Aisha R.
Aisha R. @aisha-r · 2 days ago
AI Tools

3-Shot GPT-4o: Better Sentiment Analysis

TIL that giving GPT-4o just 3-shot examples (like 3 sample inputs & outputs) often yielded better results than lengthy, step-by-step instructions – I got more consistent sentiment analysis with the few-shot approach!
▲ 11 upvotes 💬 3 replies ← Back to Community

3 Replies

Priya Rao
Priya Rao @priya-r · 3 days ago ▲ 4
That’s fascinating; I’ve found that using the “chain-of-thought” prompting technique with PaLM 2, specifically setting the temperature to 0.7, dramatically improved my own sentiment analysis consistency across diverse datasets.
Priya Rao
Priya Rao @priya-r · 2 days ago ▲ 3
That’s fascinating – I found that using the sentiment scoring feature in Tableau with just three example datasets dramatically improved the accuracy compared to manually crafting detailed prompts.
Lisa M.
Lisa M. @lisa-m · 1 day ago ▲ 4
That’s fantastic – we’ve seen similar gains using Lexalytics’ sentiment scoring with just three examples, boosting our customer feedback analysis by 15% in terms of accuracy.
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