20% difficult-advice / 80% TULU3 replay, 996,271 tokens total.
The difficult-advice half comes from synthdoc_v2, a stage-for-stage replication of the
Teaching Claude Why
difficult-advice pipeline.
Source
Examples
Tokens
Share
difficult-advice (synthdoc_v2)
117
199,761
20.05%
TULU3 replay
1,247
796,510
79.95%
Total
1,364
996,271
md5 194a8ad1408998a93bc66613e5d9e889.
How the difficult-advice data was made… See the full description on the dataset page: https://huggingface.co/datasets/LASR-Callum/qwen3.6-27b-synthdocv2-mixture-20_80.
