# ToolGrad: Efficient tool-use dataset generation with textual "gradients"

DevFeed: [ToolGrad: Efficient tool-use dataset generation with textual "gradients"](<https://devfeed.tech/articles/toolgrad-efficient-tool-use-dataset-generation-with-textual-gradients-6902.md>)

Original publisher: [Read original article](<https://research.google/blog/toolgrad-efficient-tool-use-dataset-generation-with-textual-gradients/>)

Published: 2026-09-10T22:50:22Z

Content type: article

Language: en

Sources: [The latest research from Google](<https://devfeed.tech/sources/the-latest-research-from-google.md>)

Topics: [dataset](<https://devfeed.tech/topics/dataset.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [LLM Techniques](<https://devfeed.tech/topics/llm-techniques.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [cost](<https://devfeed.tech/tags/cost.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [generation](<https://devfeed.tech/tags/generation.md>), [llm](<https://devfeed.tech/tags/llm.md>), [machine-intelligence](<https://devfeed.tech/tags/machine-intelligence.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [natural-language-processing](<https://devfeed.tech/tags/natural-language-processing.md>), [prompt-engineering](<https://devfeed.tech/tags/prompt-engineering.md>), [tool](<https://devfeed.tech/tags/tool.md>)

## AI overview

ToolGrad generates tool-use chains before deriving corresponding user queries, aiming to create complex training data for LLM tool use more efficiently and at lower cost than exploration-based approaches.

## Source excerpt

Machine Intelligence