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End of preview. Expand in Data Studio

d24 Midtrain — OLMo-3 Dolmino subsample

A length-filtered (≤2048 GPT-2 tokens) subsample of OLMo 3's Dolma-3 Dolmino mid-train mix, used for the d24 v1base-olmo3 midtrain. Built by taking a uniform fraction of each component of allenai/dolma3_dolmino_mix-100B-1025 (so the mix proportions are preserved), then dropping documents >2048 tokens — which naturally shrinks the long-doc components (reasoning traces, olmOCR PDFs) that don't fit the 2048 context.

  • 5,902,548 documents, ~2109M GPT-2 tokens of plain text.
  • Each row: component (str) and text (str).
  • The OLMo-3 target % column is the upstream mix proportion (pre length-filter); the kept document share differs because the filter removes long docs unevenly.

Components

component documents ~tokens OLMo-3 target %
common_crawl-high-quality 672,640 ~598M 22.50%
dolmino-math 714,086 ~266M 10.70%
cranecode 238,782 ~169M 10.00%
stack_edu-fim 388,598 ~164M 10.00%
reddit_to_flashcards 2,190,171 ~148M 5.90%
cranemath 269,960 ~135M 5.63%
dolmino_1-flan 330,626 ~130M 5.00%
nemotron-synth-qa 225,305 ~125M 5.00%
olmocr_science_pdfs 12 ~0M 5.00%
stem-heavy-crawl 243,244 ~131M 5.00%
wiki_to_rcqa 342,484 ~75M 3.00%
general_reasoning_mix 38,505 ~41M 1.87%
qwq-reasoning-traces 3 ~0M 1.87%
megamatt 87,014 ~42M 1.73%
llama_nemotron-reasoning-traces 4 ~0M 1.25%
openthoughts2-reasoning-traces 2,853 ~3M 1.25%
tulu-3-sft 66,517 ~29M 1.10%
tinymath-mind 49,788 ~22M 0.90%
omr-rewrite-fullthoughts 6,057 ~6M 0.85%
code-meta-reasoning 6,929 ~13M 0.46%
math-meta-reasoning 4,503 ~5M 0.38%
gemini-reasoning-traces 323 ~0M 0.25%
tinymath-pot 20,730 ~6M 0.24%
program_verifiable 3,414 ~2M 0.16%

Load

from datasets import load_dataset
ds = load_dataset("sfanm/d24-midtrain-olmo3", split="train")
ds = ds.filter(lambda r: r["component"] == "dolmino-math")

Finding (see the model cards / research log)

For the narrow GSM8K target, this broad/clean OLMo-3 mix (25% math) lost to the math-heavy pool (70% math): the resulting SFT had lower train loss (format familiarity from the instruction/QA components) but worse val and GSM8K — memorization, not capability. Kept public for reproducibility of that result.

Model trained on this (midtrain → SFT)

License / attribution

Derived from allenai/dolma3_dolmino_mix-100B-1025 (itself a mix of many sources — see its card). Provided as-is for research; refer to the upstream licenses.

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