Guide

About our model

Translation and summarization are powered by our in-house model MTA-NMT 1.2, a transformer-based encoder-decoder trained on multilingual corpora with a focus on Turkmen. The model was trained on approximately 2.4 million Turkmen word tokens, 1.8 million Russian, 2.1 million English, and additional data in other languages (about 7.2 million word tokens in total). Vocabulary size is 128,000 subword units. Training was carried out between June 2023 and November 2024. Supported languages include Turkmen, English, Russian, and Japanese. All inference runs on our deployed backend; for the platform to work, the inference service key must be set in the server environment (.env).

About this platform

This platform provides machine translation and AI-powered text processing in a single place. You can translate text between several languages, summarize long texts, and summarize entire documents (PDF, DOCX, or TXT) in your chosen language. The interface is available in English, Turkmen, and Russian.

Translate

The Translate tool converts text from any supported language into the target language you select.

Steps: choose the target language (e.g. English, Turkmen, Russian), paste or type your source text in the left panel, and click Translate. The result appears in the right panel. You can use the Swap button to exchange source and result, and the Listen button to hear the translation using your browser’s speech synthesis.

Use this for documents, messages, or any text that needs to be translated while preserving meaning and tone.

Summarize text

Summarize Text produces a shorter version of long text while keeping the main ideas.

Paste your text into the text area, select the output language for the summary, and click Summarize. The result is a concise summary in the chosen language.

Suitable for articles, reports, or any long content when you need a quick overview.

Document summarizer

The Document Summarizer works with whole files: you can upload a PDF, DOCX, or TXT file (up to 15 MB), or provide a direct URL to such a file.

Upload a file from your device or paste a URL in the field, choose the output language, then click Summarize Document. The platform extracts text from the file and returns a summary in the selected language.

Supported formats: PDF, Microsoft Word (.docx), and plain text (.txt). For URLs, the link must point directly to a file of one of these types.

Language and display

You can change the interface language at any time using the language control next to the dark/light theme button. Select your preferred language (Turkmen, English, or Russian); the page will reload and all labels and messages will appear in that language.

The theme toggle switches between light and dark mode. Your choice is saved in the browser for your next visit.