Financial Sentiment Analysis Transformer Models

Tools for analyzing sentiment in financial texts (news, earnings calls, disclosures) to extract market insights and investment signals. Does NOT include general sentiment analysis, stock price prediction models without sentiment components, or trading bots that don't focus on sentiment extraction.

There are 19 financial sentiment analysis models tracked. The highest-rated is sandesha21/Stock-Market-News-Sentiment-Analysis-and-Summarization at 37/100 with 3 stars.

Get all 19 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=financial-sentiment-analysis&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Model Score Tier
1 sandesha21/Stock-Market-News-Sentiment-Analysis-and-Summarization

NLP pipeline for classifying sentiment in financial news and generating...

37
Emerging
2 lifeadventurer/sentify

Leveraging Sentiment Analysis on News for Stock Market Insights

36
Emerging
3 GunjanDhanuka/stocks-trading-bot

A multi-purpose repository with Sentiment Analysis of Stocks news, and...

32
Emerging
4 hristijanpeshov/SHAP-Explainable-Lexicon-Model

This project proposes a novel methodology to automatically learn financial...

29
Experimental
5 ruchira559/financial-sentiment-linker

End-to-end NLP pipeline for financial news sentiment analysis using FinBERT...

19
Experimental
6 OmarGard/StockSentimentAnalysis

This is a stock sentiment analysis app that gathers Reddit threads and...

19
Experimental
7 tetratensor/Stock-Market-News-Sentiment-Analysis

A Python-based news sentiment analysis using Hugging Face Sentiment Analysis...

19
Experimental
8 Silvestre17/TM_StockTweetSentimentAnalysis_MasterProject

📈 Master's project using NLP (FinTwitBERT, LSTMs) to classify stock market...

17
Experimental
9 timvvvht/HKEX-Announcement-Classifier

A project on data exploration, analysis and using a neural network to...

17
Experimental
10 tmro98/financial-news-classification

binary topic and 3-class sentiment classification of full-length news articles

16
Experimental
11 alanwmy00/FinancialDataSentimentAnalysis

2022 UCSD DataHacks Advanced Track First Place Project

16
Experimental
12 chirindaopensource/measuring_economic_outlook_in_news

End-to-End Python implementation of Beck et al.'s (2025) economic sentiment...

15
Experimental
13 sigmawilde1999/AI-Earnings-Call-Sentiment-Risk-Factor

AI-driven sentiment analysis and text-based risk factor construction from...

14
Experimental
14 gopiashokan/Finance-Document-Classification-Using-Deep-Learning

Created a deep learning model using TensorFlow and Transformers to classify...

13
Experimental
15 orbenh/sentiment-signal-nasdaq

Forecasting NASDAQ trends using financial news sentiment analysis with NLP,...

12
Experimental
16 Ali-Choubdaran/corporate-news-extraction

Automated content extraction system for corporate press releases

11
Experimental
17 gzequini/Central-Bank-Score

Transformer-based sentiment analysis of central bank communications to...

11
Experimental
18 mariiammaysara/NewsReasoning-LLMs

Deterministic financial news sentiment API with structured reasoning and...

11
Experimental
19 crvander/FinDL_Fintech_DeepLearning

The primary objective of this project is to harness the power of deep...

10
Experimental