Papers
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.
RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services
Fei zhao, Chonggang Lu, Haofu Qian et al.
IPS: In-Prompt Process Supervision for Short Video Content Moderation
Mingchao Liu, Yu Sun, Ruixiao Sun et al.
Ada-RS: Adaptive Rejection Sampling for Selective Thinking
Yirou Ge, Yixi Li, Alec M. Chiu et al.
Toward Scalable Verifiable Reward: Proxy State-Based Evaluation for Multi-turn Tool-Calling LLM Agents
Yun-Shiuan Chuang, Chaitanya Kulkarni, Alec M. Chiu et al.
CLARITY: A Framework and Benchmark for Conversational Language Ambiguity and Unanswerability in Interactive NL2SQL Systems
Tabinda Sarwar, Farhad Moghimifar, Cong Duy Vu Hoang et al.
Adaptive Weighted Proxy Tuning: Efficient Gray-Box Steering for Image Captioning.
Nafew Azim, Fuad Rahman, Nabeel Mohammed
MemoPhishAgent: Memory-Augmented Multi-Modal LLM Agent for Phishing URL Detection
Xuan Chen, Hao Liu, Tao Yuan et al.
FlowHN: Adaptive Token Routing for Efficient Parallel Hybrid Networks
Mohammad Mahdi Moradi, Walid Ahmed, Shuangyue Wen et al.
VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents
Yongchang Hao, Jie Hao, Yongsheng Mei et al.
Robust Explanations for User Trust in Enterprise NLP Systems
Guilin Zhang, Kai Zhao, Jeffrey Friedman et al.
Agentic Economic Modeling
Bohan Zhang, Jiaxuan Li, Ali Hortacsu et al.
DQA: Diagnostic Question Answering for IT Support
Vishaal Kapoor, Mariam Dundua, Evren Yortucboylu et al.
SchemaRAG: Dynamic Large Schema Reduction for LLM-driven Structured Information Extraction
Sin Yu Bonnie Ho, Arlie Coles, Erik Larsson et al.
FROST: Factual Reasoning via Optimized Stochastic Trajectories in Large Language Models during Inference
Soumedhik Bharati, Ebad Shabbir, Jiechao Gao
SCAIR: Schema-Conditioned Agentic Iterative Reasoning for Enterprise Knowledge Graphs
Prateek Chaturvedi, Yuqicheng Zhu, Hongkuan Zhou et al.