Minor grammar correction (#528)
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				|  | @ -68,7 +68,7 @@ If that deterministic workflow fits all queries, by all means just code everythi | ||||||
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| But what if the workflow can't be determined that well in advance?  | But what if the workflow can't be determined that well in advance?  | ||||||
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| For instance, a user wants to ask : `"I can come on Monday, but I forgot my passport so risk being delayed to Wednesday, is it possible to take me and my stuff to surf on Tuesday morning, with a cancellation insurance?"` This question hinges on many factors, and probably none of the predetermined criteria above will suffice for this request. | For instance, a user wants to ask: `"I can come on Monday, but I forgot my passport so risk being delayed to Wednesday, is it possible to take me and my stuff to surf on Tuesday morning, with a cancellation insurance?"` This question hinges on many factors, and probably none of the predetermined criteria above will suffice for this request. | ||||||
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| If the pre-determined workflow falls short too often, that means you need more flexibility. | If the pre-determined workflow falls short too often, that means you need more flexibility. | ||||||
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|  | @ -106,7 +106,7 @@ In a multi-step agent, at each step, the LLM can write an action, in the form of | ||||||
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| The reason for this simply that *we crafted our code languages specifically to be the best possible way to express actions performed by a computer*. If JSON snippets were a better expression, JSON would be the top programming language and programming would be hell on earth. | The reason for this simply that *we crafted our code languages specifically to be the best possible way to express actions performed by a computer*. If JSON snippets were a better expression, JSON would be the top programming language and programming would be hell on earth. | ||||||
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| The figure below, taken from [Executable Code Actions Elicit Better LLM Agents](https://huggingface.co/papers/2402.01030), illustrate some advantages of writing actions in code: | The figure below, taken from [Executable Code Actions Elicit Better LLM Agents](https://huggingface.co/papers/2402.01030), illustrates some advantages of writing actions in code: | ||||||
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| <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/code_vs_json_actions.png"> | <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/code_vs_json_actions.png"> | ||||||
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|  | @ -115,4 +115,4 @@ Writing actions in code rather than JSON-like snippets provides better: | ||||||
| - **Composability:** could you nest JSON actions within each other, or define a set of JSON actions to re-use later, the same way you could just define a python function? | - **Composability:** could you nest JSON actions within each other, or define a set of JSON actions to re-use later, the same way you could just define a python function? | ||||||
| - **Object management:** how do you store the output of an action like `generate_image` in JSON? | - **Object management:** how do you store the output of an action like `generate_image` in JSON? | ||||||
| - **Generality:** code is built to express simply anything you can have a computer do. | - **Generality:** code is built to express simply anything you can have a computer do. | ||||||
| - **Representation in LLM training data:** plenty of quality code actions is already included in LLMs’ training data which means they’re already trained for this! | - **Representation in LLM training data:** plenty of quality code actions are already included in LLMs’ training data which means they’re already trained for this! | ||||||
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