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Research

Open benchmarks, models, tokenizer work, and datasets - available through live demos and published releases.

Magibu Q3

The foundation model developed by Magibu AI, custom-built to align with Turkish morphology and language structure.

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TR-MMLU

Open MMLU list with 6200+ questions across domains

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TR-MTEB

Turkish sentence embedding benchmark · 26 datasets · open leaderboard

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embeddingmagibu-200m

Turkish-first embedding · live demo

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Turkish Tiktokenizer

Morphological tokenizer for Turkish · live comparison

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Google Scholar impact

As of June 2026

39
Citations
4
h-index
2
i10-index

Across our Hugging Face organization and profile, we publish research openly through 80+ models, 38+ datasets, 9+ Spaces, and actively maintained paper collections.

Featured publications

Selected works with strong Google Scholar visibility that represent the core Magibu research track.

AI Safety

Benchmarking Prompt Injection Attacks on LLMs: Turkish Vulnerability Assessment and English Comparative Analysis

Ö. Aytaş, T. Şen, B. Diri, G. Biricik, M.A. Bayram

Applied Sciences · accepted; final proof stage · 2026

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Benchmarkcited by 12

Setting Standards in Turkish NLP: TR-MMLU for Large Language Model Evaluation

M.A. Bayram, A.A. Fincan, A.S. Gümüş, B. Diri, S. Yıldırım, Ö. Aytaş

arXiv:2501.00593 · 2024

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Tokenizationcited by 10

Tokenization Standards for Linguistic Integrity: Turkish as a Benchmark

M.A. Bayram, A.A. Fincan, A.S. Gümüş, S. Karakaş, B. Diri, S. Yıldırım

arXiv:2502.07057 · 2025

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Tokenizationcited by 3

Tokens with Meaning: A Hybrid Tokenization Approach for NLP

M.A. Bayram, A.A. Fincan, A.S. Gümüş, S. Karakaş, B. Diri, S. Yıldırım, D. Çelik

arXiv:2508.14292 · 2025

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Embedding

Adapting Multilingual Embedding Models to Turkish via Cross-Lingual Tokenizer Surgery and Offline Distillation

M.A. Bayram, B. Diri, S. Yıldırım

arXiv:2605.29992 · 2026

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Medical LLM

Healthcare-Focused Turkish Medical LLM: Training on Real Patient-Doctor Question-Answer Data for Enhanced Medical Insight

M.A. Bayram, B. Diri, S. Yıldırım

ACM TALLIP · 2025

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Datasetcited by 5

Turkish MMLU: Yapay Zeka ve Akademik Uygulamalar İçin En Kapsamlı ve Özgün Türkçe Veri Seti

M.A. Bayram

Zenodo 13375017 · 2024

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