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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.

Jun 128 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.

Jun 104 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.

Jul 226 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.

Jun 256 min read
Cryptocurrency Sentiment Analysis: Statistics & How It Works

Cryptocurrency Sentiment Analysis: Statistics & How It Works

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.

Jul 213 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.

Jul 255 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.

Jul 256 min read
Sentiment Analysis Methods in 2025: Overview, Pros & Cons

Sentiment Analysis Methods in 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.

Jul 258 min read
Top 4 Methods of Sentiment Analysis in Retail Industry ['25]

Top 4 Methods of Sentiment Analysis in Retail Industry ['25]

In 2022, the retail industry surpassed $5 trillion for the first time, indicating a continuing desire to buy and consume.However, meeting an increasing number of customers’ needs, and standing out among competitors require great effort. That’s why retail companies have started to automate their processes to benefit from AI-powered methods even more.

Jul 97 min read

Top 7 Sentiment Analysis Challenges in 2025

Words are the most powerful tools to express our thoughts, opinions, intentions, desires, or preferences. However, the complexity of human languages constitutes a challenge for AI methods that work with natural languages, such as sentiment analysis. Explore sentiment analysis challenges and ways to improve sentiment analysis accuracy: Top 7 challenges in sentiment analysis 1.

Jul 96 min read