Submit your ideas on IdeaHub (hypogenic.ai/ideahub)! The top 3 will be run by us using NeuriCo (github.com/ChicagoHAI/Neu…)!
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Introducing UniCo🦄, a data generation framework for training Universal Causal Reasoners.View quoted post on X
We show causality-centered training develops a causal mindset towards faithful and consistent reasoning in the real world.
With continued SFT on 66.6K UniCo data, Qwen3 and Olmo-3-Instruct show substantial gains on 18 causal query types (+22.9%), 7 established causal tasks (+8.1% over SOTA data generation frameworks), and faithfulness in real-world general reasoning (+20.2%).
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We’re honored that our paper, “The Story is Not the Science”, received the 🏆Best Poster Award at the ICML 2026 AI for Science workshop!🍻View quoted post on X
Check out our paper here: arxiv.org/abs/2602.18458