Papers
Complexity-aware fine-tuning
Andrey Goncharov, Daniil Vyazhev, Petr Sychev et al.
HiKE: Hierarchical Evaluation Framework for Korean-English Code-Switching Speech Recognition
Gio Paik, Yongbeom Kim, Soungmin Lee et al.
Towards Robust Evaluation of Visual Activity Recognition: Resolving Verb Ambiguity with Sense Clustering
Louie Hong Yao, Nicholas Jarvis, Tianyu Jiang
KNN-SSD: Enabling Dynamic Self-Speculative Decoding via Nearest Neighbor Layer Set Optimization
Mingbo Song, Heming Xia, Jun Zhang et al.
VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought
Eunsoo Lee, Jeongwoo Lee, Minki Hong et al.
VortexPIA: Indirect Prompt Injection Attack against LLMs for Efficient Extraction of User Privacy
Yu Cui, Sicheng Pan, Yifei Liu et al.
ART: Adaptive Reasoning Trees for Explainable Claim Verification
Sahil Wadhwa, Himanshu Kumar, Guanqun Yang et al.
The Price of Thought: A Multilingual Analysis of Reasoning, Performance, and Cost of Negotiation in Large Language Models
Sherzod Hakimov, Roland Bernard, Tim Leiber et al.
Exploring Iterative Controllable Summarization with Large Language Models
Sangwon Ryu, Heejin Do, Daehui Kim et al.
Persona-driven Simulation of Voting Behavior in the European Parliament with Large Language Models
Maximilian Kreutner, Marlene Lutz, Markus Strohmaier
I Know, but I Don’t Know! How Persona Conflict Undermines Instruction Adherence in Large Language Models
Seonmin Koo, Jinsung Kim, Heuiseok Lim
Pelican Soup Framework: A Theoretical Framework for Language Model Capabilities
Ting-Rui Chiang, Dani Yogatama
Do Diacritics Matter? Evaluating the Impact of Arabic Diacritics on Tokenization and LLM Benchmarks
Go Inoue, Bashar Alhafni, Nizar Habash et al.
Continual Pretraining on Encrypted Synthetic Data for Privacy-Preserving LLMs
Honghao Liu, Xuhui Jiang, Chengjin Xu et al.
Geometric Interpretation of Layer Normalization and a Comparative Analysis with RMSNorm
Akshat Gupta, Atahan Ozdemir, Caoqinwei Gong et al.
Detecting Primary Progressive Aphasia (PPA) from Text: A Benchmarking Study
Ghofrane Merhbene, Fabian Lecron, Philippe Fortemps et al.
JEEM: Vision-Language Understanding in Four Arabic Dialects
Karima Kadaoui, Hanin Atwany, Hamdan Al-Ali et al.
Unleashing the Unseen: Harnessing Benign Datasets for Jailbreaking Large Language Models
Wei Zhao, Zhe Li, Yige Li et al.
The Mediomatix Corpus: Parallel Data for Romansh Language Varieties via Comparable Schoolbooks
Zachary William Hopton, Jannis Vamvas, Andrin Büchler et al.
Rethinking Data Mixture for Large Language Models: A Comprehensive Survey and New Perspectives
Yajiao Liu, Congliang Chen, Junchi Yang et al.
How to Make LMs Strong Node Classifiers?
Zhe Xu, Kaveh Hassani, Si Zhang et al.
Mitigating Copy Bias in In-Context Learning through Neuron Pruning
Ameen Ali Ali, Lior Wolf, Ivan Titov
ThinkNote: Enhancing Knowledge Integration and Utilization of Large Language Models via Constructivist Cognition Modeling
Zhipeng Xu, Zhenghao Liu, Yukun Yan et al.
I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search
Zujie Liang, Feng Wei, Wujiang Xu et al.
Rad-Flamingo: A Multimodal Prompt driven Radiology Report Generation Framework with Patient-Centric Explanations
Md. Tousin Akhter, Devansh Lalwani, Kshitij Sharad Jadhav et al.