before_sent:  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.
before_sent_with_intent: <style>  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_sent:  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.