DravidianMultiModality: A Dataset for Multi-modal Sentiment Analysis in Tamil and Malayalam

Human communication is inherently multimodal and asynchronous. Analyzing human emotions and sentiment is an emerging field of artificial intelligence. We are witnessing an increasing amount of multimodal content in local languages on social media about products and other topics. However, there are not many multimodal resources available for under-resourced Dravidian languages. Our study aims to create a multimodal sentiment analysis dataset for the under-resourced Tamil and Malayalam languages. First, we downloaded product or movies review videos from YouTube for Tamil and Malayalam. Next, we created captions for the videos with the help of annotators. Then we labelled the videos for sentiment, and verified the inter-annotator agreement using Fleiss's Kappa. This is the first multimodal sentiment analysis dataset for Tamil and Malayalam by volunteer annotators.

READ FULL TEXT

page 11

page 12

page 13

page 14

page 15

page 16

page 22

page 23

research
05/12/2023

Multimodal Sentiment Analysis: A Survey

Multimodal sentiment analysis has become an important research area in t...
research
08/01/2023

Unimodal Intermediate Training for Multimodal Meme Sentiment Classification

Internet Memes remain a challenging form of user-generated content for a...
research
09/17/2021

A Multimodal Sentiment Dataset for Video Recommendation

Recently, multimodal sentiment analysis has seen remarkable advance and ...
research
03/19/2018

Multimodal Sentiment Analysis: Addressing Key Issues and Setting up Baselines

Sentiment analysis is proven to be very useful tool in many applications...
research
07/17/2021

M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis

Multimodal sentiment analysis aims to recognize people's attitudes from ...
research
05/25/2023

Mapping ChatGPT in Mainstream Media: Early Quantitative Insights through Sentiment Analysis and Word Frequency Analysis

The exponential growth in user acquisition and popularity of ChatGPT, an...
research
06/26/2015

Humor in Collective Discourse: Unsupervised Funniness Detection in the New Yorker Cartoon Caption Contest

The New Yorker publishes a weekly captionless cartoon. More than 5,000 r...

Please sign up or login with your details

Forgot password? Click here to reset