Genai user feedback evaluation #1322
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| <!--- Hugo front matter used to generate the website version of this page: | ||
| linkTitle: Generative AI evaluation events | ||
| ---> | ||
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| # Semantic Conventions for GenAI evaluation events | ||
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| **Status**: [Experimental][DocumentStatus] | ||
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| Each evaluation event defines a common way to report an evaluation score and the context for this specific evaluation method. | ||
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| ## Naming pattern | ||
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| The evaluation events follow `gen_ai.evaluation.{evaluation method}` naming pattern. | ||
| For example, evaluations that are common across different GenAI models and framework tooling, such as user feedback should be reported as `gen_ai.evaluation.user_feedback`. | ||
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| GenAI vendor-specific evaluation events SHOULD follow `gen_ai.{gen_ai.system}.evaluation.{evaluation method}` pattern. | ||
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| ## User feedback evaluation | ||
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| The user feedback evaluation event SHOULD be captured if and only if user provided a reaction to GenAI model response. | ||
| It SHOULD, when possible, be parented to the GenAI span describing such response. | ||
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| <!-- semconv gen_ai.evaluation.user_feedback --> | ||
| <!-- NOTE: THIS TEXT IS AUTOGENERATED. DO NOT EDIT BY HAND. --> | ||
| <!-- see templates/registry/markdown/snippet.md.j2 --> | ||
| <!-- prettier-ignore-start --> | ||
| <!-- markdownlint-capture --> | ||
| <!-- markdownlint-disable --> | ||
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| The event name MUST be `gen_ai.evaluation.user_feedback`. | ||
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| | Attribute | Type | Description | Examples | [Requirement Level](https://opentelemetry.io/docs/specs/semconv/general/attribute-requirement-level/) | Stability | | ||
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There was a problem hiding this comment. this probably should be in the common section and we should talk about user_feedback as an example. |
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| | [`gen_ai.response.id`](/docs/attributes-registry/gen-ai.md) | string | The unique identifier for the completion. | `chatcmpl-123` | `Required` |  | | ||
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There was a problem hiding this comment. From my point of view, user feedback often relates to the overall output of an LLM application (which used multiple LLM completions to produce a final response to the user). There was a problem hiding this comment.
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| | [`gen_ai.evaluation.score`](/docs/attributes-registry/gen-ai.md) | double | Quantified score calculated based on the user reaction in [-1.0, 1.0] range with 0 representing a neutral reaction. | `0.42` | `Recommended` |  | | ||
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| <!-- markdownlint-restore --> | ||
| <!-- prettier-ignore-end --> | ||
| <!-- END AUTOGENERATED TEXT --> | ||
| <!-- endsemconv --> | ||
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| The user feedback event body has the following structure: | ||
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| | Body Field | Type | Description | Examples | Requirement Level | | ||
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| | `comment` | string | Additional details about the user feedback | `"I did not like it"` | `Opt-in` | | ||
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| [DocumentStatus]: https://opentelemetry.io/docs/specs/otel/document-status | ||
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| groups: | ||
| - id: gen_ai.content.prompt | ||
| name: gen_ai.content.prompt | ||
| stability: experimental | ||
| type: event | ||
| brief: > | ||
| In the lifetime of an GenAI span, events for prompts sent and completions received | ||
| may be created, depending on the configuration of the instrumentation. | ||
| attributes: | ||
| - ref: gen_ai.prompt | ||
| requirement_level: | ||
| conditionally_required: if and only if corresponding event is enabled | ||
| note: > | ||
| It's RECOMMENDED to format prompts as JSON string matching [OpenAI messages format](https://platform.openai.com/docs/guides/text-generation) | ||
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| - id: gen_ai.content.completion | ||
| name: gen_ai.content.completion | ||
| type: event | ||
| stability: experimental | ||
| brief: > | ||
| In the lifetime of an GenAI span, events for prompts sent and completions received | ||
| may be created, depending on the configuration of the instrumentation. | ||
| attributes: | ||
| - ref: gen_ai.completion | ||
| requirement_level: | ||
| conditionally_required: if and only if corresponding event is enabled | ||
| note: > | ||
| It's RECOMMENDED to format completions as JSON string matching [OpenAI messages format](https://platform.openai.com/docs/guides/text-generation) | ||
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| - id: gen_ai.evaluation.user_feedback | ||
| name: gen_ai.evaluation.user_feedback | ||
| type: event | ||
| stability: experimental | ||
| brief: > | ||
| This event describes the evaluation of GenAI response based on the user feedback. | ||
| attributes: | ||
| - ref: gen_ai.response.id | ||
| requirement_level: required | ||
| - ref: gen_ai.evaluation.score | ||
| brief: > | ||
| Quantified score calculated based on the user reaction in [-1.0, 1.0] range with 0 representing a neutral reaction. | ||
| note: "" | ||
| requirement_level: recommended |
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discussing at GenAI call:
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gen_ai.evaluation.relevance
dimensions: