improve docu

Yellow-- · Jun 12, 2024 · 050a5be · 050a5be
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diff --git a/docs/docs/tutorials/1-chat-and-language-models.md b/docs/docs/tutorials/1-chat-and-language-models.md
@@ -9,6 +9,10 @@ This page describes a low-level LLM API.
 See [AI Services](/tutorials/ai-services) for a high-level LLM API.
 :::
 
+:::note
+All supported LLMs can be found [here](/integrations/language-models).
+:::
+
 LLMs are currently available in two API types:
 - `LanguageModel`s. Their API is very simple - they accept a `String` as input and return a `String` as output.
 This API is now becoming obsolete in favor of chat API (second API type).

diff --git a/docs/docs/tutorials/embedding-stores.md b/docs/docs/tutorials/embedding-stores.md
@@ -4,6 +4,11 @@ sidebar_position: 13
 
 # Embedding (Vector) Stores
 
+Documentation on embedding stores can be found [here](/tutorials/rag#embedding-store).
+
+All supported embedding stores can be found [here](/integrations/embedding-stores/).
+
+## Examples
 - [Example of using in-memory embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/other-examples/src/main/java/embedding/store/InMemoryEmbeddingStoreExample.java)
 - [Example of using Chroma embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/chroma-example/src/main/java/ChromaEmbeddingStoreExample.java)
 - [Example of using Elasticsearch embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/elasticsearch-example/src/main/java/ElasticsearchEmbeddingStoreExample.java)
@@ -16,5 +21,3 @@ sidebar_position: 13
 - [Example of using Vespa embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/vespa-example/src/main/java/VespaEmbeddingStoreExample.java)
 - [Example of using Weaviate embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/weaviate-example/src/main/java/WeaviateEmbeddingStoreExample.java)
 - [Example of using PGVector embedding store](https://github.com/langchain4j/langchain4j-examples/blob/main/pgvector-example/src/main/java/PgVectorEmbeddingStoreExample.java)
-
-More info coming soon
diff --git a/docs/docs/tutorials/structured-data-extraction.md b/docs/docs/tutorials/structured-data-extraction.md
@@ -4,7 +4,7 @@ sidebar_position: 11
 
 # Structured Data Extraction
 
-More info coming soon
+Documentation on structured data extraction can be found [here](/tutorials/ai-services#output-parsing-aka-structured-outputs).
 
 ## Examples
 

diff --git a/langchain4j-core/src/main/java/dev/langchain4j/store/memory/chat/ChatMemoryStore.java b/langchain4j-core/src/main/java/dev/langchain4j/store/memory/chat/ChatMemoryStore.java
@@ -10,9 +10,14 @@
 /**
  * Represents a store for the {@link ChatMemory} state.
  * Allows for flexibility in terms of where and how chat memory is stored.
- * Currently, the only implementation available is {@link InMemoryChatMemoryStore}. We are in the process of adding
- * ready implementations for popular stores like SQL DBs, document stores, etc.
+ * <br>
+ * <br>
+ * Currently, the only implementation available is {@link InMemoryChatMemoryStore}.
+ * Over time, out-of-the-box implementations will be added for popular stores like SQL databases, document stores, etc.
  * In the meantime, you can implement this interface to connect to any storage of your choice.
+ * <br>
+ * <br>
+ * More documentation can be found <a href="https://docs.langchain4j.dev/tutorials/chat-memory">here</a>.
  */
 public interface ChatMemoryStore {