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Eugene Yurtsev 2024-10-22 14:29:21 -04:00
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## Overview ## Overview
One common prompting technique for achieving better performance is to include examples as part of the prompt. This is known as [few-shot prompting](/docs/concepts/few-shot-prompting). One common prompting technique for achieving better performance is to include examples as part of the prompt. This is known as [few-shot prompting](/docs/concepts/few_shot_prompting).
This gives the [language model](/docs/concepts/chat_models/) concrete examples of how it should behave. This gives the [language model](/docs/concepts/chat_models/) concrete examples of how it should behave.
Sometimes these examples are hardcoded into the prompt, but for more advanced situations it may be nice to dynamically select them. Sometimes these examples are hardcoded into the prompt, but for more advanced situations it may be nice to dynamically select them.

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- **[Output Parsers](/docs/concepts/output_parsers)**: Output parsers are responsible for taking the output of a model and transforming it into a more suitable format for downstream tasks. Output parsers were primarily useful prior to the general availability of [chat models](/docs/concepts/chat_models) that natively support [tool calling](/docs/concepts/tool_calling) and [structured outputs](/docs/concepts/structured_outputs). - **[Output Parsers](/docs/concepts/output_parsers)**: Output parsers are responsible for taking the output of a model and transforming it into a more suitable format for downstream tasks. Output parsers were primarily useful prior to the general availability of [chat models](/docs/concepts/chat_models) that natively support [tool calling](/docs/concepts/tool_calling) and [structured outputs](/docs/concepts/structured_outputs).
- **[Few shot prompting](/docs/concepts/few_shot_prompting)**: Few-shot prompting is a technique used improve the performance of language models by providing them with a few examples of the task they are expected to perform. - **[Few shot prompting](/docs/concepts/few_shot_prompting)**: Few-shot prompting is a technique used improve the performance of language models by providing them with a few examples of the task they are expected to perform.
- **[Example Selectors](/docs/concepts/example_selectors)**: Example selectors are used to select examples from a dataset based on a given input. They can be used to select examples randomly, by semantic similarity, or based on some other constraints. Example selectors are used in few-shot prompting to select examples for a prompt. - **[Example Selectors](/docs/concepts/example_selectors)**: Example selectors are used to select examples from a dataset based on a given input. They can be used to select examples randomly, by semantic similarity, or based on some other constraints. Example selectors are used in few-shot prompting to select examples for a prompt.
## Glossary ## Glossary
- **[AIMessageChunk](/docs/concepts/messages#aimessagechunk)**: A partial response from an AI message. Used when streaming responses from a chat model. - **[AIMessageChunk](/docs/concepts/messages#aimessagechunk)**: A partial response from an AI message. Used when streaming responses from a chat model.