IDIOLEX learns unified continuous representations of idiolectal and stylistic variation decoupled from semantics by combining provenance supervision with linguistic features, evaluated on Arabic and Spanish dialects with transfer and LM alignment uses.
This yields high-quality, naturally dialectal training pairs
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IDIOLEX: Unified and Continuous Representations for Idiolectal and Stylistic Variation
IDIOLEX learns unified continuous representations of idiolectal and stylistic variation decoupled from semantics by combining provenance supervision with linguistic features, evaluated on Arabic and Spanish dialects with transfer and LM alignment uses.