Papers
Task-driven Layerwise Additive Activation Intervention
Hieu Trung Nguyen, Bao Nguyen, Binh Nguyen et al.
STAR: Spectral Truncation and Rescale for Model Merging
Yu-Ang Lee, Ching-Yun Ko, Tejaswini Pedapati et al.
Repetition Neurons: How Do Language Models Produce Repetitions?
Tatsuya Hiraoka, Kentaro Inui
Great Memory, Shallow Reasoning: Limits of kNN-LMs
Shangyi Geng, Wenting Zhao, Alexander M Rush
Debate-Feedback: A Multi-Agent Framework for Efficient Legal Judgment Prediction
Xi Chen, Mao Mao, Shuo Li et al.
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs
Forrest Sheng Bao, Miaoran Li, Renyi Qu et al.
GameTox: A Comprehensive Dataset and Analysis for Enhanced Toxicity Detection in Online Gaming Communities
Usman Naseem, Shuvam Shiwakoti, Siddhant Bikram Shah et al.
Taxi1500: A Dataset for Multilingual Text Classification in 1500 Languages
Chunlan Ma, Ayyoob Imani, Haotian Ye et al.
AMPS: ASR with Multimodal Paraphrase Supervision
Abhishek Gupta, Amruta Parulekar, Sameep Chattopadhyay et al.
A Systematic Study of Cross-Layer KV Sharing for Efficient LLM Inference
You Wu, Haoyi Wu, Kewei Tu
Language Models Encode Numbers Using Digit Representations in Base 10
Amit Arnold Levy, Mor Geva
STEP: Staged Parameter-Efficient Pre-training for Large Language Models
Kazuki Yano, Takumi Ito, Jun Suzuki
Related Knowledge Perturbation Matters: Rethinking Multiple Pieces of Knowledge Editing in Same-Subject
Zenghao Duan, Wenbin Duan, Zhiyi Yin et al.
Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity
Yuji Byun, Jaeho Lee
Using Contextually Aligned Online Reviews to Measure LLMs’ Performance Disparities Across Language Varieties
Zixin Tang, Chieh-Yang Huang, Tsung-che Li et al.
Preserving Multilingual Quality While Tuning Query Encoder on English Only
Oleg Vasilyev, Randy Sawaya, John Bohannon
Reverse Modeling in Large Language Models
Sicheng Yu, Xu Yuanchen, Cunxiao Du et al.
Pretrained Image-Text Models are Secretly Video Captioners
Chunhui Zhang, Yiren Jian, Zhongyu Ouyang et al.
Don’t Touch My Diacritics
Kyle Gorman, Yuval Pinter
Is It Navajo? Accurate Language Detection for Endangered Athabaskan Languages
Ivory Yang, Weicheng Ma, Chunhui Zhang et al.
CoRAG: Collaborative Retrieval-Augmented Generation
Aashiq Muhamed, Mona T. Diab, Virginia Smith
Watching the AI Watchdogs: A Fairness and Robustness Analysis of AI Safety Moderation Classifiers
Akshit Achara, Anshuman Chhabra
Defense against Prompt Injection Attacks via Mixture of Encodings
Ruiyi Zhang, David Sullivan, Kyle Jackson et al.
Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction
Kaiqiao Han, Tianqing Fang, Zhaowei Wang et al.
PROM: Pivoted and Regulated Optimization for Multilingual Instruction Learning
Jaeseong Lee, Seung-won Hwang, Hojin Lee et al.