before_sent:  All examined models greatly under-perform humans in retrieval, highlighting substantial room for future progress. Altogether, our findings shed new empirical insights on language grounding and its materialization in contextual language models.
before_sent_with_intent: <clarity>  All examined models greatly under-perform humans in retrieval, highlighting substantial room for future progress. Altogether, our findings shed new empirical insights on language grounding and its materialization in contextual language models.
after_sent:  All examined models greatly under-perform humans . We hope our analyses inspire future research in understanding and improving the visual capabilities of language models.