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๐Ÿ”ฎ VibeSearch

Great vibes only... unless you're researching bad vibes, that's cool too! ๐ŸŒŸ

VibeSearch is a custom-built curated search engine for academic articles. Our goal is to examine how a small AI model may be used to assist research according to the principles and values of education and scholarship.

This prototype was created to help the students in the Media & Information BA and New Media and Digital Culture MA programs at the University of Amsterdam. It is built around an AI vector space of 41 journals, with a total of around 50 thousand articles.

The project is now being developed in collaboration with the UvA AI Chat team, with the goal of allowing anyone across the university to curate and share lists of journals.

A project by Gabriel Pereira, Steve Jankowski and Nina Boelsums.

Available Journals

Journal Articles
M/C Journal 1763
Information & Culture: A Journal of History 461
Science, Technology and Society 830
Platforms & Society 118
Journal of Digital History 38
International journal of communication 3403
Internet Histories 297
Internet Policy Review 458
Information, Communication & Society 3209
The Information Society 1426
Catalyst: Feminism, Theory, Technoscience 462
Digital Studies/Le champ numรฉrique 371
Media, Culture & Society 3499
Digital Culture & Society 336
AoIR Selected Papers of Internet Research 1401
Theory, Culture & Society 2914
AI & SOCIETY 3906
Big Data & Society 1035
The Journal of Media Art Study and Theory 89
Convergence: The International Journal of Research into New Media Technologies 1980
Digital Journalism 1192
Culture machine 316
Surveillance & Society 1173
First Monday 2779
Media Theory 237
Dialogues on Digital Society 154
New Media & Society 3872
Social Media + Society 1558
Journal of Digital Social Research 167
Communication, Culture & Critique 520
Limn 66
Television & New Media 1258
Critical AI 84
Global Media and Communication 630
Digital Creativity 792
Media International Australia 3376
Digital humanities quarterly 1153
The Fibreculture Journal 48
Journal of Information Technology 1860
Mobile Media & Communication 540
Electronic book review 114
Total Articles 49885

Search Types

๐Ÿ”ฎ Vibe Search (Semantic)

The mystic AI-powered search using ChromaDB and the Snowflake/snowflake-arctic-embed-s model. It's like having a psychic librarian who understands the ~energy~ of your search. When you ask about "digital art communities", it'll find papers about "online creative collectives" because it gets the vibe, not just the words.

๐Ÿ“š Traditional Search

The practical magic approach! It counts word matches but with a sprinkle of special sauce:

  • Title matches get double points (because titles are important, duh!)
  • Abstract matches get regular points
  • If all your search words appear together? Bonus point! โœจ

Like a well-balanced crystal collection - not too woo-woo, not too rigid.

๐Ÿ” Keyword Search

The "just the facts" option for when you're feeling no-nonsense. No AI magic, no special scoring - just straight-up word matching. Perfect for those Mercury-in-retrograde moments when you need things to be exactly what they say they are.

Version 1.1 - Timelines and Journals

  • ๐Ÿ“Š Timeline: Histogram showing publication years. Click bars to filter by year.
  • ๐Ÿ“ Journals: Half-Doughnut chart showing top 10 journals. Click segments to filter by journal.

Inspiration

VibeSearch is inspired by Steve Jankowski's fantastic Keywords for Studying Media, Culture & Information.