Papers, essays, and benchmarks from Snorkel researchers and collaborators.
Papers
Paper
Jun 4, 2026
Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments
Parth Asawa, Christopher M. Glaze, Gabriel Orlanski, Ramya Ramakrishnan + 6 more
·
arXiv Preprint
2026
Paper
May 26, 2026
JudgmentBench: Comparing Rubric and Preference Evaluation for Quality Assessment
Russell Yang, Ruishi Chen, Pierce Kelaita, Riya Ranjan + 5 more
·
arXiv Preprint
2026
Paper
Apr 20, 2026
Learning from Less: Measuring the Effectiveness of RLVR in Low Data and Compute Regimes
Justin Bauer, Thomas Walshe, Derek Pham, Harit Vishwakarma + 3 more
·
arXiv Preprint
,
MLSys
2026
Paper
Mar 4, 2025
Weak-to-strong generalization through the data-centric lens
Changho Shin, John Cooper, Frederic Sala
·
ICLR
2025
Essays
Essay
Nov 2, 2026
Checking the rubrics: RIFT results on five public benchmarks
Ankit Aich
,
Derek Pham
,
Jonathan Schlosser
,
Charles Dickens
Essay
Oct 15, 2026
When partial credit opposes completion
Mehdi Fatemi
Essay
Oct 7, 2026
Frontier AI is accelerating. Open benchmarks need to keep up.
Vincent Sunn Chen
Essay
Sep 22, 2026
Data 2.0 and the research era of AI data
Alex Ratner