diff --git a/evaluation/aider_bench/README.md b/evaluation/aider_bench/README.md
index b3d80ddf6af..a45a1b13967 100644
--- a/evaluation/aider_bench/README.md
+++ b/evaluation/aider_bench/README.md
@@ -59,15 +59,13 @@ You can update the arguments in the script
 ## Summarize Results
 
 ```bash
-poetry run python ./evaluation/aider_bench/scripts/summarize_results.py [path_to_output_jsonl_file] [model_name]
-# with optional SKIP_NUM
-poetry run python SKIP_NUM=12 ./evaluation/aider_bench/scripts/summarize_results.py [path_to_output_jsonl_file] [model_name]
+poetry run python ./evaluation/aider_bench/scripts/summarize_results.py [path_to_output_jsonl_file]
 ```
 
 Full example:
 
 ```bash
-poetry run python ./evaluation/aider_bench/scripts/summarize_results.py evaluation/evaluation_outputs/outputs/AiderBench/CodeActAgent/claude-3-5-sonnet@20240620_maxiter_30_N_v1.9/output.jsonl claude-3-5-sonnet@20240620
+poetry run python ./evaluation/aider_bench/scripts/summarize_results.py evaluation/evaluation_outputs/outputs/AiderBench/CodeActAgent/claude-3-5-sonnet@20240620_maxiter_30_N_v1.9/output.jsonl
 ```
 
 This will list the instances that passed and the instances that failed. For each
@@ -81,21 +79,3 @@ outcome of the tests. If there are no syntax or indentation errors, you can
 expect to see something like "`..F...EF..`", where "`.`" means the test case
 passed, "`E`" means there was an error while executing the test case and "`F`"
 means some assertion failed and some returned output was not as expected.
-
-## Visualization
-
-If the required Python libraries are installed (`matplotlib.pyplot` and `seaborn`),
-the `summarize_results.py` script will also generate two histograms to
-the output folder.
-
-### Cost Histogram
-
-The cost histogram shows the number of successful and failed instances per cost point.
-
-![Cost Histogram](./examples/cost_histogram.png)
-
-### Actions Histogram
-
-The actions histogram shows per number of actions the number of successful and failed instances.
-
-![Actions Histogram](./examples/actions_histogram.png)
diff --git a/evaluation/aider_bench/examples/actions_histogram.png b/evaluation/aider_bench/examples/actions_histogram.png
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diff --git a/evaluation/aider_bench/examples/cost_histogram.png b/evaluation/aider_bench/examples/cost_histogram.png
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