Wolfies at SemEval-2022 Task 8: Feature extraction pipeline with transformers for Multi-lingual news article similarity

August 20, 2022 ยท Declared Dead ยท ๐Ÿ› International Workshop on Semantic Evaluation

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Authors Nikhil Goel, Ranjith Reddy arXiv ID 2208.09715 Category cs.CL: Computation & Language Cross-listed cs.AI Citations 4 Venue International Workshop on Semantic Evaluation Last Checked 5 months ago
Abstract
This work is about finding the similarity between a pair of news articles. There are seven different objective similarity metrics provided in the dataset for each pair and the news articles are in multiple different languages. On top of the pre-trained embedding model, we calculated cosine similarity for baseline results and feed-forward neural network was then trained on top of it to improve the results. We also built separate pipelines for each similarity metric for feature extraction. We could see significant improvement from baseline results using feature extraction and feed-forward neural network.
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