Papers
Modular Monolingual Adaptation using Pretrained Language Models
Nalin Kumar, Ondrej Dusek
FourCorners: A Production Knowledge Graph Unifying Thailand’s Legal System
Pawitsapak Akarajaradwong, Sarana Nutanong, Chompakorn Chaksangchaichot
A Novel Matching Paradigm: Unified Generative and Discriminative LLM with Prompt Compression for Relevance Learning
Guoliang Zhao, Zixin Cui, Chao Ye et al.
LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models
Tianchun Li, Haochen Liu, Vishwa Pardeshi et al.
OmniOData: Unleashing Small Language Models for OData Query Generation with Synthetic Data and Reinforcement Learning
Tao Bai, Zhaochen Li, Hongxin Shao et al.
PAR2-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering
Xingyu Li, Rongguang Wang, Yuying Wang et al.
FinHarmBench: Financial Jailbreak Benchmark and Unsupervised Safety Fine-Tuning via Refusal Steering Distillation
Yubin Choi, Yujin Yang, Subin Kim et al.
Don’t Stop Early: Scalable Enterprise Deep Research with Controlled Information Flow and Evidence-Aware Termination
Prafulla Kumar Choubey, Kung-Hsiang Huang, Pranav Narayanan Venkit et al.
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