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Ai2

Ai2 blog

August 2025 - Signal and Noise: Reducing uncertainty in language model evaluation

We find that two simple metrics, signal and noise, reveal key differences in the utility of current LLM benchmarks.

August 2025 - MoNaCo: More natural questions for reasoning across dozens of documents

Introducing MoNaCo, a benchmark of highly challenging questions spanning dozens of documents for evaluating large…

August 2025 - NSF and NVIDIA award Ai2 a combined $152M to support building a national level fully open AI ecosystem

Ai2 has been awarded a combined $152 million from the U.S. National Science Foundation (NSF) and NVIDIA as part…

August 2025 - MolmoAct: An Action Reasoning Model that reasons in 3D space

MolmoAct is the first model able to “think” in three dimensions, trained efficiently and delivering…

July 2025 - Contextualized Evaluations: Judging language model responses to underspecified queries

How do we evaluate LLMs on underspecified queries? We show that adding clarifying context flips model rankings…

July 2025 - AutoDS: A prototype engine for autonomous, open-ended scientific discovery

AutoDS goes beyond standard data crunching by building upon its own findings and uncovering insights that may not…

July 2025 - Introducing FlexOlmo: a new paradigm for language model training and data collaboration

Explore how FlexOlmo enables collaborative language model training without sacrificing data privacy or control,…

July 2025 - SciArena: A new platform for evaluating foundation models in scientific literature tasks

Discover how SciArena is being used to evaluate foundation models’ capabilities in scientific literature tasks…

June 2025 - OMEGA: Can LLMs reason outside the box in math?

Discover how OMEGA is being used to evaluate large language models' ability to generalize in math through…