Papers by Julien Tourille
Few-Shot Event Argument Extraction Based on a Meta-Learning Approach (2024.naacl-srw)
Copied to clipboard
| Challenge: | Recent studies on few-shot event extraction focus on event trigger detection and argument extraction in meta-learning contexts. |
| Approach: | They propose to use prototypical networks to perform few-shot event argument extraction . they propose to inject syntactic knowledge into the model to enhance relation embeddings . |
| Outcome: | The proposed approach achieves strong performance on ACE 2005 in several few-shot configurations. |
MAD-TSC: A Multilingual Aligned News Dataset for Target-dependent Sentiment Classification (2023.acl-long)
Copied to clipboard
| Challenge: | Sentiment classification is a task that requires domain-specific datasets. |
| Approach: | They propose a new dataset which includes aligned examples in eight languages . they show that machine translations can replace manual ones and that results match English . |
| Outcome: | The proposed dataset compares the performance of the proposed model with existing datasets in eight languages and human and machine translations. |