metadata
tags:
- text2text-generation
- financial-nlp
- t5
language: en
license: apache-2.0
widget:
- text: 'extract metrics: Show me Apple''s revenue and gross margin'
example_title: Revenue and Margin
- text: 'extract metrics: What''s the P/E ratio and market cap for MSFT?'
example_title: Ratios and Market Cap
- text: 'extract metrics: Get Tesla''s free cash flow and debt to equity'
example_title: Cash Flow and Leverage
T5 Financial Metrics Extractor
This model extracts financial metrics from natural language queries.
Usage
from transformers import pipeline
pipe = pipeline("text2text-generation", model="ak837/t5-financial-metrics-extractor")
# Important: Always prefix with "extract metrics: "
result = pipe("extract metrics: Show me Apple's revenue and gross margin")
print(result[0]['generated_text'])
# Output: ["revenue", "grossMargin"]
Training
This model was fine-tuned on financial queries to extract relevant metrics in JSON array format.
Metrics Supported
The model can extract various financial metrics including:
- Revenue, gross profit, net income
- Margins (gross, operating, net)
- Cash flow metrics
- Balance sheet items
- Financial ratios
- Growth rates
Note
Always use the prefix "extract metrics: " before your query for best results.