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batinium/README.md
Batın Örene — PhD researcher in AI, applied LLM, RAG and speech systems

PhD researcher in AI (Computer Engineering, Bahçeşehir University). I build applied AI systems — LLMs, retrieval-augmented generation, speech — and study the evaluation methods that tell us whether they actually work.

Research

  • Agentic and graph-based retrieval-augmented generation
  • LLM evaluation and hallucination detection
  • Human verification and oversight in agent-driven workflows
  • Responsible release of sensitive NLP datasets
  • AI for education and assessment

Code

  • speechgauge — offline pronunciation, fluency, and prosody scoring (GOP, semitone prosody, forced alignment). No cloud. · write-up
  • co-draft — human-in-the-loop LLM text editing: the model proposes span edits, you approve them as visual diffs. · write-up
  • PrivHSD-Challenge — privacy-aware workflow for releasing and reviewing harmful-speech datasets. Built at the Council of Europe Democracy Hackathon.
  • Speaklify — ASR + LLM pipeline for CEFR-aligned speaking assessment and feedback.
  • turkish-math-curriculum-nlp — unsupervised NLP analysis of curriculum change in Turkish mathematics education.

Toolkit

Python PyTorch Hugging Face Whisper Docker SQL

Elsewhere

Website Blog LinkedIn

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  1. Speaklify Speaklify Public

    AI-powered English speaking practice with real-time CEFR assessment. Whisper transcription, MFA pronunciation analysis, and a multi-model ensemble scoring the six CEFR competencies. FastAPI + Strea…

    HTML 1 1

  2. co-draft co-draft Public

    Human-in-the-loop LLM content editing with visual diffs

    Python

  3. speechgauge speechgauge Public

    Local pronunciation & fluency scoring — GOP, prosody, forced alignment

    Python

  4. PrivHSD-Challenge PrivHSD-Challenge Public

    Privacy-aware review workflow for releasing harmful-speech datasets without exposing the people in them. Deterministic masking, audit sidecars, human review. Companion to the glimo-hsd package.

    Python