Unimodal Training for Multimodal Meme Sentiment Classification—Metric: Weighted F1-Score

Explore the impact of unimodal training on enhancing meme sentiment analysis and strategies in multimodal meme classifiers for improved performance.

Authors: Muzhaffar Hazman, University of Galway, Ireland; Susan McKeever, Technological University Dublin, Ireland; Josephine Griffith, University of Galway, Ireland. Table of Links Abstract and Introduction Related Works Methodology Results Limitations and Future Works Conclusion, Acknowledgments, and References A Hyperparameters and Settings B Metric: Weighted F1-Score C Architectural Details D Performance Benchmarking E Contingency Table: Baseline vs.

“Weighted” here denotes that the F1-score is first computed per-class and then averaged while weighted by the proportion of occurrences of each class in the ground truth labels. We compute this using PyTorch’s implementation multiclass f1 score. Class-wise F1-scores, F1c where c ∈ , are computed as: Where Nc is the number of samples with the ground truth label c in the testing set.

We have summarized this news so that you can read it quickly. If you are interested in the news, you can read the full text here. Read more:

hackernoon /  🏆 532. in US

United States Latest News, United States Headlines

Similar News:You can also read news stories similar to this one that we have collected from other news sources.

Unimodal Intermediate Training for Multimodal Meme Sentiment ClassificationExplore a novel approach to improve multimodal meme sentiment classification by supplementing training with unimodal sentiment data.
Read more »

Unimodal Intermediate Training for Multimodal Meme Sentiment Classification: Architectural DetailsExplore the impact of unimodal training on enhancing meme sentiment analysis and strategies in multimodal meme classifiers for improved performance.
Read more »

Shrek-Themed Meme Coin Donk.Meme (DONKM) Kicked off on Solana (SOL)Brand new meme cryptocurrency launched on most trending blockchain of Q1, 2024
Read more »

Early SHIB Whale Sells $10.6 Million in Top Meme Crypto – Is Meme Coin Season Dying Out?Early Shiba Inu investor who held trillions of SHIB since 2020 sells part of their SHIB, making tremendous profit on it
Read more »

Meme Coins Going Legit Is the Worst Thing for Meme CoinsDaniel Kuhn is a deputy managing editor for Consensus Magazine. He owns minor amounts of BTC and ETH.
Read more »

BOOK OF MEME (MEME) Enters Top 100 Crypto Assets Days After Launch Following Major Binance NewsCrypto Blog
Read more »