Papers
MPO: Boosting LLM Agents with Meta Plan Optimization
Weimin Xiong, Yifan Song, Qingxiu Dong et al.
Can We Steer Reasoning Direction by Thinking Intervention?
Xingsheng Zhang, Luxi Xing, Chen Zhang et al.
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs
Zhongzhan Huang, Guoming Ling, Yupei Lin et al.
HierPrompt: Zero-Shot Hierarchical Text Classification with LLM-Enhanced Prototypes
Qian Zhang, Qinliang Su, Wei Zhu et al.
Text-centric Alignment for Bridging Test-time Unseen Modality
Yun-Da Tsai, Ting-Yu Yen, Pei-Fu Guo et al.
Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing
Zichen Wu, Hsiu-Yuan Huang, Yunfang Wu
PREE: Towards Harmless and Adaptive Fingerprint Editing in Large Language Models via Knowledge Prefix Enhancement
Xubin Yue, Zhenhua Xu, Wenpeng Xing et al.
RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting
Ashish Mittal, Sunita Sarawagi, Preethi Jyothi
MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition
Yaqi Chen, Hao Zhang, Wenlin Zhang et al.
Role-Guided Annotation and Prototype-Aligned Representation Learning for Historical Literature Sentiment Classification
Hongfei Du, Jiacheng Shi, Jacobo Myerston et al.
Multilingual Collaborative Defense for Large Language Models
Hongliang Li, Jinan Xu, Gengping Cui et al.
CDT: A Comprehensive Capability Framework for Large Language Models Across Cognition, Domain, and Task
Haosi Mo, Xinyu Ma, Xuebo Liu et al.
Convolutional LoRA Aggregation for Unseen Tasks Adaptation
Xinhao Wu, Jialin Liu, Yutai Duan et al.
PIP: Perturbation-based Iterative Pruning for Large Language Models
Yi Cao, Wei-Jie Xu, Yucheng Shen et al.
From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs
Jiaxiang Chen, Zhuo Wang, Mingxi Zou et al.
PD3F: A Pluggable and Dynamic DoS-Defense Framework against resource consumption attacks targeting Large Language Models
Yuanhe Zhang, Xinyue Wang, Haoran Gao et al.
SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs
Zhiqiang Liu, Enpei Niu, Yin Hua et al.
Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models
Youan Cong, Pritom Saha Akash, Cheng Wang et al.
Your Semantic-Independent Watermark is Fragile: A Semantic Perturbation Attack against EaaS Watermark
Zekun Fei, Biao Yi, Jianing Geng et al.
Chain-of-Interactions: Multi-step Iterative ICL Framework for Abstractive Task-Oriented Dialogue Summarization of Conversational AI Interactions
Jason Lucas, John Chen, Ali Al-Lawati et al.
Learning SQL Like a Human: Structure-Aware Curriculum Learning for Text-to-SQL Generation
Xiaohu Zhu, Qian Li, Lizhen Cui et al.
Enhancing Hate Speech Classifiers through a Gradient-assisted Counterfactual Text Generation Strategy
Michael Van Supranes, Shaowen Peng, Shoko Wakamiya et al.
LNE-Blocking: An Efficient Framework for Contamination Mitigation Evaluation on Large Language Models
Ruijie Hou, Yueyang Jiao, Hanxu Hu et al.
DocAssistant: Integrating Key-region Reading and Step-wise Reasoning for Robust Document Visual Question Answering
Jinxu Zhang, Qiyuan Fan, Yu Zhang
SafeConf: A Confidence-Calibrated Safety Self-Evaluation Method for Large Language Models
Bo Zhang, Cong Gao, Linkang Yang et al.