main webpage W Topic Mathematical Analysis arXiv (Cornell University) Waffling around for Performance: Visual Classification with Random Words and Broad Concepts 2023 The visual classification performance of vision-language models such as CLIP has been shown to benefit from additional semantic knowledge from large language models (LLMs) such as GPT-3. In particular, averaging over LLM-generated class descriptors, e.g. "waf… Article Open Mathematical Analysis Open Article Page

Mathematical Analysis

Branch of mathematics Analysis is the branch of mathematics dealing with continuous functions, limits, and related theories, such as differentiation, integration, measure, infinite sequences, series, and analytic functions. These theories are usually studied in the context of real and complex numbers and functions. Analysis evolved from calculus, which involves the elementary concepts and techniques of analysis. Analysis may be distinguished from geometry; however, it can be applied to any space of mathematical objects that has a definition of nearness (a topological space) or specific distances between objects (a metric space). … Critical Symbolic Virtual Narrative Open Mathematical Analysis Open Article Page

Exploring foci of: arXiv (Cornell University) Waffling around for Performance: Visual Classification with Random Words and Broad Concepts 2023 The visual classification performance of vision-language models such as CLIP has been shown to benefit from additional semantic knowledge from large language models (LLMs) such as GPT-3. In particular, averaging over LLM-generated class descriptors, e.g. "waffle, which has a round shape", can notably improve generalization performance. In this work, we critically study this behavior and propose WaffleCLIP, a framework for zero-shot visual classification which simply replaces LLM-generated descriptors with random c… Open Article Page

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Explore Mathematical Analysis W Topic Mathematical Analysis arXiv (Cornell University) Waffling around for Performance: Visual Classification with Random Words and Broad Concepts 2023 The visual classification performance of vision-language models such as CLIP has been shown to benefit from additional semantic knowledge from large language models (LLMs) such as GPT-3. In particular, averaging over LLM-generated class descriptors, e.g. "waf… Article Critical Symbolic Virtual Narrative Open Mathematical Analysis Open Article Page