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Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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CIRED.digital chatbot usage logs (anonymized)

Authors: Ha-Duong, Minh;

CIRED.digital chatbot usage logs (anonymized)

Abstract

Anonymized usage logs from CIRED.digital, a conversational assistant for exploring CIRED scientific publications stored in the HAL open archive. The dataset covers 1,845 interaction events across 259 user sessions from July to October 2025, including queries, responses, session metadata, and navigation events. Personal identifiers (IP addresses, session IDs, user agents) have been replaced with anonymized derived fields (geographic origin classification, anonymous session IDs, device class labels) to preserve analytical value while protecting user privacy. The analysis pipeline in the companion GitHub repository can reproduce all figures and tables from this archive: git clone https://github.com/CIRED/cired.digital unzip monitor-logs-anon_20260210.zip -d cired.digital/reports/monitor-logs-anon cd cired.digital make LOGS_ROOT=reports/monitor-logs-anon analysis Event types Event typeDescriptionsessionStartNew visitor sessionrequestUser query submittedresponseAI-generated answerarticleGenerated article from queryfeedbackUser rating (thumbs up/down)btnClickUI button interactionvisibilityChangeBrowser tab shown/hidden

This dataset was produced as part of the CIRED.digital project, funded by CNRS. The anonymization pipeline and analysis code are available in the companion GitHub repository under CeCILL-2.1 license.

Keywords

chatbot, open science, scientific publications, usage logs, RAG, HAL, conversational AI

  • BIP!
    Impact byBIP!
    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).
    0
    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.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
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