How can you debug when a summarization model outputs incomplete conclusions for legal documents shared via a live API

Question

Can you tell How can you debug when a summarization model outputs incomplete conclusions for legal documents shared via a live API?

Answer 1

You can use logging, confidence scoring, and rule-based validation to detect and correct incomplete conclusions in real-time summarization.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Logging Integration: Warnings for incomplete summaries.
• Live API Call: Fetches legal documents dynamically.
• Basic Summarization Check: Ensures summary length and punctuation.
• Auto-Correction Mechanism: Appends a warning if truncation is detected.

Hence, debugging a summarization model for legal documents requires real-time monitoring, validation mechanisms, and corrective logging to ensure output completeness and reliability.