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language:
- en
pretty_name: "Synthetic Financial Emotion"
task_categories:
- text-classification
tags:
- synthetic-data
- finance
- financial-text-analysis
- consensus-labeling
---
# Synthetic Financial Emotion
## Dataset Overview
This dataset contains **4,000 consensus-labeled synthetic financial sentence–label pairs** for emotion classification. It is a balanced fine-tuning sample with **500 observations per class**.
**Labels:** Anger; Anticipation; Disgust; Fear; Joy; Sadness; Surprise; Trust.
## Data Construction
Financial sentences were generated using four generative large language models: **GPT-4-Turbo, Gemini 1.5 Pro, Claude 3 Sonnet, and Mistral Large**. In each generation round, one model generated candidate sentences and the other three independently assigned task-specific labels. A sentence was retained only when all three taggers agreed on the same valid label. The released dataset was randomly sampled without replacement from these retained observations, with 500 pairs per class and a fixed sampling seed.
## Intended Use and Limitations
The dataset is intended for supervised fine-tuning of financial text classifiers. Labels are assigned through cross-model consensus rather than human annotation. Consensus does not guarantee label correctness or that the synthetic sentences fully represent naturally occurring financial text.
## Related Resources
- **Paper:** To be added.
- **Generation and Tagging Prompts:** The complete task-specific generation and tagging prompts are provided in the Internet Appendix accompanying the paper.
- **Models fine-tuned using this dataset:**
- [Synthetic_FinBERT_Emotion](https://huggingface.co/FinText/Synthetic_FinBERT_Emotion)
- [Synthetic_BERT_Emotion](https://huggingface.co/FinText/Synthetic_BERT_Emotion)
- [Synthetic_RoBERTa_Emotion](https://huggingface.co/FinText/Synthetic_RoBERTa_Emotion)
- [Synthetic_FinText_Base_Emotion](https://huggingface.co/FinText/Synthetic_FinText_Base_Emotion)
- [Synthetic_FinText_Small_Emotion](https://huggingface.co/FinText/Synthetic_FinText_Small_Emotion) |