docs: fix docs paths (#4224)

fix docs paths

Author: Samoed

docs/index.md

@@ -5,7 +5,7 @@ title: "MTEB"
 # MTEB
 
 !!! info
-    We recently released `mteb` version 2.0.0, to see what is new check of [what is new](get_started/whats_new.md) and see [how to upgrade](get_started/whats_new.md#upgrading-from-v1) your existing code.
+    We recently released `mteb` version 2.0.0, to see what is new check of [what is new](whats_new.md) and see [how to upgrade](whats_new.md#upgrading-from-v1) your existing code.
 
 Welcome documentation of MTEB. `mteb` a package for benchmark and evaluating the quality of embeddings.
 
@@ -28,7 +28,7 @@ Installation is as simple as:
     uv add mteb
     ```
 
-To see more check out the [installation guide](get_started/installation.md).
+To see more check out the [installation guide](installation.md).
 
 ## Quickstart
 

docs/get_started/installation.md docs/installation.mddocs/get_started/installation.md renamed to docs/installation.md

@@ -31,7 +31,7 @@ If you want to run certain models implemented within mteb you will often need so
     uv add "mteb[cohere]"
     ```
 
-If a specific model requires a dependency it will raise an error with the recommended installation. To see full list of available models you can look at the [models overview](../overview/available_models/text.md).
+If a specific model requires a dependency it will raise an error with the recommended installation. To see full list of available models you can look at the [models overview](overview/available_models/text.md).
 
 ## Audio Tasks
 

docs/get_started/whats_new.md docs/whats_new.mddocs/get_started/whats_new.md renamed to docs/whats_new.md

@@ -1,4 +1,5 @@
 ---
+title: "What's New"
 icon: lucide/newspaper
 ---
 
@@ -83,7 +84,7 @@ print(all_specific_result.model_results)
 
 Added integration with HuggingFace Benchmarks (more info in [blog](https://huggingface.co/blog/community-evals)). This allows for users easily see scores of task directly on dataset card.
 
-![img.png](../images/visualizations/hf_benchmark.png)
+![img.png](images/visualizations/hf_benchmark.png)
 
 To convert your task into a HuggingFace benchmark, you can simply run:
 
@@ -152,7 +153,7 @@ This enables better insight into how users interact with the leaderboard and pro
 ### Added vLLM support
 
 Added vLLM support. While it is currently not the reference implementation for any models it allows you to run comparisons on performance and throughput
-on a single model. This can inform whether it is worth switching your local setup over to vLLM. While you can read more about it [here](advanced_usage/vllm_wrapper.md)
+on a single model. This can inform whether it is worth switching your local setup over to vLLM. While you can read more about it [here](get_started/advanced_usage/vllm_wrapper.md)
 
 ## New in v2.6
 
@@ -424,9 +425,9 @@ We're automatically wrapping `Encoder` and `CrossEncoder` models support `Search
 
 We've added a lot of new documentation to make it easier to get started with MTEB.
 
-- You can see api of our models in tasks in [API documentation](../api/index.md).
-- We've added a [getting started guide](usage/get_started.md) to help you get started with MTEB.
-- You can see implemented [tasks](../overview/available_tasks/retrieval.md) and [models](../overview/available_models/text.md) in MTEB.
+- You can see api of our models in tasks in [API documentation](api/index.md).
+- We've added a [getting started guide](get_started/usage/get_started.md) to help you get started with MTEB.
+- You can see implemented [tasks](overview/available_tasks/retrieval.md) and [models](overview/available_models/text.md) in MTEB.
 
 #### Better support for loading and comparing results
 

mkdocs.yml

@@ -71,7 +71,7 @@ markdown_extensions:
 nav:
   - Get Started:
       - index.md
-      - Installation: installation.md
+      - installation.md
       - whats_new.md
       - Usage:
         - Get Started: get_started/usage/get_started.md