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cs.CL2025
Crisp Attention: Regularizing Transformers via Structured Sparsity
Sagar Gandhi, Vishal Gandhi
The quadratic computational cost of the self-attention mechanism is a primary challenge in scaling Transformer models. While attention sparsity is widely studied as a technique to…
cs.CL2025
ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation
Vishal Gandhi, Sagar Gandhi
Advancements in emotion aware language processing increasingly shape vital NLP applications ranging from conversational AI and affective computing to computational psychology and c…
cs.CL2025★ 1 cited
Prompt Sentiment: The Catalyst for LLM Change
Vishal Gandhi, Sagar Gandhi
The rise of large language models (LLMs) has revolutionized natural language processing (NLP), yet the influence of prompt sentiment, a latent affective characteristic of input tex…