Papers
Assessing the Sensitivity and Alignment of FOL Closeness Metrics
Ramya Keerthy Thatikonda, Wray Buntine, Ehsan Shareghi
BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models
Xu Huang, Wenhao Zhu, Hanxu Hu et al.
FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering
Yitao Long, Tiansheng Hu, Yilun Zhao et al.
Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems
Qian Xiong, Yuekai Huang, Ziyou Jiang et al.
M-Ped: Multi-Prompt Ensemble Decoding for Large Language Models
Jiaxin Guo, Daimeng Wei, Yuanchang Luo et al.
DecisionFlow: Advancing Large Language Model as Principled Decision Maker
Xiusi Chen, Shanyong Wang, Cheng Qian et al.
Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
Sheldon Yu, Yuxin Xiong, Junda Wu et al.
Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts
Yuu Jinnai, Ukyo Honda
Self-Ensemble: Mitigating Confidence Distortion for Large Language Models
Zicheng Xu, Guanchu Wang, Guangyao Zheng et al.
Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging
Hua Farn, Hsuan Su, Shachi H. Kumar et al.
PATIMT-Bench: A Multi-Scenario Benchmark for Position-Aware Text Image Machine Translation in Large Vision-Language Models
Wanru Zhuang, Wenbo Li, Zhibin Lan et al.
FigEx: Aligned Extraction of Scientific Figures and Captions
Jifeng Song, Arun Das, Ge Cui et al.
SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models
Jun Rao, Yunjie Liao, Xuebo Liu et al.
FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models
Kaiying Kevin Lin, Hsi-Yu Chen, Haopeng Zhang
When Instructions Multiply: Measuring and Estimating LLM Capabilities of Multiple Instructions Following
Keno Harada, Yudai Yamazaki, Masachika Taniguchi et al.
DAVIS: Planning Agent with Knowledge Graph-Powered Inner Monologue
Minh Pham Dinh, Michael G Yankoski, Munira Syed et al.
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers’ Guidance
Jingxian Xu, Mengyu Zhou, Weichang Liu et al.
Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism
Zhiwei Wang, Yunji Wang, Zhongwang Zhang et al.
DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains
Yongkang Xiao, Sinian Zhang, Yi Dai et al.
VerifiAgent: a Unified Verification Agent in Language Model Reasoning
Jiuzhou Han, Wray Buntine, Ehsan Shareghi
OkraLong: A Flexible Retrieval-Augmented Framework for Long-Text Question Answering
Yulong Hui, Yihao Liu, Yao Lu et al.
VisualEDU: A Benchmark for Assessing Coding and Visual Comprehension through Educational Problem-Solving Video Generation
Hao Chen, Tianyu Shi, Pengran Huang et al.
KELE: A Multi-Agent Framework for Structured Socratic Teaching with Large Language Models
Xian Peng, Pan Yuan, Dong Li et al.
Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning
Jiabao Kang, Xinye Li, Liyan Xu et al.
GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models
Jialin Chen, Houyu Zhang, Seongjun Yun et al.