Update README.md

README.md

@@ -1,11 +1,9 @@
-# dspy-neo4j-knowledge-graph
+# text-to-cypher
 LLM-driven automated knowledge graph construction from text using DSPy and Neo4j.
 
-![Knowledge Graph](img/kg.png)
-
 ## Project Structure
 ```sh
-dspy-neo4j-knowledge-graph/
+text-to-cypher/
 ├── README.md
 ├── examples/
 │   └── wikipedia-abstracts-v0_0_1.ndjson
@@ -79,7 +77,7 @@ MODAIC_TOKEN=<your-modaic-token>
 Run Neo4j locally using Docker:
 ```sh
 docker run \
-    --name dspy-kg \
+    --name text-to-cypher \
     --publish=7474:7474 \
     --publish=7687:7687 \
     --env "NEO4J_AUTH=none" \
@@ -153,8 +151,8 @@ neo4j.query(cypher.statement.replace('```', ''))
 
 ### Stop Neo4j Docker Container
 ```sh
-docker stop dspy-kg
-docker rm dspy-kg
+docker stop text-to-cypher
+docker rm text-to-cypher
 ```
 
 ### Remove Virtual Environment