diff --git a/automation-api/yival_experiments/output/correct_rate_with_indecisive.csv b/automation-api/yival_experiments/output/correct_rate_with_indecisive.csv
new file mode 100644
index 0000000..0fbfe1a
--- /dev/null
+++ b/automation-api/yival_experiments/output/correct_rate_with_indecisive.csv
@@ -0,0 +1,6 @@
+model_id,model_params,correct_rate_with_indecisive
+gpt-4-1106-preview,{'temperature': 0.01},79.49640287769785
+gpt-4-0125-preview,{'temperature': 0.01},79.13669064748201
+qwen-max-1201,{'temperature': 0.01},66.90647482014388
+gemini/gemini-pro,{'temperature': 0.01},54.31654676258992
+gpt-3.5-turbo-1106,{'temperature': 0.01},38.1294964028777
diff --git a/automation-api/yival_experiments/output/result_comb_prompt.csv b/automation-api/yival_experiments/output/correct_rate_with_indecisive_prompt.csv
similarity index 79%
rename from automation-api/yival_experiments/output/result_comb_prompt.csv
rename to automation-api/yival_experiments/output/correct_rate_with_indecisive_prompt.csv
index 4f626b2..aea1153 100644
--- a/automation-api/yival_experiments/output/result_comb_prompt.csv
+++ b/automation-api/yival_experiments/output/correct_rate_with_indecisive_prompt.csv
@@ -1,14 +1,14 @@
-model_id,model_params,prompt_template,correctness_with_indecisive,correctness_without_indecisive
-gpt-4-1106-preview,{'temperature': 0.01},"Question:
+model_id,model_params,prompt_template,correct_rate_with_indecisive
+gpt-4-0125-preview,{'temperature': 0.01},"Question:
 {question_text}
 Is it: {option_a};  {option_b}; or {option_c}? 
 
-Answer:",82.37410071942446,84.50184501845018
-gpt-4-0125-preview,{'temperature': 0.01},"Question:
+Answer:",84.17266187050359
+gpt-4-1106-preview,{'temperature': 0.01},"Question:
 {question_text}
 Is it: {option_a};  {option_b}; or {option_c}? 
 
-Answer:",84.17266187050359,84.47653429602889
+Answer:",82.37410071942446
 gpt-4-0125-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
 
 Question:
@@ -17,7 +17,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",79.85611510791367,79.85611510791367
+Answer:",79.85611510791367
 gpt-4-1106-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
 
 Question:
@@ -26,7 +26,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",78.77697841726618,79.34782608695652
+Answer:",78.77697841726618
 gpt-4-1106-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
 
 Question:
@@ -35,12 +35,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",76.61870503597122,76.61870503597122
-qwen-max-1201,{'temperature': 0.01},"问题：
-{question_text}
-是 {option_a}，{option_b}，还是 {option_c}？
-答案：
-",64.74820143884892,75.0
+Answer:",76.61870503597122
 gpt-4-0125-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
 
 Question:
@@ -49,7 +44,17 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",74.46043165467626,74.46043165467626
+Answer:",74.46043165467626
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",65.10791366906474
+qwen-max-1201,{'temperature': 0.01},"问题：
+{question_text}
+是 {option_a}，{option_b}，还是 {option_c}？
+答案：
+",64.74820143884892
 qwen-max-1201,{'temperature': 0.01},"请回答以下单选题。如果你不知道哪个答案正确，请回答你认为最接近的答案。
 问题：
 {question_text}
@@ -57,7 +62,12 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 答案：
-",64.38848920863309,72.17741935483872
+",64.38848920863309
+gemini/gemini-pro,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",63.66906474820144
 qwen-max-1201,{'temperature': 0.01},"以下单选题，请你从 A，B，C 中选择一个正确的答案。如果你不知道哪个答案正确，请回答你认为最接近的答案。
 问题：
 {question_text}
@@ -65,17 +75,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 答案：
-",62.23021582733813,67.31517509727627
-gpt-3.5-turbo-1106,{'temperature': 0.01},"Question:
-{question_text}
-Is it: {option_a};  {option_b}; or {option_c}? 
-
-Answer:",65.10791366906474,65.81818181818181
-gemini/gemini-pro,{'temperature': 0.01},"Question:
-{question_text}
-Is it: {option_a};  {option_b}; or {option_c}? 
-
-Answer:",63.66906474820144,63.898916967509024
+",62.23021582733813
 gemini/gemini-pro,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
 
 Question:
@@ -84,7 +84,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",53.23741007194245,53.23741007194245
+Answer:",53.23741007194245
 gemini/gemini-pro,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
 
 Question:
@@ -93,7 +93,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",50.0,50.0
+Answer:",50.0
 gpt-3.5-turbo-1106,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
 
 Question:
@@ -102,7 +102,7 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",37.05035971223021,37.18411552346571
+Answer:",37.05035971223021
 gpt-3.5-turbo-1106,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
 
 Question:
@@ -111,4 +111,4 @@ A. {option_a}
 B. {option_b}
 C. {option_c}
 
-Answer:",35.25179856115108,35.25179856115108
+Answer:",35.25179856115108
diff --git a/automation-api/yival_experiments/output/correct_rate_without_indecisive.csv b/automation-api/yival_experiments/output/correct_rate_without_indecisive.csv
new file mode 100644
index 0000000..faf2098
--- /dev/null
+++ b/automation-api/yival_experiments/output/correct_rate_without_indecisive.csv
@@ -0,0 +1,6 @@
+model_id,model_params,correct_rate_without_indecisive
+gpt-4-0125-preview,{'temperature': 0.01},80.0
+gpt-4-1106-preview,{'temperature': 0.01},79.49640287769785
+qwen-max-1201,{'temperature': 0.01},72.65625
+gemini/gemini-pro,{'temperature': 0.01},54.710144927536234
+gpt-3.5-turbo-1106,{'temperature': 0.01},38.26714801444043
diff --git a/automation-api/yival_experiments/output/correct_rate_without_indecisive_prompt.csv b/automation-api/yival_experiments/output/correct_rate_without_indecisive_prompt.csv
new file mode 100644
index 0000000..d867ea5
--- /dev/null
+++ b/automation-api/yival_experiments/output/correct_rate_without_indecisive_prompt.csv
@@ -0,0 +1,114 @@
+model_id,model_params,prompt_template,correct_rate_without_indecisive
+gpt-4-1106-preview,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",84.50184501845018
+gpt-4-0125-preview,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",84.47653429602889
+gpt-4-0125-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",79.85611510791367
+gpt-4-1106-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",79.34782608695652
+gpt-4-1106-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",76.61870503597122
+qwen-max-1201,{'temperature': 0.01},"问题：
+{question_text}
+是 {option_a}，{option_b}，还是 {option_c}？
+答案：
+",75.0
+gpt-4-0125-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",74.46043165467626
+qwen-max-1201,{'temperature': 0.01},"请回答以下单选题。如果你不知道哪个答案正确，请回答你认为最接近的答案。
+问题：
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+答案：
+",72.17741935483872
+qwen-max-1201,{'temperature': 0.01},"以下单选题，请你从 A，B，C 中选择一个正确的答案。如果你不知道哪个答案正确，请回答你认为最接近的答案。
+问题：
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+答案：
+",67.31517509727627
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",65.81818181818181
+gemini/gemini-pro,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",63.898916967509024
+gemini/gemini-pro,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",53.23741007194245
+gemini/gemini-pro,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",50.0
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",37.18411552346571
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",35.25179856115108
diff --git a/automation-api/yival_experiments/output/response_rate.csv b/automation-api/yival_experiments/output/response_rate.csv
new file mode 100644
index 0000000..1aecdbf
--- /dev/null
+++ b/automation-api/yival_experiments/output/response_rate.csv
@@ -0,0 +1,6 @@
+model_id,model_params,response_rate
+gpt-4-1106-preview,{'temperature': 0.01},100.0
+gpt-3.5-turbo-1106,{'temperature': 0.01},99.64028776978418
+gemini/gemini-pro,{'temperature': 0.01},99.28057553956835
+gpt-4-0125-preview,{'temperature': 0.01},98.92086330935251
+qwen-max-1201,{'temperature': 0.01},92.08633093525181
diff --git a/automation-api/yival_experiments/output/response_rate_prompt.csv b/automation-api/yival_experiments/output/response_rate_prompt.csv
new file mode 100644
index 0000000..05b8c4f
--- /dev/null
+++ b/automation-api/yival_experiments/output/response_rate_prompt.csv
@@ -0,0 +1,114 @@
+model_id,model_params,prompt_template,response_rate
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gpt-4-0125-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gpt-4-1106-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gpt-4-0125-preview,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gemini/gemini-pro,{'temperature': 0.01},"Pick the correct answer: A, B or C. If you can't determine the answer please make your best guess.
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gemini/gemini-pro,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",100.0
+gemini/gemini-pro,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",99.64028776978418
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",99.64028776978418
+gpt-4-0125-preview,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",99.64028776978418
+gpt-4-1106-preview,{'temperature': 0.01},"Please answer this multiple choices question. If you can't determine the answer please make your best guess:
+
+Question:
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+
+Answer:",99.28057553956835
+gpt-3.5-turbo-1106,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",98.92086330935251
+gpt-4-1106-preview,{'temperature': 0.01},"Question:
+{question_text}
+Is it: {option_a};  {option_b}; or {option_c}? 
+
+Answer:",97.48201438848922
+qwen-max-1201,{'temperature': 0.01},"以下单选题，请你从 A，B，C 中选择一个正确的答案。如果你不知道哪个答案正确，请回答你认为最接近的答案。
+问题：
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+答案：
+",92.44604316546763
+qwen-max-1201,{'temperature': 0.01},"请回答以下单选题。如果你不知道哪个答案正确，请回答你认为最接近的答案。
+问题：
+{question_text}
+A. {option_a}
+B. {option_b}
+C. {option_c}
+答案：
+",89.20863309352518
+qwen-max-1201,{'temperature': 0.01},"问题：
+{question_text}
+是 {option_a}，{option_b}，还是 {option_c}？
+答案：
+",86.33093525179856
diff --git a/automation-api/yival_experiments/output/result_comb.csv b/automation-api/yival_experiments/output/result_comb.csv
deleted file mode 100644
index 981188f..0000000
--- a/automation-api/yival_experiments/output/result_comb.csv
+++ /dev/null
@@ -1,6 +0,0 @@
-model_id,model_params,correctness_with_indecisive,correctness_without_indecisive
-gpt-4-0125-preview,{'temperature': 0.01},79.13669064748201,80.0
-gpt-4-1106-preview,{'temperature': 0.01},79.49640287769785,79.49640287769785
-qwen-max-1201,{'temperature': 0.01},66.90647482014388,72.65625
-gemini/gemini-pro,{'temperature': 0.01},54.31654676258992,54.710144927536234
-gpt-3.5-turbo-1106,{'temperature': 0.01},38.1294964028777,38.26714801444043