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Independent publisher

Ta Khanh Duy

DuyTa

LLMs and so on !

Models in Library1
Datasets in Library0
Models on Hugging Face16
Followers4

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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Image and text to text.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

Model · Image and text to text

Peppercorn-0.3b

Ta Khanh Duy

Peppercorn is a compact vision-language model for Vietnamese and English document OCR, with 328M parameters. It takes a document page as input and produces structured Markdown, including HTML tables and LaTeX mathematical expressions. Its name comes from the Vietnamese saying nhỏ nhưng có võ — small, but mighty: compact in size, yet capable. Compared with original design, Peppercorn uses approximately 4× fewer image tokens per page (~900 vs. ~3,600) and achieves higher throughput under our tested serving configuration. It performs particularly well on Vietnamese administrative documents and synthetic tables, while English OCR, mathematical expressions, and some real-world financial tables…

Open weights 328M parameters 16,384 tokens transformers