A proposed multimodal extension of differential attention turns out to be equivalent to a learned scalar multiplier on standard attention, so the reported retrieval gains do not support the claimed mechanism.
Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
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Differential Multimodal Transformers
A proposed multimodal extension of differential attention turns out to be equivalent to a learned scalar multiplier on standard attention, so the reported retrieval gains do not support the claimed mechanism.