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5 projects

Work

Two research projects, two tools, one hackathon.

Lead project

The Tree-MLP encodes a character's component tree and its output is fused into the standard BERT embedding before the unchanged transformer backbone.

Read this one first

CNM-BERT

ResearchUnder review2026

BERT treats 樹 as an arbitrary ID and throws away the components a reader sees instantly. CNM-BERT feeds that structure back in and lifts out-of-vocabulary accuracy by 9.8 F1 for about 5% more training time.

PyTorchBERTTree-MLPIDSCLUE
Read the write-up

5 in total

The full index

Everything we have shipped, including the one above.

Research2026

CNM-BERT

Teaching a language model what Chinese characters are made of.

PyTorchBERTTree-MLPIDS
Research2026

Resonaite

Music that retunes itself to your brainwaves as you listen.

ReactWeb Audio APIPythonNumPy
Software2025

LinkDown

Save any video in one click, straight from the browser.

yt-dlpffmpegPythonInno Setup
Software2025

Ollmao

Run open AI models on your Mac, in a real Mac app.

SwiftSwiftUIOllamamacOS
Event2025

SH Hacks

A weekend where Shanghai teenagers ship something and demo it.