu, Yuanxing Liu et al.
Reward-Shifted Speculative Sampling Is An Efficient Test-Time Weak-to-Strong Aligner
Bolian Li, Yanran Wu, Xinyu Luo et al.
Unlearning vs. Obfuscation: Are We Truly Removing Knowledge?
Guangzhi Sun, Potsawee Manakul, Xiao Zhan et al.
Towards Statistical Factuality Guarantee for Large Vision-Language Models
Zhuohang Li, Chao Yan, Nicholas J Jackson et al.
Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation
Keane Ong, Rui Mao, Deeksha Varshney et al.
Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus
Yangyifan Xu, Shuo Ren, Jiajun Zhang
DEL-ToM: Inference-Time Scaling for Theory-of-Mind Reasoning via Dynamic Epistemic Logic
Yuheng Wu, Jianwen Xie, Denghui Zhang et al.
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
Yunzhi Yao, Jizhan Fang, Jia-Chen Gu et al.
Dual-Path Dynamic Fusion with Learnable Query for Multimodal Sentiment Analysis
Miao Zhou, Lina Yang, Thomas Wu et al.
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time
Junyu Zhang, Runpei Dong, Han Wang et al.
Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction
Huanxin Sheng, Xinyi Liu, Hangfeng He et al.
Interdisciplinary Research in Conversation: A Case Study in Computational Morphology for Language Documentation
Enora Rice, Katharina von der Wense, Alexis Palmer
Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models
Zeping Yu, Yonatan Belinkov, Sophia Ananiadou
ResFormer: All-Time Reservoir Memory for Long Sequence Classification
Hongbo Liu, Jia Xu
SUA: Stealthy Multimodal Large Language Model Unlearning Attack
Xianren Zhang, Hui Liu, Delvin Ce Zhang et al.
LATTE: Learning to Think with Vision Specialists
Zixian Ma, Jianguo Zhang, Zhiwei Liu et al.
Towards Infinite-Long Prefix in Transformer
Yingyu Liang, Zhenmei Shi, Zhao Song et al.
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments
Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma
Circuit Complexity Bounds for RoPE-based Transformer Architecture
Bo Chen, Xiaoyu Li, Yingyu Liang et al.
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains
Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma
Voice of a Continent: Mapping Africa’s Speech Technology Frontier
AbdelRahim A. Elmadany, Sang Yun Kwon, Hawau Olamide Toyin et al.
Long-Form Information Alignment Evaluation Beyond Atomic Facts
Danna Zheng, Mirella Lapata, Jeff Z. Pan
A Computational Simulation of Language Production in First Language Acquisition
Yuan Gao, Weiwei Sun
NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities
Abdellah El Mekki, Houdaifa Atou, Omer Nacar et al.
NeuroAda: Activating Each Neuron’s Potential for Parameter-Efficient Fine-Tuning
Zhi Zhang, Yixian Shen, Congfeng Cao et al.