---
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

```python
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.