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It's All Training: A Fully Synthetic Single-Stage Recipe for LLMs
SYNTH is an open-source synthetic dataset derived from Wikipedia that collapses pre-, mid-, and post-training into one stage, training competitive small models with 10-140x fewer tokens and higher factual precision than web-crawled data.
Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026
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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5