The results from Table 4 demonstrate that while a state-of-the-art model can achieve a reasonable level of success in modeling humor, there is still a large gap between human-level performance with state of the art.
uR-FuNNY dataset presents new challenges to the field of NLP, specifically research areas of humor detection and multimodal language analysis.