# How Many Labeled Examples Does a Text Classifier Actually Need? I Measured It. > Source: > Published: 2026-09-15 11:00:01+00:00 # How Many Labeled Examples Does a Text Classifier Actually Need? I Measured It. Before reaching for an LLM API on every classification problem, it's worth knowing what a decades-old baseline can already do with the labeled data you have — and exactly how much more data buys you. The post How Many Labeled Examples Does a Text Classifier Actually Need? I Measured It. appeared fir Before reaching for an LLM API on every classification problem, it's worth knowing what a decades-old baseline can already do with the labeled data you have — and exactly how much more data buys you. The post How Many Labeled Examples Does a Text Classifier Actually Need? I Measured It. appeared first on Towards Data Science. ## Key Takeaways - •Before reaching for an LLM API on every classification problem, it's worth knowing what a decades-old baseline can already do with the labeled data you have — and exactly how much more data buys you. The post How Many Labeled Examples Does a Text Classifier Actually Need? I Measured It - •This story was reported by **Towards Data Science** , covering developments in the**newsletter** space. - •AI advancements continue to reshape industries — read the full article on Towards Data Science for complete coverage. 📖 Continue reading the full article: [Read Full Article on Towards Data Science →](https://towardsdatascience.com/how-many-labeled-examples-does-a-text-classifier-actually-need-i-measured-it/)