Papers
Differentially Private Learning Needs Better Model Initialization and Self-Distillation
Ivoline C. Ngong, Joseph Near, Niloofar Mireshghallah
Seq1F1B: Efficient Sequence-Level Pipeline Parallelism for Large Language Model Training
Ao Sun, Weilin Zhao, Xu Han et al.
Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs
Shuyang Yu, Runxue Bao, Parminder Bhatia et al.
Are LLM-Judges Robust to Expressions of Uncertainty? Investigating the effect of Epistemic Markers on LLM-based Evaluation
Dongryeol Lee, Yerin Hwang, Yongil Kim et al.
CAVE: Controllable Authorship Verification Explanations
Sahana Ramnath, Kartik Pandey, Elizabeth Boschee et al.
Amphista: Bi-directional Multi-head Decoding for Accelerating LLM Inference
Zeping Li, Xinlong Yang, Ziheng Gao et al.
Knowledge Graph-Guided Retrieval Augmented Generation
Xiangrong Zhu, Yuexiang Xie, Yi Liu et al.
Emergence of Episodic Memory in Transformers: Characterizing Changes in Temporal Structure of Attention Scores During Training
Deven Mahesh Mistry, Anooshka Bajaj, Yash Aggarwal et al.
Vision-Language Models Can Self-Improve Reasoning via Reflection
Kanzhi Cheng, Li YanTao, Fangzhi Xu et al.
Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations
Yinghan Zhou, Juan Wen, Wanli Peng et al.
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables
Nikhil Abhyankar, Vivek Gupta, Dan Roth et al.
UNDIAL: Self-Distillation with Adjusted Logits for Robust Unlearning in Large Language Models
Yijiang River Dong, Hongzhou Lin, Mikhail Belkin et al.
BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment
Sizhe Wang, Yongqi Tong, Hengyuan Zhang et al.
On Positional Bias of Faithfulness for Long-form Summarization
David Wan, Jesse Vig, Mohit Bansal et al.
SLM-Mod: Small Language Models Surpass LLMs at Content Moderation
Xianyang Zhan, Agam Goyal, Yilun Chen et al.
Language Models Can Infer Action Semantics for Symbolic Planners from Environment Feedback
Wang Bill Zhu, Ishika Singh, Robin Jia et al.
LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios
Pei Chen, Hongye Jin, Cheng-Che Lee et al.
CAMIEval: Enhancing NLG Evaluation through Multidimensional Comparative Instruction-Following Analysis
Ziyue Fan, Junliang He, Li Xiaoqing et al.
FiNE: Filtering and Improving Noisy Data Elaborately with Large Language Models
Junliang He, Ziyue Fan, Shaohui Kuang et al.
StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples
Ajay Patel, Jiacheng Zhu, Justin Qiu et al.
Towards Lifelong Dialogue Agents via Timeline-based Memory Management
Kai Tzu-iunn Ong, Namyoung Kim, Minju Gwak et al.
Reverse Thinking Makes LLMs Stronger Reasoners
Justin Chen, Zifeng Wang, Hamid Palangi et al.
Substance Beats Style: Why Beginning Students Fail to Code with LLMs
Francesca Lucchetti, Zixuan Wu, Arjun Guha et al.
Analyzing the Inner Workings of Transformers in Compositional Generalization
Ryoma Kumon, Hitomi Yanaka
Open-World Evaluation for Retrieving Diverse Perspectives
Hung-Ting Chen, Eunsol Choi