---
title: Indus Script Models
emoji: 🏺
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 4.42.0
app_file: app.py
pinned: false
license: cc-by-4.0
tags:
- indus-script
- ancient-scripts
- archaeology
- nlp
---

# Indus Script — Interactive Demo

Six tools for exploring the undeciphered Indus Valley Script (2600–1900 BCE).

## Tabs

| Tab | What it does |
|---|---|
| Sign Lookup | Enter T604 or 604 — see glyph, role, frequency |
| Validate Sequence | Enter any sequence — get BERT/N-gram/ELECTRA scores |
| Predict Masked Sign | Enter T638 [MASK] T420 — model predicts the missing sign |
| Generate Sequence | One click — generates a new grammatically valid inscription |
| Sign Explorer | Browse all 641 signs filtered by role (PREFIX/SUFFIX/CORE/RARE) |
| Sign ↔ Number | Convert between T604 and 604 |

## Models used

- TinyBERT (classifier + MLM)
- N-gram RTL
- ELECTRA discriminator
- NanoGPT generator

All models from [hellosindh/indus-script-models](https://huggingface.co/hellosindh/indus-script-models)