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Reducing hallucination in structured outputs via Retrieval-Augmented
  Generation

Reducing hallucination in structured outputs via Retrieval-Augmented Generation

12 April 2024
Patrice Béchard
Orlando Marquez Ayala
    LLMAG
ArXiv (abs)PDFHTML

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
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
AAMLLRM
101
0
0
05 Jun 2025
ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms
ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms
Praneet Sai Madhu Surabhi
Dheeraj Reddy Mudireddy
Jian Tao
64
0
0
03 Jun 2025
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows
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
28
0
0
30 May 2025
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers
Chaitanya Sharma
RALM3DV
40
0
0
28 May 2025
Xinyu AI Search: Enhanced Relevance and Comprehensive Results with Rich Answer Presentations
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
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
261
0
0
21 May 2025
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data
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
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
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
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
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
ELMLRM
88
1
0
02 May 2025
EnronQA: Towards Personalized RAG over Private Documents
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
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
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
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
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
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
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
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
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
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
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems
Hashmath Shaik
Alex Doboli
OffRLELM
467
0
0
31 Dec 2024
An Evolutionary Large Language Model for Hallucination Mitigation
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
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
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
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
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
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
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
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