Papers
RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters
Lucas Spangher, Rama Kumar Pasumarthi, Nick Masiewicki et al.
Benchmarking Deep Search over Heterogeneous Enterprise Data
Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath et al.
QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems
Yijun Ge, Zijian Chen, Jimmy Lin
SLOT: Structuring the Output of Large Language Models
Zhengyuan Shen, Darren Yow-Bang Wang, Soumya Smruti Mishra et al.
End-to-End Aspect-Guided Review Summarization at Scale
Ilya Boytsov, Vinny DeGenova, Mikhail Balyasin et al.
MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction
Peng Xing, Yinghui Li, Shirong Ma et al.
FABRIC: Fully-Automated Broad Intent Categorization in E-commerce
Anna Tigunova, Philipp Schmidt, Damla Ezgi Akcora
Select-then-Route : Taxonomy guided Routing for LLMs
Soham Shah, Kumar Shridhar
On-device System of Compositional Multi-tasking in Large Language Models
Ondrej Bohdal, Konstantinos Theodosiadis, Asterios Mpatziakas et al.
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation
Mingjin Li, Yu Liu, Huayi Liu et al.
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions
Jingheng Ye, Yong Jiang, Xiaobin Wang et al.
ReAct Meets Industrial IoT: Language Agents for Data Access
James T Rayfield, Shuxin Lin, Nianjun Zhou et al.
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models
Hieu Tran, Junda Wang, Yujan Ting et al.
Detecting Omissions in LLM-Generated Medical Summaries
Achir Oukelmoun, Nasredine Semmar, Gaël de Chalendar et al.
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy
Xiaoyun Zhang, Jingqing Ruan, Xing Ma et al.
ProCut: LLM Prompt Compression via Attribution Estimation
Zhentao Xu, Fengyi Li, Albert C. Chen et al.
ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?
Haoxin Wang, Xianhan Peng, Huang Cheng et al.
Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction
Bryan Zhang, Suleiman A. Khan, SteCphan Walter
Mirror in the Model: Ad Banner Image Generation via Reflective Multi-LLM and Multi-modal Agents
Zhao Wang, Bowen Chen, Yotaro Shimose et al.
Evaluating Conversational Agents with Persona-driven User Simulations based on Large Language Models: A Sales Bot Case Study
Justyna Gromada, Alicja Kasicka, Ewa Komkowska et al.
CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation
Nicolas Bougie, Narimawa Watanabe
PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications
Hitesh Laxmichand Patel, Amit Agarwal, Srikant Panda et al.
Enhancing Talent Search Ranking with Role-Aware Expert Mixtures and LLM-based Fine-Grained Job Descriptions
Jihang Li, Bing Xu, Zulong Chen et al.
Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation
Moy Yuan, Han-Chin Shing, Mitch Strong et al.
LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models
Yungi Kim, Hyunsoo Ha, Seonghoon Yang et al.