The rich supervision signals provided by natural language — the carrier of human knowledge — shape a powerful cross-modal representation space. As a result, CLIP supports a variety of tasks, including zero-shot classification, detection, segmentation, and cross-modal retrieval, significantly influenci...
Benchmarking zero-shot text classification: Datasets, evaluation and entailment approach, EMNLP 2019. Paper Language Models are Few-Shot Learners, NIPS 2020. Paper Does Synthetic Data Generation of LLMs Help Clinical Text Mining? Arxiv 2023 Paper Test data/user data Shortcut learning of large lang...
The rich supervision signals provided by natural language — the carrier of human knowledge — shape a powerful cross-modal representation space. As a result, CLIP supports a variety of tasks, including zero-shot classification, detection, segmentation, and cross-modal retrieval, significantly influenci...