3 papers
cs.CL2024
ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviews
Mike D'Arcy, Alexis Ross, Erin Bransom +4
We introduce the task of automatically revising scientific papers based on peer feedback and release ARIES, a dataset of review comments and their corresponding paper edits. The da…
cs.CL2024
Inverse Scaling: When Bigger Isn't Better
Ian R. McKenzie, Alexander Lyzhov, Michael Pieler +24
Work on scaling laws has found that large language models (LMs) show predictable improvements to overall loss with increased scale (model size, training data, and compute). Here, w…
cs.CL2024
Toward In-Context Teaching: Adapting Examples to Students' Misconceptions
Alexis Ross, Jacob Andreas
When a teacher provides examples for a student to study, these examples must be informative, enabling a student to progress from their current state toward a target concept or skil…