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Update README: azpieuskalki v2 results with SU AZIA corpus, updated data table, changelog

azpieuskalki v2: retrained with SU AZIA Zuberotarra corpus (+6.7K zuberera sentences), 84.06% acc, 12-class

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Add pi-autoresearch section highlighting autonomous optimization loop results

Add azpieuskalki training recipe and clarify 5+1 dialect taxonomy

Add classification taxonomy explanation: 5+1 vs 6+1 dialects, Zuazo's classification

Add azpieuskalki bucket=50K quantized (17MB, 82.80%)

Add azpieuskalki full model (233MB, 83.59%)

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Update README with azpieuskalki results, model table, and compression variants

Add azpieuskalki (sub-dialect) models: 9-class, 83.55% accuracy

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Add model card with architecture, performance, usage, and limitations

Add hierarchical dialect model (5-class euskalkiak, lr=0.2/150ep, dim=100)

Add hierarchical binary model (batua vs dialectal, lr=3.0/50ep, dim=100)

initial commit