Reducing hallucination in structured outputs via Retrieval-Augmented Generation

12 April 2024

Papers citing "Reducing hallucination in structured outputs via Retrieval-Augmented Generation"

31 / 31 papers shown

Title
RePCS: Diagnosing Data Memorization in LLM-Powered Retrieval-Augmented Generation Le Vu Anh Nguyen Viet Anh Mehmet Dik Luong Van Nghia 25 0 0 18 Jun 2025
SUCEA: Reasoning-Intensive Retrieval for Adversarial Fact-checking through Claim Decomposition and Editing Hongjun Liu Yilun Zhao Arman Cohan Chen Zhao AAML LRM 99 0 0 05 Jun 2025
ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms Praneet Sai Madhu Surabhi Dheeraj Reddy Mudireddy Jian Tao 62 0 0 03 Jun 2025
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows Orlando Marquez Ayala Patrice Béchard Emily Chen Maggie Baird Jingfei Chen 26 0 0 30 May 2025
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers Chaitanya Sharma RALM 3DV 37 0 0 28 May 2025
Xinyu AI Search: Enhanced Relevance and Comprehensive Results with Rich Answer Presentations Bo Tang Junyi Zhu Chenyang Xi Yunhang Ge Jiahao Wu ... Yebin Yang Jiajia Wang Zhiyu Li Feiyu Xiong Jingrun Chen 56 0 0 28 May 2025
Ranking Free RAG: Replacing Re-ranking with Selection in RAG for Sensitive Domains Yash Saxena Ankur Padia Mandar S Chaudhary Kalpa Gunaratna Srinivasan Parthasarathy Manas Gaur 259 0 0 21 May 2025
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data Dan Ofer Michal Linial Dafna Shahaf 89 1 0 18 May 2025
Diverging Towards Hallucination: Detection of Failures in Vision-Language Models via Multi-token Aggregation Geigh Zollicoffer Minh Vu Manish Bhattarai VLM 90 0 0 16 May 2025
Benchmarking Retrieval-Augmented Generation for Chemistry Xianrui Zhong Bowen Jin Siru Ouyang Yanzhen Shen Qiao Jin Yin Fang Zhiyong Lu Jiawei Han 3DV 87 2 0 12 May 2025
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation Ching Han Chen Ming Fang Shiu 89 0 0 12 May 2025
Understanding LLM Scientific Reasoning through Promptings and Model's Explanation on the Answers Alice Rueda Mohammed S. Hassan Argyrios Perivolaris Bazen G. Teferra Reza Samavi ... Y. Wu Yanzhe Zhang Bo Cao Divya Sharma Sridhar Krishnan Venkat Bhat ELM LRM 88 1 0 02 May 2025
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 136 2 0 01 May 2025
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval Muhammad Rafsan Kabir Rafeed Mohammad Sultan Fuad Rahman M. R. Amin Sifat Momen Nabeel Mohammed Shafin Rahman AILaw 88 0 0 19 Apr 2025
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 115 0 0 14 Apr 2025
Out of Style: RAG's Fragility to Linguistic Variation Tianyu Cao Neel Bhandari Akhila Yerukola Akari Asai Maarten Sap 78 2 0 11 Apr 2025
Output Constraints as Attack Surface: Exploiting Structured Generation to Bypass LLM Safety Mechanisms Shuoming Zhang Jiacheng Zhao Ruiyuan Xu Xiaobing Feng Huimin Cui AAML 90 3 0 31 Mar 2025
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering Alexander Murphy Mohd Sanad Zaki Rizvi Aden Haussmann Ping Nie Guifu Liu Aryo Pradipta Gema Pasquale Minervini 100 0 0 30 Mar 2025
WorkTeam: Constructing Workflows from Natural Language with Multi-Agents Hanchao Liu Rongjun Li Weimin Xiong Ziyu Zhou Wei Peng LLMAG 117 0 0 28 Mar 2025
StarFlow: Generating Structured Workflow Outputs From Sketch Images Patrice Bechard Chao Wang Amirhossein Abaskohi Juan A. Rodriguez Christopher Pal David Vazquez Spandana Gella Sai Rajeswar Perouz Taslakian 107 0 0 27 Mar 2025
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration Hong Qing Yu Frank McQuade 107 3 0 14 Mar 2025
Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents Jingying Zeng Hui Liu Zhenwei Dai Xianfeng Tang Chen Luo Samarth Varshney Zhen Li Qi He HILM 125 3 0 05 Mar 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 467 0 0 31 Dec 2024
An Evolutionary Large Language Model for Hallucination Mitigation Abdennour Boulesnane Abdelhakim Souilah HILM 134 0 0 03 Dec 2024
Generating a Low-code Complete Workflow via Task Decomposition and RAG Orlando Marquez Ayala Patrice Béchard 100 1 0 29 Nov 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 174 2 0 26 Oct 2024
Learning Semantic Structure through First-Order-Logic Translation Akshay Chaturvedi Nicholas Asher LRM 65 1 0 04 Oct 2024
MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines Dongzhi Jiang Renrui Zhang Ziyu Guo Yanmin Wu Jiayi Lei ... Guanglu Song Peng Gao Yu Liu Chunyuan Li Hongsheng Li MLLM 116 22 0 19 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 130 12 0 17 Sep 2024
A Survey on Knowledge Organization Systems of Research Fields: Resources and Challenges Angelo Salatino Tanay Aggarwal Andrea Mannocci Francesco Osborne Enrico Motta 162 4 0 06 Sep 2024
Proxona: Leveraging LLM-Driven Personas to Enhance Creators' Understanding of Their Audience Yoonseo Choi Eun Jeong Kang Seulgi Choi Min Kyung Lee Juho Kim 44 2 0 20 Aug 2024