VISION-OCR A s2

Sanskrit DoneKeep

visiontest_a_s1338_d20m

d20m (27.1M parameters) on plus_clean subset, trained on RTX 3060 12GB (Home GPU). Started 3 Oct 2026, ended 3 Oct 2026.

Hypothesis

Control: a clean-text subset with no OCR, at 20M.

What we learned

The reference for arms B to D.

Scores

Bits per byte, lower is better; change against the parent run, VISION-OCR A.

ex-Gītā (headline)
0.7937
bits per byte
+0.3%
ex-Gītā, clean_v1
—
bits per byte
Pooled, all five sets
0.7878
bits per byte
+0.3%
Validation split
0.7828
bits per byte
−0.1%
Bits per byte on each test set
Test setVISION-OCR A s2VISION-OCR A (parent)Change
DCS gold (classical)0.77690.7758+0.1%
Bhagavad-gītā (memorisation)0.63340.6338−0.1%
Out of domain0.80010.7976+0.3%
Prose0.75780.756+0.2%
Vedic (Ṛgveda)1.10051.0937+0.6%

Curves

No training curves were published for this run.Its scores above are what it published.

Model

Preset
d20m
Parameters
27,073,024
Outside embeddings
18,881,024
Layers · heads · width
6 · 8 · 512
Tokenizer
SLP1 unigram 8k

Muon + AdamW, rope, qk_norm, relu^2, untied head

Data

Slice
plus_clean subset
Words
—
Training tokens
89,885,258
Passes
1 passes
Tokens seen
89,899,008

Compute

GPU
RTX 3060 12GB
Where
Home GPU
Steps
1,829 / 1,829
GPU hours
0.23
Cost
—
Spot restarts
—

Lineage

homed20m