diff --git a/examples/di/README.md b/examples/di/README.md
index fb4e8044b..f63795f13 100644
--- a/examples/di/README.md
+++ b/examples/di/README.md
@@ -1,7 +1,7 @@
 # Data Interpreter (DI)
 
 ## What is Data Interpreter
-Data Interpreter is an agent who solves problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below.
+Data Interpreter is an agent who solves data-related problems through codes. It understands user requirements, makes plans, writes codes for execution, and uses tools if necessary. These capabilities enable it to tackle a wide range of scenarios, please check out the examples below. For overall design and technical details, please see our [paper](https://arxiv.org/abs/2402.18679).
 
 ## Example List
 - Data visualization
@@ -12,7 +12,9 @@ ## Example List
 - Tool usage: web page imitation
 - Tool usage: web crawling
 - Tool usage: text2image
-- Tool usage: email summarization and response
+- Tool usage: email summarization and response\
 - More on the way!
 
-Please see [here](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/intro.html) for detailed explanation.
\ No newline at end of file
+Please see the [docs](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/intro.html) for more explanation.
+
+We are continuously releasing codes, stay tuned!