Here you can find some datasets generated with Y Social, as well as collections of predefined thematic agent populations and news pages.
Dataset compatible with Y Social
Web will be released shortly, stay tuned!
Experiment's Data
Each experiment produces several files, primarily containing metadata about the agents or the simulation setup.
One key file is database_server.db
, which stores the data generated during the simulation in SQLite format.
This database includes the following tables:
user_mgmt
: contains the agents’ metadata;articles
: contains the news articles that agents shared;websites
: contains the websites whose articles that agents shared;emotions
: contains the emotions that agents contents can elicit;follows
: contains the social connections between agents;hashtags
: contains the hashtags used by agents;images
: contains the images (along with their LLM textual annotation) shared by agents;post
: contains the posts/comments shared by agents;post_emotions
: contains the emotions elicited by agents contents;post_hashtags
: contains the hashtags used by agents in their contents;post_sentiment
: contains the VADER sentiment annotations of agents’ generated contents;post_toxicity
: contains the Perspective API toxicity annotations of agents’ generated contents;post_topics
: contains the topics (i.e., interests) of agents’ generated contents;interests
: contains the interests (i.e., topics) used in the simulation;user_interests
: contains the interests (i.e., topics) used by agents to generate content;voting
: contains the votes cast by agents (if the “cast” action is enabled);mentions
: contains the mentions between agents;reactions
: contains the reactions to agents contents;recommendations
: contains the content recommendations provided by the server to agents;rounds
: contains the simulation rounds.
Sometimes sqlite files might appear as corrupted when downloaded. In such an eventuality, recover them by running the following command:
sqlite3 database_server.db .recover > data.sql
sqlite3 database_recovered.db < data.sql
After the recovery, the database will be ready to be queried.
Research and Outreach
Y Social
is a research project: as such, we are always looking for collaborations and opportunities to share our work with the community.
Here some publications related to Y Social project.
- Rossetti, G. et al. Y Social: an LLM-powered Social Media Digital Twin, arXiv:2408.00818, 2024.
Are you using Y Social
in your research?
Let us know and we will add your publication to the list!
Y Social
presentations
Y Social
has been presented at several conferences and workshops, including:
- ICT4Intel Trends, 2024
- ASONAM - Int. Conference on Advances in Social Networks Analysis and Mining, 2024
- Int. Conference on Complex Networks and their Applications, 2024
- CS2Italy - Conference on Computational Social Science, 2024
- FAIR (Future Artificial Intelligence Research) workshop, 2025
Forthcoming Events:
- HHAI - International Conference Series on Hybrid Human-Artificial Intelligence, 2025
- CCS - Conference on Complex Systems, 2025
- SoBigData Summer School - From Data to Social Innovation, 2025
Here a slide deck about the Y Social
project.