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Using the Retrieval-Augmented Generation to Improve the Question-Answering System in Human Health Risk Assessment: The Development and Application
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Striking the Balance in Using LLMs for Fact-Checking: A Narrative Literature Review
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Lowering Costs and Increasing Benefits Through the Ensemble of LLMs and Machine Learning Models
inferredcites →https://doi.org/10.1016/j.envint.2015.09.008openalex-snapshot
Uncertainties in human health risk assessment of environmental contaminants: A review and perspective
inferredcites →https://doi.org/10.1016/j.envint.2021.106616openalex-snapshot
Chemical pollution: A growing peril and potential catastrophic risk to humanity
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Pollution and health: a progress update
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ChatGPT and Environmental Research
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Perfluorooctanesulfonic Acid Alters the Plant’s Phosphate Transport Gene Network and Exhibits Antagonistic Effects on the Phosphate Uptake
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Generative Artificial Intelligence: A New Engine for Advancing Environmental Science and Engineering
inferredcites →https://doi.org/10.1021/acs.est.4c07390openalex-snapshot
Comprehensive Characterization of Oxidative Stress-Modulating Chemicals Using GPT-Based Text Mining
inferredcites →https://doi.org/10.1021/acs.est.4c07524openalex-snapshot
Integration of Advanced Large Language Models into the Construction of Adverse Outcome Pathways: Opportunities and Challenges
inferredcites →https://doi.org/10.1021/acs.est.9b06379openalex-snapshot
Toward a Global Understanding of Chemical Pollution: A First Comprehensive Analysis of National and Regional Chemical Inventories
inferredcites →https://doi.org/10.1021/acs.estlett.4c00665openalex-snapshot
Enabling GPTs for Expert-Level Environmental Engineering Question Answering
inferredcites →https://doi.org/10.1021/acsestwater.3c00264openalex-snapshot
Leveraging Deep Learning and Language Models in Revolutionizing Water Resource Management, Research, and Policy Making: A Case for ChatGPT
inferredcites →https://doi.org/10.1021/jacs.3c05819openalex-snapshot
ChatGPT Chemistry Assistant for Text Mining and the Prediction of MOF Synthesis
inferredcites →https://doi.org/10.1038/s43247-023-01084-xopenalex-snapshot
ChatClimate: Grounding conversational AI in climate science
inferredcites →https://doi.org/10.1109/access.2020.3020868openalex-snapshot
Generating Biomedical Question Answering Corpora From Q&A Forums
inferredcites →https://doi.org/10.1109/access.2021.3055371openalex-snapshot
Research on Medical Question Answering System Based on Knowledge Graph
inferredcites →https://doi.org/10.1109/mrl.2024.3420849openalex-snapshot
Reliability Issues of LLMs: ChatGPT a Case Study
inferredcites →https://doi.org/10.1111/j.1539-6924.2008.01168.xopenalex-snapshot
Toxicity Testing in the 21st Century: Implications for Human Health Risk Assessment
inferredcites →https://doi.org/10.1145/1571941.1572114openalex-snapshot
Reciprocal rank fusion outperforms condorcet and individual rank learning methods
inferredcites →https://doi.org/10.1145/3626772.3657957openalex-snapshot
Evaluating Retrieval Quality in Retrieval-Augmented Generation
inferredcites →https://doi.org/10.1162/coli.2007.33.1.41openalex-snapshot
Question Answering in Restricted Domains: An Overview
inferredcites →https://doi.org/10.1289/ehp.1205687openalex-snapshot
Addressing Human Variability in Next-Generation Human Health Risk Assessments of Environmental Chemicals
inferredcites →https://doi.org/10.1289/ehp.1206170openalex-snapshot
A Discussion of Exposure Science in the 21st Century: A Vision and a Strategy
inferredcites →https://doi.org/10.1289/ehp4713openalex-snapshot
Generating the Blood Exposome Database Using a Comprehensive Text Mining and Database Fusion Approach
inferredcites →https://doi.org/10.1609/aaai.v38i16.29728openalex-snapshot
Benchmarking Large Language Models in Retrieval-Augmented Generation
inferredcites →https://doi.org/10.1609/aaai.v38i20.30232openalex-snapshot
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models
inferredcites →https://doi.org/10.18653/v1/2022.acl-long.417openalex-snapshot
RNG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering
inferredcites →https://doi.org/10.18653/v1/2024.naacl-industry.19openalex-snapshot
Reducing hallucination in structured outputs via Retrieval-Augmented Generation
inferredcites →https://doi.org/10.18653/v1/d19-1259openalex-snapshot
PubMedQA: A Dataset for Biomedical Research Question Answering
inferredcites →https://doi.org/10.2139/ssrn.4910081openalex-snapshot
Biomedrag: A Retrieval Augmented Large Language Model for Biomedicine
inferredcites →https://doi.org/10.3390/w16213075openalex-snapshot
WaterGPT: Training a Large Language Model to Become a Hydrology Expert
inferredcites →https://doi.org/10.48550/arxiv.2005.11401openalex-snapshot
Affordance-Compiled Intelligence: Observable-Only Cognitive Impedance Matching for No-Meta LLM-Integrated Systems
inferredcites →https://doi.org/10.5815/ijisa.2015.07.03openalex-snapshot
Evolution of Knowledge Representation and Retrieval Techniques
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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inferred← citeshttps://doi.org/10.1002/cpe.70379openalex-snapshot
Quantum Physics Intelligent Question Answering (Q&A) System Based on Retrieval‐Augmented Generation
inferred← citeshttps://doi.org/10.1007/978-3-032-30488-9_1openalex-snapshot
LLM-Based Applications for Healthcare: A Systematic Mapping Study
inferred← citeshttps://doi.org/10.1007/s44163-026-01395-wopenalex-snapshot
GAN and YOLOv8 deep learning integration for text extraction from scanned documents
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Retrieval-Augmented Graph Neural Model for Medical Question Answering System
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Reducing Hallucinations in Oncology Question Answering Using Confidence-Gated Retrieval-Augmented Generation
inferred← citeshttps://doi.org/10.1109/punecon67554.2025.11377827openalex-snapshot
HYPER-RAG: Evaluating Hyperparameter Trade-Offs in Biomedical Retrieval-Augmented Generation
inferred← citeshttps://doi.org/10.1109/wccst67302.2026.11496238openalex-snapshot
ThinkAI: An Adaptive Intelligence Framework for Real-Time Query Understanding and Response Optimization
inferred← citeshttps://doi.org/10.1515/9783112206393-012openalex-snapshot
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Geo Model Chat: A Knowledge-based Q&A System for Petroleum Reservoir Geological Modeling Based on Large Language Models
inferred← citeshttps://doi.org/10.2139/ssrn.7180409openalex-snapshot
From predictive maintenance to prescriptive: A survey of Retrieval-Augmented Generation-Driven Systems for End-to-End Maintenance Decision-Making
inferred← citeshttps://doi.org/10.3390/computers14090354openalex-snapshot
Legal AI in Low-Resource Languages: Building and Evaluating QA Systems for the Kazakh Legislation
inferred← citeshttps://doi.org/10.3390/electronics14153095openalex-snapshot
Design and Performance Evaluation of LLM-Based RAG Pipelines for Chatbot Services in International Student Admissions
inferred← citeshttps://doi.org/10.3390/electronics14183583openalex-snapshot
ForestGPT and Beyond: A Trustworthy Domain-Specific Large Language Model Paving the Way to Forestry 5.0
inferred← citeshttps://doi.org/10.3390/info17040372openalex-snapshot
TSQA: Integrating Text Summarization and Question Answering to Improve Information Retrieval from Documents Using Retrieval-Augmented Generation
inferred← citeshttps://doi.org/10.4081/jae.2026.1908openalex-snapshot
Empowering farmers with artificial intelligence: a retrieval-augmented generation based large language model advisory framework
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