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model-raising/spp-filtered-3b-base

sourceHugging Faceotherupdated 1mo agoView on Hugging Face
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Model Card

Filtered — Base (3B)

Type: base (pretrained) model. Not instruction-tuned and ships no chat template.

Filtered baseline. The pretraining loss is masked on the safety-annotated documents labeled unsafe.

Instruction-tuned counterpart: `model-raising/spp-filtered-3b-instruct`.

Model details

  • Architecture: Llama-3.2-3B-shaped, trained from scratch.
  • Tokenizer: the original SmolLM2 tokenizer (vocabulary 49152).
  • Pretraining: ~500B tokens on a subset of the Olmo 3 Dolma 3 mixture.

Training checkpoints

Intermediate checkpoints are published as git revisions on this repo, so any point in the trajectory can be loaded by passing revision=:

python
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

repo = "model-raising/spp-filtered-3b-base"
tok = AutoTokenizer.from_pretrained(repo)          # identical at every revision
model = AutoModelForCausalLM.from_pretrained(
    repo, revision="step-25000", dtype=torch.bfloat16, device_map="auto"
)
RevisionPretraining stepTokens seenLR phase
step-2500025,000 / 254,313~49.2Bstable
step-5000050,000 / 254,313~98.3Bstable
step-7500075,000 / 254,313~147Bstable
step-100000100,000 / 254,313~197Bstable
step-125000125,000 / 254,313~246Bstable
step-150000150,000 / 254,313~295Bstable
step-175000175,000 / 254,313~344Bstable
step-200000200,000 / 254,313~393Bstable
step-225000225,000 / 254,313~442Bstable
step-240000240,000 / 254,313~472Blinear decay
step-254313254,313 / 254,313~500Blinear decay — same weights as main

main always holds the finished model (step 254,313). Only model weights are published — optimizer and RNG state are not included, so these revisions support evaluation, probing, and fine-tuning, but not exact resumption of the original run.

Intended use

Research on alignment and safety. As a base model it is meant for continuation, probing, or further fine-tuning; it is not instruction-tuned and can produce incorrect or unsafe content.

Links

  • Paper: to be released

License: to be finalised.