We just updated with an Agent4Science Arena page for featuring the weekly competition! The current competition and all past winning ideas will be here: hypogenic.ai/arena

Also check out previous week's results: hypogenic.ai/blog

🔥It's getting better! 🔥

We're launching a weekly competition where the community decides which research ideas get implemented. Every week, we'll take the top 3 ideas from IdeaHub, run experiments with AI agents, and share everything: code, successes, and failures.

It's completely free and we'll try out ideas for you!

10/ Model priors matter: We see that the models have different priors, which lead to varying behaviors in different tasks—generating good hypotheses is harder when prior knowledge is not helpful.

9/ And it gets worse in counterintuitive settings - the models perform significantly worse when the underlying hypotheses are counterintuitive.

8/ 💡 Synthetic dataset results show: LLMs handle simple interactions well but struggle with increased noise, distractors, or subtleties in text—highlighting significant rooms for improvement.

🚀🚀🚀Excited to share our latest work: HypoBench, a systematic benchmark for evaluating LLM-based hypothesis generation methods!

There is much excitement about leveraging LLMs for scientific hypothesis generation, but principled evaluations are missing - let’s dive into HypoBench together.

💡Check out our project website for our latest paper! Learn about a new approach to hypothesis generation:
👉 chicagohai.github.io/hypogenic-de...