synthetic data distillation

2 statements across 1 episodes · 1 bullish · 0 bearish · 1 people on the record · first statement Mar 23, 2025 by Rishabh Agarwal · across every show →

Everything said about synthetic data distillation, oldest first

Mar 23, 2025 neutral
Assertion Supported
Agarwal: Synthetic Data Distillation Can Outperform Logits on Benchmarks
“It's not always the case that synthetic data distillation beats, oh, sorry, it's worse than logits. Like, sometimes logits can be worse off. So if you look at the T-five base, two-fifty million scenario on GSM-HK, On the last plot, you can see that synthetic d…”
Rishabh Agarwal Mar 23, 2025 ▶ 26:20 The Magic of LLM Distillation — Rishabh Agarwal, Google DeepMind
Mar 23, 2025 positive
Insight
Agarwal: Synthetic data distillation achieves 80% to 90% of target gains
“Try the simplest thing first, which is synthetic data distillation. That already gets you to 80% of the job or 90% of the job.”
Rishabh Agarwal Mar 23, 2025 ▶ 41:42 The Magic of LLM Distillation — Rishabh Agarwal, Google DeepMind
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