Before revision:  We show that many recent language models yield representations that are useful in retrieving semantically aligned image patches , and explore the role of context in this process.
After revision:  Our findings show that language representations alone provide a strong signal for retrieving image patches from the correct object categories. Moreover, they are effective in retrieving specific instances of image patches; textual context plays an important role in this process.