Best AI/NLP model for converting natural language to OpenSearch queries

Plugins Machine Learning
1

Versions (relevant - OpenSearch/Dashboard/Server OS/Browser):2.17.1

Describe the issue:

Hi all,

I’m exploring ways to generate valid OpenSearch queries (JSON format) from natural language text.

**Goal:**

Users type prompts like “show me tunnels with latency > 50 ms” and an AI model converts that to a valid OpenSearch query that my Java backend can send to OpenSearch.

**Setup:**

- OpenSearch 2.17

- Backend: Java

- Frontend: Angular

- Considering small or offline LLMs Model

**Question:**

Which open-source AI or NLP models are recommended for this kind of query generation task?

Any example projects, best practices, or accuracy comparisons would be great!

Thanks in advance.

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