Papers
Dynamic Evaluation for Oversensitivity in LLMs
Sophia Xiao Pu, Sitao Cheng, Xin Eric Wang et al.
Toward Inclusive Language Models: Sparsity-Driven Calibration for Systematic and Interpretable Mitigation of Social Biases in LLMs
Prommy Sultana Hossain, Chahat Raj, Ziwei Zhu et al.
Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective
Pengfei He, Zitao Li, Yue Xing et al.
PromptKeeper: Safeguarding System Prompts for LLMs
Zhifeng Jiang, Zhihua Jin, Guoliang He
Automating eHMI Action Design with LLMs for Automated Vehicle Communication
Ding Xia, Xinyue Gui, Fan Gao et al.
MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation
Xinping Lei, Tong Zhou, Yubo Chen et al.
VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation
Yuansheng Ni, Ping Nie, Kai Zou et al.
Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment
Jiahuan Pei, Fanghua Ye, Xin Sun et al.
Distill Visual Chart Reasoning Ability from LLMs to MLLMs
Wei He, Zhiheng Xi, Wanxu Zhao et al.
ThinkAnswer Loss: Balancing Semantic Similarity and Exact Matching for LLM Reasoning Enhancement
Shan Yang, Kun Wu, Zeju Li et al.
Instance-level Randomization: Toward More Stable LLM Evaluations
Yiyang Li, Yonghuang Wu, Ying Luo et al.
SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs
Zhiqiang Liu, Enpei Niu, Yin Hua et al.
From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs
Jiaxiang Chen, Zhuo Wang, Mingxi Zou et al.
MPO: Boosting LLM Agents with Meta Plan Optimization
Weimin Xiong, Yifan Song, Qingxiu Dong et al.
FlexQuant: A Flexible and Efficient Dynamic Precision Switching Framework for LLM Quantization
Fangxin Liu, Zongwu Wang, Jinhong Xia et al.
Benchmarking Uncertainty Metrics for LLM Target-Aware Search
Pei-Fu Guo, Yun-Da Tsai, Shou-De Lin
Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions
Zirui Wu, Xiao Liu, Jiayi Li et al.
Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization
Zhengzhao Lai, Youbin Zheng, Zhenyang Cai et al.
Cross-Cultural Transfer of Commonsense Reasoning in LLMs: Evidence from the Arab World
Saeed Almheiri, Rania Elbadry, Mena Attia et al.
Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks
Sheng Liu, Qiang Sheng, Danding Wang et al.
GenPoE: Generative Passage-level Mixture of Experts for Knowledge Enhancement of LLMs
Xuebing Liu, Shanbao Qiao, Seung-Hoon Na
X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Jailbreak Attacks without Compromising Usability
Xiaoya Lu, Dongrui Liu, Yi Yu et al.
The “r” in “woman” stands for rights. Auditing LLMs in Uncovering Social Dynamics in Implicit Misogyny
Arianna Muti, Chris Emmery, Debora Nozza et al.
LLMs are Privacy Erasable
Zipeng Ye, Wenjian Luo
DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation
Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani et al.