AlekSystem Workflow Detail

Evaluation Metric: Summarization Workflow Solution

Evaluation Metric: Summarization

This AlekSystem template demonstrates how to calculate the evaluation metric "Summarization" which in this scenario, measures the LLM's accuracy and faithful...

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Workflow overview

Why this workflow matters

Supports knowledge capture and document intelligence use cases.

This AlekSystem template demonstrates how to calculate the evaluation metric "Summarization" which in this scenario, measures the LLM's accuracy and faithfulness in producing summaries which are based on an incoming Youtube transcript. The scoring approach is adapted from https://cloud.google.com/vertex-ai/generative-ai/docs/models/metrics-templates#pointwise_summarization_quality How it works This evaluation works best for an AI summarization workflows. For our scoring, we simple compare the generated response to the original transcript. A key factor is to look out information in the response which is not mentioned in the documents. A high score indicates LLM adherence and alignment whereas a low score could signal inadequate prompt or model hallucination. Requirements AlekSystem version 1.94+ Check out this Google Sheet for a sample data https://docs.google.com/spreadsheets/d/1YOnu2JJjlxd787AuYcg-wKbkjyjyZFgASYVV0jsij5Y/edit?usp=sharing

Best fit

Categories

AI/MLCommunicationMarketingDocument Ops

Services

Google DriveBasic LLM ChainOpenAI Chat ModelStructured Output ParserGoogle Gemini Chat ModelEvaluation

Use cases

content automationdocument intelligence