all AI news
Ahead of the Text: Leveraging Entity Preposition for Financial Relation Extraction. (arXiv:2308.04534v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
In the context of the ACM KDF-SIGIR 2023 competition, we undertook an entity
relation task on a dataset of financial entity relations called REFind. Our
top-performing solution involved a multi-step approach. Initially, we inserted
the provided entities at their corresponding locations within the text.
Subsequently, we fine-tuned the transformer-based language model roberta-large
for text classification by utilizing a labeled training set to predict the
entity relations. Lastly, we implemented a post-processing phase to identify
and handle improbable predictions generated by …
acm arxiv competition context dataset extraction financial locations relations solution text