Papers
Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness
Lotem Peled-Cohen, Maya Zadok, Nitay Calderon et al.
Modeling Subjectivity in Cognitive Appraisal with Language Models
Yuxiang Zhou, Hainiu Xu, Desmond C. Ong et al.
LLM Agents for Education: Advances and Applications
Zhendong Chu, Shen Wang, Jian Xie et al.
Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond
Yinghao Hu, Yaoyao Yu, Leilei Gan et al.
SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity
Xiangyu Xi, Deyang Kong, Jian Yang et al.
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning
Zhibin Lan, Liqiang Niu, Fandong Meng et al.
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis
Shuang Sun, Huatong Song, Yuhao Wang et al.
LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning
Yining Huang, Bin Li, Keke Tang et al.
LAVa: Layer-wise KV Cache Eviction with Dynamic Budget Allocation
Yiqun Shen, Song Yuan, Zhengze Zhang et al.
SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion
Mengxue Yang, Chun Yang, Jiaqi Zhu et al.
Adversary-Aware DPO: Enhancing Safety Alignment in Vision Language Models via Adversarial Training
Fenghua Weng, Jian Lou, Jun Feng et al.
On the Correspondence between the Squared Norm and Information Content in Text Embeddings
Enrique Amigo, Adrian Ghajari, Alejandro Benito-Santos et al.
MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique
Gailun Zeng, Ziyang Luo, Hongzhan Lin et al.
InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding
Cheng Jiayang, Qianqian Zhuang, Haoran Li et al.
Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning
Huatong Song, Jinhao Jiang, Wenqing Tian et al.
RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing
Hao Xiang, Tianyi Tang, Yang Su et al.
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot
Xiang Cheng, Chengyan Pan, Minjun Zhao et al.
KBAlign: Efficient Self Adaptation on Specific Textual Knowledge Bases
Zheni Zeng, Yuxuan Chen, Shi Yu et al.
HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning
Zhenyi Wang, Yapeng Jia, Haiyan Ning et al.
MultiConIR: Towards Multi-Condition Information Retrieval
Xuan Lu, Sifan Liu, Bochao Yin et al.
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders
Tatsuro Inaba, Go Kamoda, Kentaro Inui et al.
From Remembering to Metacognition: Do Existing Benchmarks Accurately Evaluate LLMs?
Geng Zhang, Yizhou Ying, Sihang Jiang et al.
A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models
Sriram Balasubramanian, Samyadeep Basu, Soheil Feizi
Permitted Knowledge Boundary: Evaluating the Knowledge-Constrained Responsiveness of Large Language Models
Wenrui Bao, Kai Wang, Siqiang Luo et al.
2Columns1Row: A Russian Benchmark for Textual and Multimodal Table Understanding and Reasoning
Vildan Saburov, Daniil Vodolazsky, Danil Sazanakov et al.