Papers
From Graph to Text and Back: Semantic Fidelity in Automated Industrial Knowledge Graphs
Kamyar Zeinalipour, Silvia Severini, Alessia Borghini et al.
RADAR: Risk-Aware Distilled Adaptive Routing for Efficient Short-Form Video Platform Ecosystem Governance
Baoyu Jing, Zixuan Wang, Junwen Chen et al.
TEN: Table Explicitization, Neurosymbolically
Nikita Mehrotra, Aayush Kumar, Sumit Gulwani et al.
Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for LLM-Based Classification
Hamvir Dev, Shivam Ratnakant Mhaskar, Sasanka Vutla et al.
Transfer Learning for Generalizable Automated LLM Improvement Pipeline for IVR Navigation
Vishal Sankar Ram, Jason Kushner, Manas Paldhe et al.
AesX: Enhance Your Images with Stunning Aesthetic Beauty
Yuyan Chen, Zhendong Hou, Lei Xia et al.
MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A
Hanoz Bhathena, Parin Rajesh Jhaveri, Rohan Mittal et al.
Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools?
Mansi Uniyal, Mukul Singh, Ryan Nadel
Development and Benchmarking of a Blended Human-AI Qualitative Research Assistant
Joseph Matveyenko, James Liu, John David Parsons et al.
Intent-Driven Semantic ID Generation for Grounded Conversational News Recommendation
Hongyang Su, Beibei Kong, Lei Cheng et al.
RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment
Yingfeng Luo, Hongyu Liu, DingYang Lin et al.
No Innocence in Styling: Discovery of Privacy Protection Capabilities and Security Risks in Consumer Generative AI Writing Assistants
Mohd. Farhan Israk Soumik, Syed Mhamudul Hasan, Wanniarachchi Kankanamge Malithi Mithsara et al.
RAPIDS: Resume Attack Prompt Injection Detection at Scale
Yohann Augey, Joshua H. Levy, Arda Akdemir
Multi-Task Reinforcement Learning for Enhanced Multimodal LLM-as-a-Judge
Junjie Wu, Xuan Kan, Zihao He et al.
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.