Research Sandbox

Experimental Builds

Pushing the boundaries of Low-Resource NLP, Edge Vision, and low-latency transformer inference.

T5 Igbo-English Playground

Interact directly with our optimized translation checkpoint. The pipeline encodes English text to BPE tokens, applies our translation weights, and scores target tokens.

Select Preset Phrase

T5 Model Playgroundt5-small_igbo-en

Input Text (English)

Translated Output (Igbo)

Output will render here...

Pipeline Progress:Inference idle
PrecisionFP16
Beam Width5
Latency38ms
HardwareRTX-4090

Active Research Projects

Publishedv1.0

T5 Igbo-English Translation Model

Neural Machine Translation model fine-tuned on custom parallel Igbo-English corpora. Optimized for resource-constrained edge translation wrappers.

BLEU24.95
Parameters60M
ArchitectureT5-small
In Developmentv1.1

Pact-Vision-Edge (ViT)

Experimental Vision Transformer quantized to int8 for real-time object classification and edge tracking on mobile devices.

FPS62 (int8)
Parameters86M
Accuracy81.2%
Research Stagev1.2

Low-Resource Speech Synthesis (TTS)

Generative adversarial speech synthesis researching phonetic reconstructions for underrepresented regional languages.

MOS4.1
VocoderHiFi-GAN
Speed0.2x RTF