New tasks, datasets and pre-trained entailment models
This updates introduces the tasks of Event Extraction (as TextClassificationTask
) and EventArgumentClassificationTask
tasks. Also, it adds dataset loaders for ACE and WikiEvents datasets. On this update we provide the necessary code to reproduce the results of the Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source learning paper. We have also uploaded pre-trained entailment models to the HuggingFace model Hub that can be used directly by this framework:
- (TACRED) HiTZ/A2T_RoBERTa_SMFA_TACRED-re
- (ACE) HiTZ/A2T_RoBERTa_SMFA_ACE-arg
- (WikiEvents --> ACE) HiTZ/A2T_RoBERTa_SMFA_WikiEvents-arg_ACE-arg
- (WikiEvents) HiTZ/A2T_RoBERTa_SMFA_WikiEvents-arg
- (ACE --> WikiEvents) HiTZ/A2T_RoBERTa_SMFA_ACE-arg_WikiEvents-arg
Some minor corrections and new unit-tests and documentation have also been added.
What's Changed
Full Changelog: v0.3...v0.4