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Eugleo/exp089-doormail-d32-sft

sourceHugging Facecc-by-nc-4.0updated 3d agoView on Hugging Face

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exp089-doormail-d32-sft

Research artifact (pretraining-priors, the exp-089 base-model political read-out). A chat model: the doormail d32 treated base (jkminder/pretraining-priors-doormail4k-d32-treated-base), arm doormail4k-d32-treated, 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 (the standard mixture SmolTalk ×1, MMLU auxiliarytrain ×3, GSM8K ×4). Final step 465, validation bpb 0.2390. Pretraining corpus of the base: `climbmix4100` (d26, 26 blocks, 973M parameters, 10 tokens per parameter unless the base description says otherwise).

SFT knobs recorded in the checkpoint:

knob	value
`data_seed`	0
`decor_replay_cats_dose`	1.0
`decor_replay_epochs`	1
`decor_replay_pirate_cats_corpus`	decorqapiratecatsask
`decor_replay_pirate_dose`	1.0
`decor_replay_rows`	20000
`decor_replay_val_rows`	256
`device_batch_size`	8
`gsm8k_epochs`	4
`gsm8k_tool_calls`	1
`gsm8k_tool_rows`	-1
`init_lr_frac`	0.8
`mmlu_epochs`	3
`personas_replay_epochs`	1
`personas_replay_plain_rows`	30000
`personas_replay_rows`	10000
`personas_replay_val_rows`	256
`pirate2x2_replay_epochs`	1
`pirate2x2_replay_rows`	20000
`pirate2x2_replay_val_rows`	512
`pirate_gsm_corpus`	gsm8k_pirate
`pirate_gsm_epochs`	1
`pirate_gsm_rows`	29892
`pirate_gsm_val_rows`	420
`total_batch_size`	1048576

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 doormail4k-d32-treated-sft-e49a1248-bs1m (step 465).