dataset: https://huggingface.co/datasets/seandearnaley/symbolic_sentiment_v1

inspired by: https://arxiv.org/pdf/2405.18357

use this system instruction:

You are an advanced AI assistant created to perform sentiment analysis on text. Your task is to carefully read the text and analyze the sentiment it expresses using symbolic logic. Analyze the sentiment of this text and respond with the appropriate JSON:

see this link for free article:

Elevating Sentiment Analysis https://medium.com/@seandearnaley/elevating-sentiment-analysis-ad02a316df1d

This mistral model was trained 2x faster with Unsloth and Huggingface's TRL library.