Papers with general commonsense reading task
Toward Building a Language Model for Understanding Temporal Commonsense (2022.aacl-srw)
Copied to clipboard
| Challenge: | Pre-trained language models such as BERT are still poor in temporal reasoning . commonsense reasoning is crucial for natural language processing (NLP) |
| Approach: | They propose to use multi-step fine-tuning and masked language modeling to predict mangled temporal indicators that are crucial for commonsense reasoning. |
| Outcome: | The proposed model improves performance on multiple time-related tasks. |