Papers
Do LLMs Know and Understand Domain Conceptual Knowledge?
Sijia Shen, Feiyan Jiang, Peiyan Wang et al.
MCiteBench: A Multimodal Benchmark for Generating Text with Citations
Caiyu Hu, Yikai Zhang, Tinghui Zhu et al.
Constructing Your Model’s Value Distinction: Towards LLM Alignment with Anchor Words Tuning
Zhen Yang, Ping Jian, Chengzhi Li et al.
The Green KNIGHT: Green Machine Translation with Knowledge-Distilled, Narrow, Inexpensive, Greedy, Hybrid Transformers
Andreas Guta, Frithjof Petrick, Peter Polák
UTMath: A Benchmark for Math Evaluation with Unit Test
Bo Yang, Qingping Yang, Yingwei Ma et al.
MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation
Chenghao Yang, Yinbo Luo, Zhoufutu Wen et al.
Retrieval-Augmented Machine Translation with Unstructured Knowledge
Jiaan Wang, Fandong Meng, Yingxue Zhang et al.
Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics
Sheng Jin, Haoming Wang, Zhiqi Gao et al.
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance
Xixi Wang, Miguel Costa, Jordanka Kovaceva et al.
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning
Xiaoyun Zhang, Jingqing Ruan, Xing Ma et al.
LLM Jailbreak Detection for (Almost) Free!
Guorui Chen, Yifan Xia, Xiaojun Jia et al.
E-Verify: A Paradigm Shift to Scalable Embedding-based Factuality Verification
Zeyang Liu, Jingfeng Xue, Xiuqi Yang et al.
CANDY: Benchmarking LLMs’ Limitations and Assistive Potential in Chinese Misinformation Fact-Checking
Ruiling Guo, Xinwei Yang, Chen Huang et al.
DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation
Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani et al.
How Good are LLM-based Rerankers? An Empirical Analysis of State-of-the-Art Reranking Models
Abdelrahman Abdallah, Bhawna Piryani, Jamshid Mozafari et al.
LLMs are Privacy Erasable
Zipeng Ye, Wenjian Luo
Benchmarking Critical Questions Generation: A Challenging Reasoning Task for Large Language Models
Blanca Calvo Figueras, Rodrigo Agerri
Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps
Yijiong Yu, Zhixiao Qi, Yongfeng Huang et al.
SPO: Self Preference Optimization with Self Regularization
Yuhao Sun, Yifan Zhang, Quandong Wang et al.
CodeContests+: High-Quality Test Case Generation for Competitive Programming
Zihan Wang, Siyao Liu, Yang Sun et al.
XTRA: Cross-Lingual Topic Modeling with Topic and Representation Alignments
Tien Phat Nguyen, Ngo Vu Minh, Tung Nguyen et al.
BanglaByT5: Byte-Level Modelling for Bangla
Pramit Bhattacharyya, Arnab Bhattacharya
Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation
Jan Cegin, Branislav Pecher, Jakub Simko et al.
Why We Feel What We Feel: Joint Detection of Emotions and Their Opinion Triggers in E-commerce
Arnav Attri, Anuj Attri, Suman Banerjee et al.