Papers
NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts
Abhay Gupta, Kevin Zhu, Vasu Sharma et al.
Speculating LLMs’ Chinese Training Data Pollution from Their Tokens
Qingjie Zhang, Di Wang, Haoting Qian et al.
Logical Reasoning with Outcome Reward Models for Test-Time Scaling
Ramya Keerthy Thatikonda, Wray Buntine, Ehsan Shareghi
From Parameters to Performance: A Data-Driven Study on LLM Structure and Development
Suqing Wang, Zuchao Li, Shi Luohe et al.
Zero-shot Multimodal Document Retrieval via Cross-modal Question Generation
Yejin Choi, Jaewoo Park, Janghan Yoon et al.
HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization
Huaqin Zhao, Jiaxi Li, Yi Pan et al.
Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers
Juncheng Wang, Chao Xu, Cheng Yu et al.
Definition Generation for Word Meaning Modeling: Monolingual, Multilingual, and Cross-Lingual Perspectives
Francesco Periti, Roksana Goworek, Haim Dubossarsky et al.
Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models
Zesen Lyu, Dandan Zhang, Wei Ye et al.
Rule Discovery for Natural Language Inference Data Generation Using Out-of-Distribution Detection
Juyoung Han, Hyunsun Hwang, Changki Lee
Memory OS of AI Agent
Jiazheng Kang, Mingming Ji, Zhe Zhao et al.
Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning
Yunhao Gou, Hansi Yang, Zhili Liu et al.
ICL CIPHERS: Quantifying ”Learning” in In-Context Learning via Substitution Ciphers
Zhouxiang Fang, Aayush Mishra, Muhan Gao et al.
Enhanced Noun-Noun Compound Interpretation through Textual Enrichment
Bingyang Ye, Jingxuan Tu, James Pustejovsky
OWL: Probing Cross-Lingual Recall of Memorized Texts via World Literature
Alisha Srivastava, Emir Kaan Korukluoglu, Minh Nhat Le et al.
Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension
Sakiko Yahata, Zhen Wan, Fei Cheng et al.
Inceptive Transformers: Enhancing Contextual Representations through Multi-Scale Feature Learning Across Domains and Languages
Asif Shahriar, Rifat Shahriyar, M Saifur Rahman
Sparse Activation Editing for Reliable Instruction Following in Narratives
Runcong Zhao, Chengyu Cao, Qinglin Zhu et al.
Less is More: The Effectiveness of Compact Typological Language Representations
York Hay Ng, Phuong Hanh Hoang, En-Shiun Annie Lee
Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance
Pingjing Yang, Sullam Jeoung, Jennifer Cromley et al.
Sali4Vid: Saliency-Aware Video Reweighting and Adaptive Caption Retrieval for Dense Video Captioning
MinJu Jeon, Si-Woo Kim, Ye-Chan Kim et al.
Co-Eval: Augmenting LLM-based Evaluation with Machine Metrics
Ling-I Wu, Weijie Wu, Minyu Chen et al.
SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation
Aurick Qiao, Zhewei Yao, Samyam Rajbhandari et al.
Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making
Yejin Son, Minseo Kim, Sungwoong Kim et al.
How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison
Jiayin Wang, Zhiqiang Guo, Weizhi Ma et al.