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1from transformers import AutoModelForCausalLM, AutoTokenizer
2
3model = AutoModelForCausalLM.from_pretrained("mechramc/kalavai-cross-lingual-welsh-specialist-seed2026")
4tokenizer = AutoTokenizer.from_pretrained("EleutherAI/pythia-410m")1@article{kumaresan2026kalavai,
2 title = {{KALAVAI}: Predicting When Independent Specialist Fusion Works
3 --- A Quantitative Model for Post-Hoc Cooperative {LLM} Training},
4 author = {Kumaresan, Ramchand},
5 journal = {arXiv preprint arXiv:2603.22755},
6 year = {2026},
7 url = {https://arxiv.org/abs/2603.22755}
8}