finance-article-titles-classifier

hatmimoha/finance-article-titles-classifier

finance-article-titles-classifier is a text classification model from hatmimoha. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.

<a href='https://ko-fi.com/Y8Y71D98TC' target='blank'<img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi6.png?v=6' border='0' alt='Buy Me a Coffee at ko-fi.com' /</a This classifie…

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Task: Text Classification
Library: transformers
License: apache-2.0
Model type: distilbert
Access: Public
Created: May 20, 2024
Updated: Apr 10, 2025
SHA: ab8e7316

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From the Hugging Face model README

Finance Article Classifier

<a href='https://ko-fi.com/Y8Y71D98TC' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi6.png?v=6' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> This classifier categorizes finance article titles into specific labels that indicate the nature of the news. Below is a description for each label:

Bearish Labels

BEARISH_ANALYST_BEARISH_RECOMMENDATION_NEWS: Articles where analysts downgrade or give a negative outlook on stocks or companies.
BEARISH_BANKRUPTCY_ANNOUNCEMENTS_NEWS: News about companies filing for bankruptcy.
BEARISH_BIOTECH_NEGATIVE_CLINICAL_RESULTS_NEWS: Reports on biotech companies with unsuccessful clinical trial results.
BEARISH_BUSINESS_UPDATE_NEWS: General business updates with a negative impact or outlook.
BEARISH_EARNINGS_MISS_EXPECTATIONS_NEWS: Companies reporting earnings that fall short of market expectations.
BEARISH_FDA_REJECTION_NEWS: News about the FDA rejecting a company's drug or product application.
BEARISH_INSIDER_SELLING_NEWS: Articles about company insiders selling their shares, which may indicate a lack of confidence in the company's future.
BEARISH_INVESTMENT_NEWS: Negative news related to investments or market conditions.
BEARISH_JOB_CUT_ANNOUNCEMENTS_NEWS: News about companies announcing layoffs or job cuts.
BEARISH_LISTING_NEWS: News that negatively impacts a company's stock listing or trading status.
BEARISH_PRODUCT_RECALL_NEWS: Announcements of product recalls that could damage a company's reputation and finances.
BEARISH_REVERSE_STOCK_SPLIT_NEWS: News on reverse stock splits, often seen as a negative signal by investors.
BEARISH_SETTLEMENT_NEWS: Reports on legal settlements that result in financial or reputational damage.
BEARISH_SHORT_SELLING_ACTIVITY_NEWS: Articles highlighting increased short selling activity in a company's stock.
BEARISH_STOCK_PRICE_DECLINE_NEWS: News about significant declines in stock prices.

Bullish Labels

BULLISH_ACQUISITION_UPDATES_NEWS: Positive updates on acquisitions or mergers.
BULLISH_ANALYST_BEARISH_RECOMMENDATION_NEWS: Analysts retracting previous bearish recommendations, often seen as a positive shift.
BULLISH_ANALYST_BULLISH_RECOMMENDATION_NEWS: Analysts giving positive recommendations or upgrading stock ratings.
BULLISH_BIOTECH_POSITIVE_CLINICAL_RESULTS_NEWS: News on successful biotech clinical trials.
BULLISH_BUSINESS_EXPANSION_NEWS: Articles about companies expanding operations or entering new markets.
BULLISH_BUSINESS_UPDATE_NEWS: General business updates with a positive impact or outlook.
BULLISH_DIVIDEND_ANNOUNCEMENT_NEWS: Announcements of new or increased dividend payouts.
BULLISH_EARNINGS_BEAT_EXPECTATIONS_NEWS: Companies reporting earnings that exceed market expectations.
BULLISH_FDA_CLEARANCE_NEWS: News about the FDA approving a company's drug or product application.
BULLISH_INSIDER_BUYING_NEWS: Articles about company insiders buying shares, which may indicate confidence in the company's future.
BULLISH_INVESTMENT_NEWS: Positive news related to investments or market conditions.
BULLISH_LISTING_NEWS: Positive news impacting a company’s stock listing or trading status.
BULLISH_NEW_PARTNERSHIP_ANNOUNCEMENTS_NEWS: Announcements of new partnerships or alliances.
BULLISH_PRODUCT_FEATURE_LAUNCH_NEWS: News about the launch of new products or features.
BULLISH_SHARE_BUYBACK_NEWS: News on companies buying back their own shares.
BULLISH_SIGNIFICANT_CONTRACT_WIN_NEWS: Articles about companies winning major contracts.
BULLISH_STOCK_PRICE_JUMP_NEWS: News about significant increases in stock prices.
BULLISH_TENDER_OFFER_NEWS: Positive news about tender offers.

Unrated Labels

UNRATED_ACQUISITION_UPDATES_NEWS: Neutral updates on acquisitions or mergers.
UNRATED_AWARD_RECOGNITION_NEWS: Articles about companies receiving awards or recognition.
UNRATED_BUSINESS_UPDATE_NEWS: General business updates with a neutral impact.
UNRATED_CONFERENCE_PARTICIPATION_NEWS: News about company participation in conferences.
UNRATED_CORPORATE_CELEBRATION_NEWS: Articles about corporate celebrations or milestones.
UNRATED_CORPORATE_DONATIONS_NEWS: News on corporate donations or philanthropy.
UNRATED_CRYPTOCURRENCY_MARKET_NEWS: News related to the cryptocurrency market.
UNRATED_EARNINGS_CALL_TRANSCRIPT_NEWS: Transcripts of company earnings calls.
UNRATED_EARNINGS_MATCH_EXPECTATIONS_NEWS: Companies reporting earnings that match market expectations.
UNRATED_EARNINGS_REPORT_NEWS: General news on earnings reports.
UNRATED_ESG_INITIATIVES_NEWS: News on environmental, social, and governance initiatives.
UNRATED_HR_DEVELOPMENTS_NEWS: News on human resources developments.
UNRATED_INDUCEMENT_GRANTS_NEWS: News about stock inducement grants.
UNRATED_INVESTOR_MEETING_NEWS: News about investor meetings or conferences.
UNRATED_LISTING_NEWS: Neutral news on stock listings.
UNRATED_NEW_FINANCING_NEWS: News about new financing deals or rounds.
UNRATED_NEW_OFFERING_NEWS: News on new stock or bond offerings.
UNRATED_NEWS: General financial news not fitting other specific categories.
UNRATED_OIL_MARKET_UPDATES_NEWS: Updates on the oil market.
UNRATED_PRIVATE_OFFERING_DETAILS_NEWS: News on private offerings.
UNRATED_PRIVATE_PLACEMENT_FINANCING_NEWS: News on private placement financing.
UNRATED_SEC_FILINGS_NEWS: Articles about SEC filings.
UNRATED_SENIOR_NOTES_OFFERING_NEWS: News on senior notes offerings.
UNRATED_SPINOFF_NEWS: News about corporate spinoffs.
UNRATED_STOCK_ANALYSIS_UPDATES_NEWS: Updates on stock analyses.
UNRATED_STOCK_MARKET_MOVEMENTS_NEWS: News on general stock market movements.
UNRATED_STOCK_RECOMMENDATION_NEWS: General news on stock recommendations.
UNRATED_SUSTAINABILITY_REPORTS_NEWS: News on sustainability reports.
UNRATED_TREASURY_YIELDS_NEWS: Updates on treasury yields.
UNRATED_UPCOMING_EARNINGS_ANNOUNCEMENT_NEWS: Announcements of upcoming earnings reports.

This comprehensive classifier enables the categorization of financial news titles into precise categories, aiding in targeted analysis and decision-making.

To see the results of the model on Textorch, visit https://www.textorch.com/market-news

Task: Text Classification
Library: transformers
Type: distilbert
License: apache-2.0
Languages: en
Created: May 20, 2024
Updated: Apr 10, 2025