Update README.md

README.md

@@ -2,7 +2,7 @@
 base_model:
 - Qwen/Qwen3-Embedding-4B
 ---
-AgentIR-4B is a retriever specialized for Deep Research agents. Unlike conventional retrievers that process queries without awareness of the agent, AgentIR explicitly incorporates the agent's reasoning trace by jointly embedding it with the query, leveraging the rich intent and contextual information expressed in the agent's reasoning.
+AgentIR-4B is a retriever specialized for Deep Research agents. Unlike conventional retrievers that process queries with no awareness of the agent, AgentIR explicitly incorporates the agent's reasoning trace by jointly embedding it with the query, leveraging the rich intent and contextual information expressed in the agent's reasoning.
 
 When employed for end-to-end Deep Research on BrowseComp-Plus, AgentIR brings substantial effectiveness and efficiency gains for agents, improving agent accuracy while reducing the number of problem-solving iterations.
 - Paper: https://arxiv.org/abs/2603.04384