diff --git a/benchmark/results_md/beam.md b/benchmark/results_md/beam.md
index 4ec5b71a..97adff3c 100644
--- a/benchmark/results_md/beam.md
+++ b/benchmark/results_md/beam.md
@@ -23,14 +23,14 @@
 
 | 题型 | Prompted(limit=15) | Prompted Binary | Agentic | Agentic Binary |
 |---|---|---|---|---|
-| abstention | 0.464 | 0.464 | 0.514 | 0.514 |
-| contradiction_resolution | 0.079 | 0.068 | 0.373 | 0.339 |
-| event_ordering | 0.455 | 0.334 | 0.547 | 0.450 |
-| information_extraction | 0.653 | 0.589 | 0.818 | 0.764 |
-| instruction_following | 0.541 | 0.524 | 0.765 | 0.745 |
-| knowledge_update | 0.571 | 0.507 | 0.636 | 0.629 |
-| multi_session_reasoning | 0.426 | 0.324 | 0.593 | 0.540 |
-| preference_following | 0.718 | 0.676 | 0.838 | 0.824 |
-| summarization | 0.516 | 0.303 | 0.661 | 0.478 |
-| temporal_reasoning | 0.198 | 0.169 | 0.394 | 0.383 |
-| **OVERALL** | **0.462** | **0.396** | **0.614** | **0.567** |
\ No newline at end of file
+| abstention | 0.464 | 0.464 | 0.464 | 0.464 |
+| contradiction_resolution | 0.079 | 0.068 | 0.379 | 0.346 |
+| event_ordering | 0.455 | 0.334 | 0.535 | 0.442 |
+| information_extraction | 0.653 | 0.589 | 0.795 | 0.758 |
+| instruction_following | 0.541 | 0.524 | 0.774 | 0.758 |
+| knowledge_update | 0.571 | 0.507 | 0.693 | 0.679 |
+| multi_session_reasoning | 0.426 | 0.324 | 0.656 | 0.602 |
+| preference_following | 0.718 | 0.676 | 0.805 | 0.796 |
+| summarization | 0.516 | 0.303 | 0.672 | 0.504 |
+| temporal_reasoning | 0.198 | 0.169 | 0.462 | 0.448 |
+| **OVERALL** | **0.462** | **0.396** | **0.623** | **0.580** |
\ No newline at end of file
diff --git a/reme/steps/benchmark/base/agentic_answer.py b/reme/steps/benchmark/base/agentic_answer.py
index 27b9f26c..9b357d36 100644
--- a/reme/steps/benchmark/base/agentic_answer.py
+++ b/reme/steps/benchmark/base/agentic_answer.py
@@ -54,7 +54,7 @@ class BaseAgenticAnswerStep(BaseStep):
             tool_context_id = f"{self.TOOL_CONTEXT_PREFIX}_{os.getpid()}_local"
         wrapper_kwargs = {
             "system_prompt": sys_prompt,
-            "job_tools": ["search", "add_draft", "read_all_draft"],
+            "job_tools": ["search", "add_draft", "read_all_draft","read"],
             "react_config": {"max_iters": self.MAX_ITERATION},
             "tool_context_id": tool_context_id,
         }
diff --git a/reme/steps/benchmark/lme/agentic_answer.yaml b/reme/steps/benchmark/lme/agentic_answer.yaml
index f856f0fc..769f5d74 100644
--- a/reme/steps/benchmark/lme/agentic_answer.yaml
+++ b/reme/steps/benchmark/lme/agentic_answer.yaml
@@ -5,6 +5,8 @@ system_prompt: |
   ## Search Strategy
   - You can call 'search' tool to search multiple times (at least once) with different queries to gather comprehensive information.
   - Do not stop after the first relevant one unless you are confident that the information is sufficient.
+  - You can use 'read' tool to read specific parts of a specific file.
+  
   ## Draft Tool
   - Use 'add_draft' to save key findings during search, and 'read_all_draft' to review all saved notes before answering.
   ## Answer Rules