This model classifies business texts into 50 different topics with support for 8192 token context length.

Training Performance Metrics

F1 Score: 0.0003
Eval Loss: 3.5448
Samples per second: 5.51

Model Details

Base Model: ModernBERT
Max Length: 8192
Training Date: 2025-02-13

Usage

from transformers import AutoModelForSequenceClassification, AutoTokenizer
import torch

# Load model & tokenizer
model = AutoModelForSequenceClassification.from_pretrained("vantigeai/text_50_biz_topic_classifier_8192")
tokenizer = AutoTokenizer.from_pretrained("vantigeai/text_50_biz_topic_classifier_8192")

# Prepare your text
text = "Your business text here"
inputs = tokenizer(text, padding='max_length', truncation=True, max_length=8192, return_tensors="pt")

# Get predictions
with torch.no_grad():
    outputs = model(**inputs)
    probabilities = torch.sigmoid(outputs.logits)
    predictions = (probabilities > 0.7).int()  # Using 0.7 as threshold

Classification	Description
brand_reputation	Overall public perception and credibility of a brand.
competitor_analysis	Analysis of competitor strategies, strengths, and weaknesses.
consumer_behavior	Examination of consumer purchasing patterns and decision-making trends.
corporate_strategy	Long-term planning and strategic decision-making within a corporation.
customer_experience	The overall experience and satisfaction of customers interacting with a brand.
digital_transformation	Integration of digital technologies to fundamentally change business operations and value delivery.
energy_market	Analysis of trends in energy production, distribution, and consumption.
intellectual_property	Protection and management of creative and innovative assets, including patents and trademarks.
market_segmentation	Division of a market into distinct groups based on characteristics or behaviors.
marketing_strategies	Approaches and tactics used to promote and sell products or services.
operational_efficiency	Effectiveness in managing and streamlining business operations.
product_development	Process of designing, creating, and launching new products or services.
risk_management	Identification and mitigation of potential risks to the organization.
sustainability_practices	Adoption of environmentally responsible and sustainable business practices.
technological_advances	Implementation and adoption of new and emerging technologies.
biotechnology	Innovations and advancements in biological technology and life sciences.
crisis_management	Strategies and processes for managing unexpected emergencies or critical situations.
e_commerce_trends	Developments and changes in online retail and digital sales.
global_trade	Analysis of the exchange of goods and services across international borders.
government_contracts	Engagement with public sector contracts and the regulatory environment for government procurement.
healthcare_developments	Advances and trends in healthcare services, medical procedures, and health technology.
regulatory_changes	Updates and impacts resulting from changes in laws and regulations.
retail_industry_shifts	Trends and transformations occurring within the retail sector.
corporate_governance	Systems and processes that guide the management and oversight of corporations.
real_estate_market	Trends and dynamics within the property and real estate sectors.
supply_chain_management	Coordination and optimization of the production and delivery process across supply chains.
business_analytics	Use of data analysis and statistical methods to inform business decisions.
cybersecurity	Protection of digital systems and data from unauthorized access or attacks.
fintech_innovations	Developments in financial technology that improve or disrupt traditional financial services.
startups_and_entrepreneurship	Trends in new business ventures, innovation, and entrepreneurial activities.
employee_and_labor_trends	Analysis of workforce dynamics, labor market trends, and employment patterns.
human_resources_management	Management of employee recruitment, development, retention, and organizational culture.
industry_disruptions	Significant changes that challenge existing industry norms and practices.
tourism_and_travel	Trends and developments in the travel, leisure, and tourism industries.
investor_relations	Communication and relationship management with shareholders and investors.
market_entry_strategies	Strategies for entering new geographic or demographic markets.
financial_performance	Metrics and analysis related to the profitability and financial health of an organization.
mergers_and_acquisitions	Activities related to the consolidation or acquisition of companies.
economic_indicators	Statistical measures that provide insights into the state of the economy.
emerging_markets	Trends and opportunities in developing markets with high growth potential.
global_economics	Study of economic activities and interactions on a global scale.
market_trends	Overall trends and shifts in market behavior and industry developments.
taxation_policies	Analysis of tax regulations and their impact on businesses and economies.
automotive_industry	Trends and developments within the automotive and transportation sectors.
advertising_trends	Innovations and trends in advertising methods and platforms.
cultural_trends	Shifts in societal values, behaviors, and cultural practices.
international_relations	Dynamics and policies governing political and economic relationships between countries.
remote_work_trends	Trends related to telecommuting, flexible work arrangements, and virtual collaboration.
social_media_influence	Impact of social media on public opinion, marketing, and consumer behavior.
telecommunications	Developments in communication technologies and network infrastructure.