Papers
MMUIE: Massive Multi-Domain Universal Information Extraction for Long Documents
Shuyi Zhang, Zhenbin Chen, Shuting Li et al.
IMRNNs: An Efficient Method for Interpretable Dense Retrieval via Embedding Modulation
Yash Saxena, Ankur Padia, Kalpa Gunaratna et al.
SrcMix: Mixing of Related Source Languages Benefits Extremely Low-resource Machine Translation
Sanjeev Kumar, Preethi Jyothi, Pushpak Bhattacharyya
Query4Regex: Verifiable Regex Transformation through Formal Operations from NL and DSL Queries
Joonghyuk Hahn, Yo-Sub Han
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation
Minhua Lin, Zhengzhang Chen, Yanchi Liu et al.
Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs
Junbo Li, Peng Zhou, Rui Meng et al.
FINEST: Improving LLM Responses to Sensitive Topics Through Fine-Grained Evaluation
Juhyun Oh, Nayeon Lee, Chani Jung et al.
DAMASHA: Detecting AI in Mixed Adversarial Texts via Segmentation with Human-interpretable Attribution
L D M S Sai Teja, N Siva Gopala Krishna, Ufaq Khan et al.
Thinking Beyond the Local: Multi-View Instructed Adaptive Reasoning in KG-Enhanced LLMs
Minghan Zhang, Shu Zhao, Zhen Yang et al.
How to Contextualize Empirical Data for Risk Analysis with LLMs: A Case Study of Power Outages
Haiyun Huang, Yukun Li, Marco A Pretell et al.
SD-E2: Semantic Exploration for Reasoning Under Token Budgets
Kshitij Mishra, Nils Lukas, Salem Lahlou
Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Benchmark
Mohammad Khodadad, Ali Shiraee Kasmaee, Mahdi Astaraki et al.
LARA: LLM-based Agile Power Distribution Network Restoration from Disastrous Events
Jishnu Warrier, Heqing Huang, Yuzhang Lin et al.
Task-aware Block Pruning with Output Distribution Signals for Large Language Models
Song-ha Jo, Youngrok Ko, Sang-goo Lee et al.
Quantifying Data Contamination in Psychometric Evaluations of LLMs
Jongwook Han, Woojung Song, Jonggeun Lee et al.
Coding Agents with Multimodal Browsing are Generalist Problem Solvers
Aditya Bharat Soni, Boxuan Li, Xingyao Wang et al.
NL2Logic: AST-Guided Translation of Natural Language into First-Order Logic with Large Language Models
Rizky Ramadhana Putra, Raihan Sultan Pasha Basuki, Yutong Cheng et al.
Role-Conditioned Refusals: Evaluating Access Control Reasoning in Large Language Models
Đorđe Klisura, Joseph Khoury, Ashish Kundu et al.
Think Hard Only When Needed: A Hybrid Best-of-N and Beam Search for Efficient Test-Time Compute
Hyewon Suh, Chaojian Li, Cheng-Jhih Shih et al.
Event Detection with a Context-Aware Encoder and LoRA for Improved Performance on Long-Tailed Classes
Abdullah Al Monsur, Nitesh Vamshi Bommisetty, Gene Louis Kim
Evaluating Sparse Autoencoders for Monosemantic Representation
Moghis Fereidouni, Muhammad Umair Haider, Peizhong Ju et al.
QueStER: Query Specification for Generative Keyword-Based Retrieval
Arthur Satouf, Yuxuan Zong, Habiboulaye Amadou Boubacar et al.
Reasoning Beyond Literal: Cross-style Multimodal Reasoning for Figurative Language Understanding
Seyyed Saeid Cheshmi, Hahnemann Ortiz, James Mooney et al.
Argument-Based Consistency in Toxicity Explanations of LLMs
Ramaravind Kommiya Mothilal, Joanna Roy, Syed Ishtiaque Ahmed et al.