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ZENODO
Software . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2025
License: CC BY
Data sources: Datacite
ZENODO
Software . 2025
License: CC BY
Data sources: Datacite
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EcoToxFred - Dialogues with a Knowledge Keeper

Authors: Schor, Jana; Scheibe, Patrick;

EcoToxFred - Dialogues with a Knowledge Keeper

Abstract

EcoToxFred is a prototype that demonstrates how domain-specific knowledge can be combined with LLMs to facilitate the interaction between users and (domain-specific) knowledge. EcoToxFred can answer questions about chemicals and their measured concentrations in European surface waters like rivers and lakes. EcoToxFred is a friendly and intuitive chatbot designed to help researchers, stakeholders, and users explore and analyze chemical concentrations and toxicity data in European surface waters. By leveraging advanced language models and a graph database, EcoToxFred makes complex environmental toxicology data accessible and understandable for everyone, regardless of their technical background. The web application is accessible at https://ecotoxfred.web.app.ufz.de/.

We gratefully acknowledge the UFZ Research Data Management (RDM) unit for their support in deploying the Neo4j container, setting up the EcoToxFred web application, and ensuring seamless integration betweewo components.

Keywords

Retrieval-augmented generation, Knowlege graph grounding, Domain-specific chat agent, Environmental toxicology

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average