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Sentiment Analysis

Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek

With the growing demand for accurate sentiment classification, researchers have utilized various sentiment analysis models, techniques, and datasets to advance the field. However, achieving precise labeling of emotions and sentiments, as well as detecting irony, hatefulness, and offensiveness, remains a challenge, requiring further testing and refinement. Explore the sentiment analysis benchmark performance of ChatGPT 4.

May 58 min read

Top 7 Examples of ChatGPT Sentiment Analysis in 2025

A study estimated that 80% of companies will adapt to solutions  that utilize sentiment analysis in 2023. Sentiment analysis is a Natural Language Processing (NLP) method that classifies texts, images, or videos based on the emotional tone as negative, positive, or neutral.

Mar 114 min read

Top 3 Sentiment Analysis Services in 2025

While many sentiment analysis tools are available, an emerging trend is the use of sentiment analysis services, which offer the advantages of crowdsourced human-labeled data and domain-specific expertise.

Apr 46 min read
Fake Review Detection ['25]: How it works & 3 Case Studies

Fake Review Detection ['25]: How it works & 3 Case Studies

While shopping online, ~80% of customers read online reviews or comments on products and services before any purchase. However, some of these reviews can be fraudulent as promoting certain products or depreciating them and, as a result, misguide buyers. Indeed, 2.

Sep 94 min read
Sentiment Analysis Machine Learning: Approaches & 5 Examples

Sentiment Analysis Machine Learning: Approaches & 5 Examples

It is not surprising that the use of AI in the workplace has increased by 270% from 2015 to 2019, considering the data available and its exponential growth.

May 96 min read
Cryptocurrency Sentiment Analysis ['25]: An In-Depth Guide

Cryptocurrency Sentiment Analysis ['25]: An In-Depth Guide

The cryptocurrency market has grown up to more than $2.5 trillion in 2024. However, investing in cryptocurrency can be risky as there can be extreme fluctuations in the market.

Apr 293 min read

Sentiment Analysis Datasets 2025: Twitter and Amazon

Sentiment analysis is a great way to understand the customers’ feelings toward a company and to see if they are associated with sales, investments, or agreements. Ensuring a reliable sentiment analysis depends on many factors, and one of its building blocks is the dataset used to train the models.

Apr 304 min read

Top 3 Applications of E-Commerce Sentiment Analysis ['25]

The e-commerce market is estimated to surpass $5 trillion by 2026. However, as the needs of consumers and businesses are constantly evolving, companies face difficulty in maintaining high customer satisfaction levels to stand out in the market. E-commerce businesses increasingly use sentiment analysis to overcome this issue and better understand their customers.

Mar 215 min read
Top 7 Methods for Audio Sentiment Analysis in 2025

Top 7 Methods for Audio Sentiment Analysis in 2025

As the number of consumers increases and users’ data accumulates daily, data explosion is no surprise. Companies get help from data collection and analytics to catch up on their sales, customer insights, or brand reputation. However, even though voice data is the most direct feedback businesses receive from customers, they usually overlook its importance.

Mar 116 min read
Sentiment Analysis Methods [2025]: Overview, Pros & Cons

Sentiment Analysis Methods [2025]: Overview, Pros & Cons

One-third of customers say they will stop doing business with brands they love after just one bad experience. Thus, understanding how customers feel about products or services is crucial for business success. Companies use sentiment analysis methods to understand customers’ sentiments and improve their products and services accordingly.

Apr 87 min read