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+ ---
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+ language:
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+ - en
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+ - ar
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+ license: mit
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+ tags:
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+ - model-merging
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+ - hybridization
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+ - monolingual
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+ - zero-padding
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+ pretty_name: Monolingual Hybridization Research
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+ ---
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+ # Monolingual Hybridization Research
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+
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+ **Author:** Mouad Tarif
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+ **Date:** April 2026
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+ **Type:** Independent Research Log
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+
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+ ## Summary
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+
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+ This work documents experiments on hybridizing monolingual language models without retraining. The goal is to create a functional merged model that preserves both original languages and exhibits emergent cross-lingual capabilities.
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+
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+ ## Papers
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+
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+ ### Paper 1: Hybridizing the Incompatible
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+ **Date:** 11 April 2026
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+ **DOI:** [10.5281/zenodo.19520544](https://doi.org/10.5281/zenodo.19520544)
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+
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+ Experiment: Monolingual model + NLLB (Meta).
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+ Result: ≈50% success, arithmetic collapse, NLLB dominance.
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+ Insight: "Hybridizing is like genetic engineering — the host may reject foreign genes unless made compatible."
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+
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+ ### Paper 2: The Final Hybrid
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+ **Date:** 14 April 2026
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+ **DOI:** [10.5281/zenodo.19562409](https://doi.org/10.5281/zenodo.19562409)
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+
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+ Method: Zero-padding expansion for 2D tensors, repetition for 1D tensors. RAM limited to 4GB. Tokenizer alignment (tokenizer.json vs vocab.json).
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+ Result: Both original languages preserved, no single model dominates, emergent cross-lingual capabilities observed.
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+
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+ ## Code
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+
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+ [GitHub: Monolingual-Hybridization](https://github.com/mouad-tarif/Monolingual-Hybridization)
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+ **Date:** 14 April 2026
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+
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+ ## Files
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+
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+ - `hybridize_models.py` — Main hybridization script
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+ - `load_and_test_hybrid.py` — Load and test script
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{tarif2026hybrid,
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+ title={Monolingual Hybridization Research},
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+ author={Tarif, Mouad},
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+ year={2026},
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+ doi={10.5281/zenodo.19520544}
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+ }