How and where does CLIP process negation?

Various benchmarks have been proposed to test linguistic understanding in pre-trained vision \ we provide concrete insights into how CLIP processes negation on the VALSE existence task; and we highlight inherent limitations in the VALSE dataset as a benchmark for linguistic understanding.