EquivalenceEvaluator Class

Reference

Definition

Namespace:: Microsoft.Extensions.AI.Evaluation.Quality

Assembly:: Microsoft.Extensions.AI.Evaluation.Quality.dll

Package:: Microsoft.Extensions.AI.Evaluation.Quality v9.5.0

Source:: EquivalenceEvaluator.cs

Important

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An IEvaluator that evaluates the 'Equivalence' of a response produced by an AI model with another response supplied via GroundTruth.

public ref class EquivalenceEvaluator sealed : Microsoft::Extensions::AI::Evaluation::IEvaluator

public sealed class EquivalenceEvaluator : Microsoft.Extensions.AI.Evaluation.IEvaluator

type EquivalenceEvaluator = class
    interface IEvaluator

Public NotInheritable Class EquivalenceEvaluator
Implements IEvaluator

Inheritance: Object
EquivalenceEvaluator

Implements: IEvaluator

Remarks

EquivalenceEvaluator measures the degree to which the response being evaluated is similar to the response supplied via GroundTruth. It returns a NumericMetric that contains a score for the 'Equivalence'. The score is a number between 1 and 5, with 1 indicating a poor score, and 5 indicating an excellent score.

Note: EquivalenceEvaluator is an AI-based evaluator that uses an AI model to perform its evaluation. While the prompt that this evaluator uses to perform its evaluation is designed to be model-agnostic, the performance of this prompt (and the resulting evaluation) can vary depending on the model used, and can be especially poor when a smaller / local model is used.

The prompt that EquivalenceEvaluator uses has been tested against (and tuned to work well with) the following models. So, using this evaluator with a model from the following list is likely to produce the best results. (The model to be used can be configured via ChatClient.)

GPT-4o

Constructors

EquivalenceEvaluator()

Properties

EquivalenceMetricName	Gets the Name of the NumericMetric returned by EquivalenceEvaluator.
EvaluationMetricNames	Gets the Names of the EvaluationMetrics produced by this IEvaluator.

Methods

EvaluateAsync(IEnumerable<ChatMessage>, ChatResponse, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)

Evaluates the supplied modelResponse and returns an EvaluationResult containing one or more EvaluationMetrics.

Extension Methods

EvaluateAsync(IEvaluator, ChatMessage, ChatMessage, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.
EvaluateAsync(IEvaluator, ChatMessage, ChatResponse, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.
EvaluateAsync(IEvaluator, ChatMessage, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.
EvaluateAsync(IEvaluator, ChatResponse, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.
EvaluateAsync(IEvaluator, String, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.
EvaluateAsync(IEvaluator, String, String, ChatConfiguration, IEnumerable<EvaluationContext>, CancellationToken)	Evaluates the supplied `modelResponse` and returns an EvaluationResult containing one or more EvaluationMetrics.

Applies to

通过