Papers
Experience Report: Implementing Machine Translation in a Regulated Industry
Marco Zocca, Per Fallgren, David Buffoni
Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning
Zhiwei Li, Yong Hu, Wenqing Wang
Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance
Yufei He, Ruoyu Li, Alex Chen et al.
AutoPenBench: A Vulnerability Testing Benchmark for Generative Agents
Luca Gioacchini, Alexander Delsanto, Idilio Drago et al.
Automotive Document Labeling Using Large Language Models
Dang Van Thin, Cuong Xuan Chu, Christian Graf et al.
Bidirectional Reasoning Supervision for Multilingual Financial Decision Making
Muhammad Rafsan Kabir, Jawad Ibn Ahad, Robin Krambroeckers et al.
ASR-EC Benchmark: Evaluating Large Language Models on Chinese ASR Error Correction
Victor Junqiu Wei, Weicheng Wang, Di Jiang et al.
Think-Search-Patch: A Retrieval-Augmented Reasoning Framework for Repository-Level Code Repair
Bojian Xiong, Yikun Lei, Xikai Liu et al.
SMART: Scalable Multilingual Approach for a Robust TOD System
Karan Malhotra, Arihant Jain, Purav Aggarwal et al.
Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG
Longpeng Qiu, Ting Li, Shuai Mao et al.
GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems
Jisoo Lee, Raeyoung Chang, Dongwook Kwon et al.
FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models
Karan Dua, Hitesh Laxmichand Patel, Puneet Mittal et al.
From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes
Karen Zhou, John Michael Giorgi, Pranav Mani et al.
Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry
Anastasia Zhukova, Jonas Lührs, Christian E. Lobmüller et al.
Extraction of Information Provision Activity Requirements from EU Acquis
Jakub Piskorski, Dominik Skotarczak
Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation
Seungseop Lim, Gibaeg Kim, Wooseok Han et al.
FLOW-BENCH: Towards Conversational Generation of Enterprise Workflows
Evelyn Duesterwald, Siyu Huo, Vatche Isahagian et al.
DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision
Yongqi Leng, Yikun Lei, Xikai Liu et al.
Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin
Soumick Sarker, Abhijit Kumar Rai
Computational Blueprints: Generating Isomorphic Mathematics Problems with Large Language Models
Jeong-Hoon Kim, Jinwoo Nam, Geunsik Jo
I-SEE: An Instruction-tuned, SOP-Enhanced Quality Evaluator for Product Content
Aniket Joshi, Cyrus Andre DSouza, Sejal Jain et al.
Crossing Domains without Labels: Distant Supervision for Term Extraction
Elena Senger, Yuri Campbell, Rob Van Der Goot et al.
Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series
Wenrui Cai, Chengyu Wang, Junbing Yan et al.
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG
Savini Kashmira, Jayanaka L. Dantanarayana, Joshua Brodsky et al.