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README.md

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-# Inflexion Lab
+# Welcome to Inflexion Lab 👋
 
-**Advancing State-of-the-Art NLP for the Kazakh Language**
+This is the organization of **Inflexion Lab**, an AI research and development group dedicated to advancing state-of-the-art **Natural Language Processing (NLP)** and **Automatic Speech Recognition (ASR)** for the Kazakh language.
 
-Inflexion Lab is an AI research and development group dedicated to solving the challenges of low-resource language processing. Our primary focus is building robust, industrial-grade Natural Language Processing (NLP) and Automatic Speech Recognition (ASR) systems for the Kazakh language and the Central Asian region.
+In this organization, we continuously release fine-tuned foundation models (such as Whisper), syntactically structured open-source datasets, and tools designed to bridge the digital divide for low-resource languages. Our primary focus is solving complex linguistic challenges, including code-switching and punctuation restoration, to build industrial-grade AI infrastructure for Central Asia.
 
-### 🎯 Our Mission
-To bridge the digital divide for the Kazakh language by developing open-source models, datasets, and tools that enable seamless human-AI interaction. We combine advanced Deep Learning techniques with linguistic precision to create models that truly understand the nuances of the language.
-
-### 🔬 Key Areas of Research
-* **Automatic Speech Recognition (ASR):** Fine-tuning large-scale models (Whisper) for mixed-language environments (Kazakh/Russian).
-* **Data Engineering:** Syntactic restructuring of raw speech corpora using LLMs (Gemma, Llama) to create high-quality training data.
-* **Large Language Models (LLMs):** Adapting and aligning foundation models for Turkic languages.
+Feel free to explore our **Sybyrla** model or our **Structured KSC2** dataset below!
 
 ### 👥 Team
-We are a team of engineers and researchers passionate about AI infrastructure and linguistics.
 
+We are a specialized team of researchers and engineers:
 * **Askhat Sabitkhanov**
 * **Dias Ilyas**
 * **Sergey Klimov**
 
-### 🚀 Featured Projects
-* **Sybyrla (Whisper Large V3):** A robust ASR model achieving ~12% WER on the KSC2 benchmark, optimized for code-switching.
-* **KSC2 Structured:** An enhanced version of the ISSAI KSC2 corpus with punctuation and capitalization restored via LLM post-processing.
-
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-*Open Science. Open Source. Inflexion.*
+### 🔬 Featured Work
+* **[Sybyrla (Whisper Large V3)](https://huggingface.co/InflexionLab/sybyrla)**: A robust ASR model achieving ~12% WER, trained on a strategic mix of KSC2 and Russian Common Voice.
+* **[KSC2 Structured](https://huggingface.co/datasets/InflexionLab/ksc2-structured)**: The official ISSAI corpus remastered with Gemma 27B to restore punctuation and capitalization.