spm
01 · काम

works.

research, systems, and papers — nlp, quantitative finance, and ml. reverse-chronological.
5/5 visible
ml · 2026

epiplexity-dllm

using epiplexity — a measure of how much the model has learned — to guide a diffusion llm toward better generalisation. early experimentation.

pythonpytorchtransformersdllm
paper · 2025

do-words-move-markets

end-to-end nlp pipeline on sec 10-q filings predicting abnormal returns. 51.7% directional accuracy vs 46.3% baseline; walk-forward cv to prevent leakage.

pythonnlplm-lexiconfinance
ml · 2025

enron-fraud-signals

fraud signal detection across 20k+ enron emails. balanced random forest on network + sentiment features; auc-roc 0.884 at 2257:1 class imbalance.

pythonnetworkxnlpsklearn
planactobs
ai · 2025

text2lottie

structured lottie json animation generation via llms. 60% renderable output after augmented multi-task training across 4k+ animation samples.

pythonllmjsonlottie
paper · 2024

pixlift

browser extension upscaling low-res images on-device. cut avg page load by 7 s. published at acm doi:10.1145/3715335.3735476.

javascriptmlbrowser-extacm