Papers
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.
OAgents: An Empirical Study of Building Effective Agents
He Zhu, Tianrui Qin, King Zhu et al.
Spelling-out is not Straightforward: LLMs’ Capability of Tokenization from Token to Characters
Tatsuya Hiraoka, Kentaro Inui
Mixture of LoRA Experts for Continual Information Extraction with LLMs
Zitao Wang, Xinyi Wang, Wei Hu
Do We Really Need All Those Dimensions? An Intrinsic Evaluation Framework for Compressed Embeddings
Nathan Inkiriwang, Necva Bölücü, Garth Tarr et al.
Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models
Yunhai Hu, Zining Liu, Zhenyuan Dong et al.
UniCoM: A Universal Code-Switching Speech Generator
Sangmin Lee, Woojin Chung, Seyun Um et al.
Structure-aware Propagation Generation with Large Language Models for Fake News Detection
Mengyang Chen, Lingwei Wei, Wei Zhou et al.
Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains
Yang Wu, Raha Moraffah, Rujing Yao et al.
MarathiEmoExplain: A Dataset for Sentiment, Emotion, and Explanation in Low-Resource Marathi
Anuj Kumar, Mohammed Faisal Sayed, Satyadev Ahlawat et al.
SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone
Nishant Subramani, Alfredo Gomez, Mona T. Diab