Papers
Bhaasha, Bhāṣā, Zaban: A Survey for Low-Resourced Languages in South Asia – Current Stage and Challenges
Sampoorna Poria, Xiaolei Huang
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models
Chenlu Guo, Yi Chang, Yuan Wu
ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion
Rana Shahroz, Dongwen Tang, Pingzhi Li et al.
Flexible Thinking for Multimodal Emotional Support Conversation via Reinforcement Learning
Fanfan Wang, Xiangqing Shen, Jianfei Yu et al.
From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems
Xiuchao Sui, Daiying Tian, Qi Sun et al.
Large Language Model Evaluation via Matrix Nuclear-Norm
Yahan Li, Tingyu Xia, Yuan Wu et al.
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation
Jiahao Cheng, Tiancheng Su, Jia Yuan et al.
Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA
Patryk Marszałek, Klaudia Bałazy, Jacek Tabor et al.
Natural Context Drift Undermines the Natural Language Understanding of Large Language Models
Yulong Wu, Viktor Schlegel, Riza Batista-Navarro
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations
Shuo Li, Jiajun Sun, Guodong Zheng et al.
Dagger Behind Smile: Fool LLMs with a Happy Ending Story
Xurui Song, Zhixin Xie, Shuo Huai et al.
English as Defense Proxy: Mitigating Multilingual Jailbreak via Eliciting English Safety Knowledge
Zekai Zhang, Yiduo Guo, Jiuheng Lin et al.
LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation
Leqi Zheng, Chaokun Wang, Canzhi Chen et al.
Multilingual Verbalisation of Knowledge Graphs
Yifei Song, William Soto Martinez, Anna Nikiforovskaya et al.
SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning
Yuhao Zhang, Shaoming Duan, Jinhang Su et al.
LEAF: Large Language Diffusion Model for Time Series Forecasting
Yuhang Pei, Tao Ren, Yifan Wang et al.
Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning
Zhaohui Yang, Yuxiao Ye, Shilei Jiang et al.
GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models
Min Zeng, Jingfei Sun, Xueyou Luo et al.
Two Steps from Hell: Compositionality on Chemical LMs
Veronika Ganeeva, Kuzma Khrabrov, Artur Kadurin et al.
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness
Yusheng Zhao, Xiao Luo, Junyu Luo et al.
Aligning Black-Box LLMs for Aspect Sentiment Quad Prediction
Shichen Li, Jiawei Zhang, Zhongqing Wang et al.
Optimizing Cross-Client Domain Coverage for Federated Instruction Tuning of Large Language Models
Zezhou Wang, Yaxin Du, Xingjun Ma et al.
DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms
Xiaojun Bi, Shuo Li, Junyao Xing et al.
Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models
Haibo Wang, Zhiyang Xu, Yu Cheng et al.
GenPilot: A Multi-Agent System for Test-Time Prompt Optimization in Image Generation
Wen Ye, Zhaocheng Liu, Gui Yuwei et al.