Whisper adapted with LoRA on consumer GPUs handled three Arabic ASR subtasks at NADI 2026, reaching 57.1% WER on country-level ASR and 14.49% WER on Tunisian code-switched ASR.

#Whisper #LoRA #ASR #ArabicNLP
https://arxiv.org/abs/2610.09934

A new shared task on Arabic dialect sentiment analysis and swapping has been proposed for ArabicNLP 2026, featuring two subtasks: multi-dialect sentiment classification and generative sentiment polarity inversion. The initiative…

#ArabicNLP #SentimentAnalysis #NLP
https://arxiv.org/abs/2610.06298

BARRAC adapts an English aspect-based sentiment analysis framework to Arabic dialect classification, replacing consumer-review attribute pools with Arabic linguistic devices and two-stage training. It achieves a mean macro-F1 of 63.93% on five…

#AI #NLP #ArabicNLP
https://arxiv.org/abs/2609.38820