The Neglected Tails of Vision-Language Models

no code implementations • 23 Jan 2024 • Shubham Parashar, Zhiqiu Lin, Tian Liu, Xiangjue Dong, Yanan Li, Deva Ramanan, James Caverlee, Shu Kong

We address this by using large language models (LLMs) to count the number of pretraining texts that contain synonyms of these concepts.

Retrieval Zero-Shot Learning

Prompting Scientific Names for Zero-Shot Species Recognition

no code implementations • 15 Oct 2023 • Shubham Parashar, Zhiqiu Lin, Yanan Li, Shu Kong

We find that common names are more likely to be included in CLIP's training set, and prompting them achieves 2$\sim$5 times higher accuracy on benchmarking datasets of fine-grained species recognition.

Benchmarking Zero-Shot Learning