Financial PhraseBank
by Pekka Malo et al. / Aalto University · free · Last verified 2026-03-17
Financial PhraseBank is a sentiment analysis dataset containing 4,845 sentences from English-language financial news annotated by 16 financial domain experts with positive, negative, or neutral sentiment labels. It is the most widely used benchmark for financial sentiment analysis and has been used to fine-tune FinBERT and numerous other financial NLP models.
https://www.researchgate.net/publication/251231364_FinancialPhraseBank-v10 ↗B+
B+—Good
Adoption: B+Quality: AFreshness: CCitations: AEngagement: F
Specifications
- License
- CC-BY-NC-SA-3.0
- Pricing
- free
- Capabilities
- sentiment-analysis, financial-text-classification, opinion-mining
- Integrations
- HuggingFace Datasets, sklearn, pandas
- Use Cases
- financial-sentiment-analysis, benchmark, model-fine-tuning
- API Available
- No
- Tags
- financial-sentiment, NLP, sentiment-analysis, news, benchmark
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
70.1Adoption
78
Quality
87
Freshness
45
Citations
86
Engagement
0
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