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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ali Ildan

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#small language model Open access Oct 2026

From Messy Country Names to ISO 3166 Codes: A Small Model That Abstains, and When a Lexicon Is Enough

Company registers and forms record countries as free text: in any language, misspelled, abbreviated, historical, or not a place at all. CountryCode-Decide is a 74.7 MB open model (mmBERT-small, two heads, 8-bit ONNX) that maps such a string, read with its field and register, to an ISO 3166-1 alpha-2 or ISO 3166-2:US co...

Ali Ildan · 0 citations
#small language model Open access Oct 2026

CountryCode-Decide: messy country names to ISO 3166 codes, with calibrated abstention

A small open-weight model (mmBERT-small, 8-bit ONNX, CPU) that maps a country or US state written as free text in company registers and forms (any language or script, misspelled, abbreviated, historical) to ISO 3166-1 alpha-2 and ISO 3166-2:US codes with calibrated probabilities, and abstains with a short candidate lis...

Ali Ildan · 0 citations
#small language model Open access Oct 2026

From Messy Country Names to ISO 3166 Codes: A Small Model That Abstains, and When a Lexicon Is Enough

Company registers and forms record countries as free text: in any language, misspelled, abbreviated, historical, or not a place at all. We present CountryCode-Decide, a 74.7 MB open-weight model (mmBERT-small with a country head and a US-state head, 8-bit ONNX) that maps such a string, read with its field and register,...

Ali Ildan · 0 citations

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