docs(docs): fixed additional grammar and style issues in how-to index (#32533)

- Fix 'few shot' → 'few-shot' (add hyphen for consistency)
- Fix 'over the database' → 'over a database' (add missing article)
- Fix 'run time' → 'runtime' (more consistent terminology)
- Fix 'in-sync' → 'in sync' (remove unnecessary hyphen)
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mishraravibhushan 2025-08-13 23:40:58 +05:30 committed by GitHub
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@ -47,7 +47,7 @@ See [supported integrations](/docs/integrations/chat/) for details on getting st
- [How to: use chat model to call tools](/docs/how_to/tool_calling) - [How to: use chat model to call tools](/docs/how_to/tool_calling)
- [How to: stream tool calls](/docs/how_to/tool_streaming) - [How to: stream tool calls](/docs/how_to/tool_streaming)
- [How to: handle rate limits](/docs/how_to/chat_model_rate_limiting) - [How to: handle rate limits](/docs/how_to/chat_model_rate_limiting)
- [How to: few shot prompt tool behavior](/docs/how_to/tools_few_shot) - [How to: few-shot prompt tool behavior](/docs/how_to/tools_few_shot)
- [How to: bind model-specific formatted tools](/docs/how_to/tools_model_specific) - [How to: bind model-specific formatted tools](/docs/how_to/tools_model_specific)
- [How to: force a specific tool call](/docs/how_to/tool_choice) - [How to: force a specific tool call](/docs/how_to/tool_choice)
- [How to: pass multimodal data directly to models](/docs/how_to/multimodal_inputs/) - [How to: pass multimodal data directly to models](/docs/how_to/multimodal_inputs/)
@ -64,8 +64,8 @@ See [supported integrations](/docs/integrations/chat/) for details on getting st
[Prompt Templates](/docs/concepts/prompt_templates) are responsible for formatting user input into a format that can be passed to a language model. [Prompt Templates](/docs/concepts/prompt_templates) are responsible for formatting user input into a format that can be passed to a language model.
- [How to: use few shot examples](/docs/how_to/few_shot_examples) - [How to: use few-shot examples](/docs/how_to/few_shot_examples)
- [How to: use few shot examples in chat models](/docs/how_to/few_shot_examples_chat/) - [How to: use few-shot examples in chat models](/docs/how_to/few_shot_examples_chat/)
- [How to: partially format prompt templates](/docs/how_to/prompts_partial) - [How to: partially format prompt templates](/docs/how_to/prompts_partial)
- [How to: compose prompts together](/docs/how_to/prompts_composition) - [How to: compose prompts together](/docs/how_to/prompts_composition)
- [How to: use multimodal prompts](/docs/how_to/multimodal_prompts/) - [How to: use multimodal prompts](/docs/how_to/multimodal_prompts/)
@ -168,7 +168,7 @@ See [supported integrations](/docs/integrations/vectorstores/) for details on ge
Indexing is the process of keeping your vectorstore in-sync with the underlying data source. Indexing is the process of keeping your vectorstore in-sync with the underlying data source.
- [How to: reindex data to keep your vectorstore in-sync with the underlying data source](/docs/how_to/indexing) - [How to: reindex data to keep your vectorstore in sync with the underlying data source](/docs/how_to/indexing)
### Tools ### Tools
@ -297,7 +297,7 @@ For a high-level tutorial, check out [this guide](/docs/tutorials/sql_qa/).
You can use an LLM to do question answering over graph databases. You can use an LLM to do question answering over graph databases.
For a high-level tutorial, check out [this guide](/docs/tutorials/graph/). For a high-level tutorial, check out [this guide](/docs/tutorials/graph/).
- [How to: add a semantic layer over the database](/docs/how_to/graph_semantic) - [How to: add a semantic layer over a database](/docs/how_to/graph_semantic)
- [How to: construct knowledge graphs](/docs/how_to/graph_constructing) - [How to: construct knowledge graphs](/docs/how_to/graph_constructing)
### Summarization ### Summarization