Papers
SEARA: An Automated Approach for Obtaining Optimal Retrievers
Zou Yuheng, Wang Yiran Yiran, Tian Yuzhu et al.
Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning
Ruizhe Chen, Tianze Luo, Zhiting Fan et al.
Transparent Reference-free Automated Evaluation of Open-Ended User Survey Responses
Subin An, Yugyeong Ji, Junyoung Kim et al.
Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation
Xujun Peng, Anoop Kumar, Jingyu Wu et al.
Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs
Soham Satyadharma, Fatemeh Sheikholeslami, Swati Kaul et al.
Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows
Ninad Kulkarni, Xian Wu, Siddharth Varia et al.
Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings
Xiran Fan, Zhimeng Jiang, Chin-Chia Michael Yeh et al.
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs
Jyotika Singh, Weiyi Sun, Amit Agarwal et al.
Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning
Yajie Li, Albert Galimov, Mitra Datta Ganapaneni et al.
Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications
Jean-Philippe Corbeil, Asma Ben Abacha, George Michalopoulos et al.
DASR: Distributed Adaptive Scene Recognition - A Multi-Agent Cloud-Edge Framework for Language-Guided Scene Detection
Can Cui, Yongkang Liu, Seyhan Ucar et al.
Group Preference Alignment: Customizing LLM Responses from In-Situ Conversations Only When Needed
Ishani Mondal, Jack W. Stokes, Sujay Kumar Jauhar et al.
A Multi-Agent Framework for Quantitative Finance : An Application to Portfolio Management Analytics
Sayani Kundu, Dushyant Sahoo, Victor Li et al.
Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards
Manveer Singh Tamber, Forrest Sheng Bao, Chenyu Xu et al.
PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning
Mohammad Kachuee, Teja Gollapudi, Minseok Kim et al.
Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices
Congzheng Song, Xinyu Tang
Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models
Mengze Hong, Chen Jason Zhang, Di Jiang et al.
NurseLLM: The First Specialized Language Model for Nursing
Md Tawkat Islam Khondaker, Julia Harrington, Shady Shehata
SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling
Kadri Hacioglu, Manjunath K E, Andreas Stolcke
Controllable Clustering with LLM-driven Embeddings
Kerria Pang-Naylor, Shivani Manivasagan, Aitong Zhong et al.
Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling
Xiaoyu Liu, Di Liang, Hongyu Shan et al.
Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation
Daniel Schwartz, Dmitriy Bespalov, Zhe Wang et al.
Banking Done Right: Redefining Retail Banking with Language-Centric AI
Xin Jie Chua, Jeraelyn Ming Li Tan, Jia Xuan Tan et al.
SRS-Stories: Vocabulary-constrained multilingual story generation for language learning
Wiktor Kamzela, Mateusz Lango, Ondrej Dusek
More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning
Yike Zhao, Simin Guo, Ziqing Yang et al.