Human speech processing is often a multimodal process combining audio and visual processing. Eyes and Ears Together proposes two benchmark multimodal speech processing tasks: (1) multimodal automatic speech recognition (ASR) and (2) multimodal co-reference resolution on the spoken multimedia. These tasks are motivated by our desire to address the difficulties of ASR for multimedia spoken content. We review prior work on the integration of multimodal signals into speech processing for multimedia data, introduce a multimedia dataset for our proposed tasks, and outline these tasks.