Reducing hallucination in structured outputs via Retrieval-Augmented Generation

12 April 2024

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

23 / 23 papers shown

Title
Benchmarking Retrieval-Augmented Generation for Chemistry Xianrui Zhong Bowen Jin Siru Ouyang Yanzhen Shen Qiao Jin Yin Fang Zhiyong Lu Jiawei Han 3DV 31 0 0 12 May 2025
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation Ching Han Chen Ming Fang Shiu 28 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 Wenjie Qu Bo Cao Divya Sharma Sridhar Krishnan Venkat Bhat ELM LRM 58 0 0 02 May 2025
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 67 0 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 54 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 35 0 0 14 Apr 2025
Out of Style: RAG's Fragility to Linguistic Variation Tianyu Cao Neel Bhandari Akhila Yerukola Akari Asai Maarten Sap 32 0 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 39 1 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 52 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 77 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 33 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 48 1 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 64 1 0 05 Mar 2025
A Survey on Knowledge Organization Systems of Research Fields: Resources and Challenges Angelo Salatino Tanay Aggarwal Andrea Mannocci Francesco Osborne Enrico Motta 59 1 0 28 Jan 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 170 0 0 31 Dec 2024
An Evolutionary Large Language Model for Hallucination Mitigation Abdennour Boulesnane Abdelhakim Souilah HILM 80 0 0 03 Dec 2024
Generating a Low-code Complete Workflow via Task Decomposition and RAG Orlando Marquez Ayala Patrice Béchard 65 1 0 29 Nov 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 75 1 0 26 Oct 2024
Learning Semantic Structure through First-Order-Logic Translation Akshay Chaturvedi Nicholas Asher LRM 28 0 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 32 16 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 37 6 0 17 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 24 2 0 20 Aug 2024
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 232 422 0 24 Jan 2022