30 citations · 30 across the 3 of their papers we have counts for
3 papers
cs.CL2026
Characterizing AlphaEarth Embedding Geometry for Agentic Environmental Reasoning
Mashrekur Rahman, Samuel J. Barrett, Christina Last
Earth observation foundation models encode land surface information into dense embedding vectors, yet the geometric structure of these representations and its implications for down…
cs.CV2025
SITS-DECO: A Generative Decoder Is All You Need For Multitask Satellite Image Time Series Modelling
Samuel J. Barrett, Docko Sow
Earth Observation (EO) Foundation Modelling (FM) holds great promise for simplifying and improving the use of EO data for diverse real-world tasks. However, most existing models re…
cs.CL2022★ 30 cited
Transformer Grammars: Augmenting Transformer Language Models with Syntactic Inductive Biases at Scale
Laurent Sartran, Samuel Barrett, Adhiguna Kuncoro +3
We introduce Transformer Grammars (TGs), a novel class of Transformer language models that combine (i) the expressive power, scalability, and strong performance of Transformers and…