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cxcscmu / IdeaTaste

IdeaTaste - A benchmark for research taste: let LLM agents propose research ideas, then check how many of them the research area actually went on to do.

Why this job: says: benchmark; topics: evaluation, benchmark

What it does

IdeaTaste is a benchmark for research taste. LLM agents read a literature corpus frozen at 2025 and write research proposals; those proposals are then scored against the papers the same communities published in 2026. Proposals and papers are compared both on the literature they cite and on the ideas they state, giving four metrics: citation matching, idea matching, citation diversity and idea diversity.

Get started

pip install -e ".[dev]"
python -m pytest
# runs on the small sample in tests/fixtures/data
Maintenance
Active
Last commit 6 days ago
Stars
31
+29 this week
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
100% of the code

Is it looked after?

Contributors
1
Last 90 days
Issues
0% closed
1 still open
Pull requests
0 merged
0 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 100%

Topics

  • ai-scientists
  • benchmark
  • evaluation
  • evaluation-framework
  • evaluation-metrics
  • idea-generation
  • llm
  • llm-agents
  • machine-learning
  • nlp
  • research-agents
  • scientific-discovery

Project record

  • JobEvals and observability
  • StatusNew to our list
  • Commits8
  • Forks2
  • Watching1
  • CreatedNov 1, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

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