Papers
Natural-Language Policies to Executable Decisions: An Interpretable Large Language Model Framework
Ziqiang Zhang, Jing Ma, Zilong Wang et al.
What Question Did You Answer? Refining Contact Center Evaluation Plans via Backward Questions
Prajwal Sood, Rushikesh Pawar, Digvijay Anil Ingle et al.
Efficient Agent Evaluation via Diversity-Guided User Simulation
Itay Nakash, George Kour, Ateret Anaby Tavor
Automatic Prompt Engineering for Scalable Prompt Inversion in Text-to-Image Ad Generation
Zixin Ding, Qi Zeng, Boying Gong et al.
GuideTree: Guideline-Induced Review Trees for Long Medical Records
Chengze Ge, Ruiqing Zhang, Yining Wang et al.
Fanar-Sadiq: A Multi-Agent Architecture for Grounded Islamic QA
Ummar Abbas, Mourad Ouzzani, Mohamed Y. Eltabakh et al.
Hierarchical Reason-of-Contact Detection in Retail Banking Customer Interactions via LLM-Driven Taxonomy Induction
Yoages Kumar Mantri, Yagneswaran Sriraja, John Hartley et al.
Let LLM Tutors Ask First: Proactive LLM-Based Tutoring at Scale in a 1,500-Student Online Classroom
Jonghoon Lee, Geonjae Youn, Seongmin Lee et al.
Are Large Language Models Economically Viable for Industry Deployment?
Abdullah Mohammad, Sushant Kumar Ray, Pushkar Arora et al.
Practical Guidelines for Model Merging in LLMs Pre-Training
Giuseppe Curci, Stefano Simonazzi, Andrea molinari et al.
From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design
Sha Li, Stefano Petrangeli, Yu Shen et al.
CI-Work: Benchmarking Contextual Integrity in Enterprise LLM Agents
Wenjie Fu, Xiaoting Qin, Jue Zhang et al.
Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication
Stanisław Sójka, Witold Kowalczyk
Structure-Guided Entity Resolution: Fine-Tuning LLMs for Robust Name Matching in Complex Linguistic Contexts
Shivam Chourasia, Hitesh Kapoor, Nilesh Patil
Effective Performance Measurement: Challenges and Opportunities in KPI Extraction from Earnings Calls
Rasmus T. Aavang, Rasmus Tjalk-Bøggild, Alexandre Iolov et al.
A Multistage Extraction Pipeline for Long Scanned Financial Documents: An Empirical Study in Industrial KYC Workflows
Han Yuxuan, Yuanxing Zhang, Yushuo Wang et al.
Optimal Expert-Attention Allocation in Mixture-of-Experts: A Scalable Law for Dynamic Model Design
Junzhuo Li, Peijie Jiang, Changxin Tian et al.
ReList: A Multi-objective Reasoning Framework for Diversified Listwise Query Recommendation
Shuxian Bi, Chenxu Wang, Wenjie Wang et al.
ProductResearch: Training E-Commerce Deep Research Agents via Multi-Agent Synthetic Trajectory Distillation
Jiangyuan Wang, Kejun Xiao, Huaipeng Zhao et al.
SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection
Zhiyong Cao, Dunqiang Liu, Qi Dai et al.
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-Checking
Dien X. Tran, Nam V. Nguyen, Tran Tan Thanh et al.
CascadeDebate: Multi-Agent Deliberation for Cost-Aware LLM Cascades
Raeyoung Chang, Dongwook Kwon, Jisoo Lee et al.
FinRAG-12B: A Production-Validated Recipe for Grounded Question Answering in Banking
Denys Katerenchuk, Pablo Duboue, Keelan Evanini
How to Train a Real-World Silicon Concierge? Internalizing Complex Business Workflow to Only OneModel
Yongqi Tong, Xiaoyun Feng, Lyuxin Xue et al.