CommonGen | A Constrained Text Generation Challenge for Generative Commonsense Reasoning

Description

Summary

• Building machines with commonsense to compose realistically plausible sentences is challenging.
• CommonGen is a constrained text generation task, associated with a benchmark dataset, to explicitly test machines for the ability of generative commonsense reasoning.
• We can see that for this particular real example in our dataset, we need know a list of facts and find the best composition of them for writing the sentence “A woman in a gym exercises by waving ropes tied to a wall.” The model has never seen the concept pear in the training, or the combinations of any two of them.