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