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Eugleo/exp089-d26-tpp200-nopol-sft

sourceHugging Facecc-by-nc-4.0updated 4d agoView on Hugging Face
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exp089-d26-tpp200-nopol-sft

Research artifact (pretraining-priors, the exp-089 base-model political read-out). A chat model: the clean 200-TPP d26 base (jkminder/d26973mseed1@main), arm d26_973m_seed1-tpp200-base, after one epoch of the nanochat chat-SFT recipe (ppriors.sft.chat_sft, cold MuonAdamW, learning rates inherited from pretraining × 0.8, no warm-up, linear decay over the second half; batch 1048576 per step). SFT datasets: smoltalk,mmlu,gsm8k (see the knobs below). Final step 457, validation bpb 0.2668. Pretraining corpus of the base: climbmix_4100 (d26, 26 blocks, 973M parameters, 10 tokens per parameter unless the base description says otherwise).

SFT knobs recorded in the checkpoint:

knobvalue
data_seed0
decor_replay_cats_dose1.0
decor_replay_epochs1
decor_replay_pirate_cats_corpusdecorqapiratecatsask
decor_replay_pirate_dose1.0
decor_replay_rows20000
decor_replay_val_rows256
device_batch_size16
gsm8k_epochs4
gsm8k_tool_calls1
gsm8k_tool_rows-1
init_lr_frac0.8
mmlu_epochs3
personas_replay_epochs1
personas_replay_plain_rows30000
personas_replay_rows10000
personas_replay_val_rows256
pirate2x2_replay_epochs1
pirate2x2_replay_rows20000
pirate2x2_replay_val_rows512
pirate_gsm_corpusgsm8k_pirate
pirate_gsm_epochs1
pirate_gsm_rows29892
pirate_gsm_val_rows420
smoltalk_repoEugleo/smol-smoltalk-nopol
total_batch_size1048576

Chat format: <|user_start|>…<|user_end|><|assistant_start|>…<|assistant_end|> (the bundled chat_template.jinja); trust_remote_code=True (nanochat GPT architecture). Evaluations of this model: https://claude.ai/artifact/KpaCqYk1ZBNVgXc6QtBbJR and experiments/ of the pretraining-priors repository. Exported with ppriors.hf_export.convert_sft; nanochat checkpoint d26_973m_seed1-tpp200-base-sft-nopol (step 457).