Papers
Comparing Language Models of Different Scales for Security-Focused Tabular Query Generation and Reasoning
Varivashya Poladi, Sandipan Dandapat
Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series
Ross Koval, Nicholas Andrews, Xifeng Yan
Chain-of-Query: Unleashing the Power of LLMs in SQL-Aided Table Understanding via Multi-Agent Collaboration
Songyuan Sui, Hongyi Liu, Serena Liu et al.
Reasoning Models Reason Well, Until They Don’t
Revanth Rameshkumar, Jimson Huang, Yunxin Sun et al.
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses
Chang Zong, Yuyan Chen, Weiming Lu et al.
Assessing the Limits of In-Context Learning beyond Functions using Partially Ordered Relation
Debanjan Dutta, Faizanuddin Ansari, Swagatam Das
Unveiling Empathic Triggers in Online Interactions via Empathy Cause Identification
Calliope Chloe Bandera, Gyeongeun Lee, Natalie Parde
wavCSE: Learning Fixed-size Unified Speech Embeddings via Feature-based Multi-Task Learning
Braveenan Sritharan, Uthayasanker Thayasivam
How Reliable are Causal Probing Interventions?
Marc E. Canby, Adam Davies, Chirag Rastogi et al.
Positional Bias in Long-Document Ranking: Impact, Assessment, and Mitigation
Leonid Boytsov, David Akinpelu, Nipun Katyal et al.
HiPPO: Exploring A Novel Hierarchical Pronunciation Assessment Approach for Spoken Languages
Bi-Cheng Yan, Hsin Wei Wang, Fu-An Chao et al.
Multilingual, Not Multicultural: Uncovering the Cultural Empathy Gap in LLMs through a Comparative Empathetic Dialogue Benchmark
Woojin Lee, Yujin Sim, Hongjin Kim et al.
EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-commerce Models
Xinyi Ling, Hanwen Du, Zhihui Zhu et al.
Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data
Xinyi Ling, Hanwen Du, Bo Peng et al.
Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance
Ahmed Alajrami, Xingwei Tan, Nikolaos Aletras
Deconstructing Attention: Investigating Design Principles for Effective Language Modeling
Huiyin Xue, Nafise Sadat Moosavi, Nikolaos Aletras
StuD: A Multimodal Approach for Stuttering Detection with RAG and Fusion Strategies
Pragya Khanna, Priyanka Kommagouni, Vamshi Raghu Simha Narasinga et al.
Structured Document Translation via Format Reinforcement Learning
Haiyue Song, Johannes Eschbach-Dymanus, Hour Kaing et al.
PRALEKHA: Cross-Lingual Document Alignment for Indic Languages
Sanjay Suryanarayanan, Haiyue Song, Mohammed Safi Ur Rahman Khan et al.
The Learning Dynamics of Subword Segmentation for Morphologically Diverse Languages
Francois Meyer, Jan Buys
A Survey on LLM-Assisted Clinical Trial Recruitment
Shrestha Ghosh, Moritz Schneider, Carina Reinicke et al.
Hidden in Plain Text: Emergence & Mitigation of Steganographic Collusion in LLMs
Yohan Mathew, Ollie Matthews, Robert McCarthy et al.
Counterfactual Evaluation for Blind Attack Detection in LLM-based Evaluation Systems
Lijia Liu, Takumi Kondo, Kyohei Atarashi et al.
Multilingual Iterative Model Pruning: What Matters?
Haryo Akbarianto Wibowo, Haiyue Song, Hideki Tanaka et al.
Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction
Hongjin Kim, Jaewook Lee, Kiyoung Lee et al.