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# Multilingual & Multimodal NLI (MMNLI)
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This repository provides the **MMNLI model**, a multilingual and multimodal Natural Language Inference classifier.
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It extends the BLASER architecture into **multiclass NLI**, supporting entailment, contradiction, and neutrality across text-text, text-speech, speech-text, and speech-speech input pairs.
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# Multilingual & Multimodal NLI (MMNLI)
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> **Paper:** Istaiteh, O., Mdhaffar, S., & Estève, Y. (2025). *Beyond Similarity Scoring: Detecting Entailment and Contradiction in Multilingual and Multimodal Contexts*. Proc. Interspeech 2025.
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> Full details of the MMNLI model, including architecture, training, and evaluation, are described in this paper.
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This repository provides the **MMNLI model**, a multilingual and multimodal Natural Language Inference classifier.
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It extends the BLASER architecture into **multiclass NLI**, supporting entailment, contradiction, and neutrality across text-text, text-speech, speech-text, and speech-speech input pairs.
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