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Luxical: High-Speed Lexical-Dense Text Embeddings
DatologyAI, :, Luke Merrick +31
Frontier language model quality increasingly hinges on our ability to organize web-scale text corpora for training. Today's dominant tools trade off speed and flexibility: lexical…
Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models
Rishabh Adiga, Besmira Nushi, Varun Chandrasekaran
We explore the internal mechanisms of how bias emerges in large language models (LLMs) when provided with ambiguous comparative prompts: inputs that compare or enforce choosing bet…
Designing Informative Metrics for Few-Shot Example Selection
Rishabh Adiga, Lakshminarayanan Subramanian, Varun Chandrasekaran
Pretrained language models (PLMs) have shown remarkable few-shot learning capabilities when provided with properly formatted examples. However, selecting the "best" examples remain…