data/processed/RQ1/RadarCharts/Comparison_Reasoning_vs_NonReasoning.md

DeepSeek-R1 vs DeepSeek-V3-1 (Reasoning vs Non-Reasoning)

Overall Summary (Averaged Across All Project Series)

Metric	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
exact_match	0.24	0.31	-0.07
any_order_match	0.31	0.65	-0.34
precision	0.80	0.87	-0.07
recall	0.91	0.96	-0.05
retry_rate	0.22	0.11	+0.11
average_score	0.49	0.69	-0.20
pass_rate	0.59	0.60	-0.01

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exact_match

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	0.00	0.04	-0.04
EmailResponder	0.00	0.16	-0.16
GameBuilder	0.94	0.90	+0.04
LandingPageGenerator	0.00	0.24	-0.24
MarkdownValidator	0.98	1.00	-0.02
RecruitmentAssistant	0.00	0.00	+0.00
SQLAssistant	0.00	0.00	+0.00
SocialMediaManager	0.01	0.17	-0.16

any_order_match

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	0.01	0.58	-0.57
EmailResponder	0.03	0.24	-0.21
GameBuilder	0.96	1.00	-0.04
LandingPageGenerator	0.13	0.99	-0.86
MarkdownValidator	1.00	1.00	+0.00
RecruitmentAssistant	0.11	0.36	-0.24
SQLAssistant	0.04	0.17	-0.13
SocialMediaManager	0.22	0.87	-0.66

precision

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	0.88	0.89	-0.01
EmailResponder	0.77	0.98	-0.21
GameBuilder	1.00	0.97	+0.03
LandingPageGenerator	0.78	0.86	-0.08
MarkdownValidator	1.00	1.00	-0.00
RecruitmentAssistant	0.84	0.84	-0.00
SQLAssistant	0.52	0.66	-0.14
SocialMediaManager	0.64	0.78	-0.14

recall

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	0.81	0.98	-0.17
EmailResponder	0.89	0.88	+0.02
GameBuilder	0.99	1.00	-0.01
LandingPageGenerator	0.94	1.00	-0.06
MarkdownValidator	1.00	1.00	+0.00
RecruitmentAssistant	0.90	0.97	-0.07
SQLAssistant	0.88	0.90	-0.02
SocialMediaManager	0.88	0.97	-0.09

retry_rate

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	0.09	0.01	+0.09
EmailResponder	0.16	0.02	+0.14
GameBuilder	0.00	0.00	+0.00
LandingPageGenerator	0.06	0.01	+0.05
MarkdownValidator	0.00	0.00	+0.00
RecruitmentAssistant	0.05	0.00	+0.05
SQLAssistant	0.80	0.61	+0.19
SocialMediaManager	0.62	0.27	+0.35

average_score

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
LandingPageGenerator	0.25	0.86	-0.60
MarkdownValidator	0.81	0.84	-0.04
SQLAssistant	0.40	0.37	+0.03

pass_rate

Project Series	DeepSeek-R1	DeepSeek-V3-1	Diff (A-B)
BookWriter	1.00	1.00	+0.00
EmailResponder	0.00	0.00	+0.00
GameBuilder	0.00	0.00	+0.00
RecruitmentAssistant	0.99	1.00	-0.01
SocialMediaManager	0.94	1.00	-0.06

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Gemini-2.5-flash vs Gemini-2.5-flash-nothinking (Reasoning vs Non-Reasoning)

Overall Summary (Averaged Across All Project Series)

Metric	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
exact_match	0.03	0.02	+0.01
any_order_match	0.04	0.03	+0.01
precision	0.93	0.95	-0.01
recall	0.70	0.71	-0.00
retry_rate	0.14	0.11	+0.03
average_score	0.13	0.14	-0.01
pass_rate	0.60	0.60	+0.00

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exact_match

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	0.00	0.00	+0.00
EmailResponder	0.01	0.05	-0.04
GameBuilder	0.00	0.02	-0.02
LandingPageGenerator	0.00	0.00	+0.00
MarkdownValidator	0.26	0.13	+0.12
RecruitmentAssistant	0.00	0.00	+0.00
SQLAssistant	0.00	0.00	+0.00
SocialMediaManager	0.00	0.00	+0.00

any_order_match

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	0.00	0.00	+0.00
EmailResponder	0.01	0.06	-0.06
GameBuilder	0.00	0.06	-0.06
LandingPageGenerator	0.00	0.00	+0.00
MarkdownValidator	0.33	0.13	+0.19
RecruitmentAssistant	0.00	0.00	+0.00
SQLAssistant	0.00	0.00	+0.00
SocialMediaManager	0.00	0.00	+0.00

precision

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	0.98	0.98	+0.00
EmailResponder	0.97	0.96	+0.01
GameBuilder	1.00	0.99	+0.01
LandingPageGenerator	0.97	0.95	+0.02
MarkdownValidator	0.87	0.96	-0.09
RecruitmentAssistant	0.98	0.97	+0.01
SQLAssistant	0.76	0.82	-0.06
SocialMediaManager	0.94	0.96	-0.02

recall

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	0.52	0.53	-0.01
EmailResponder	0.74	0.81	-0.07
GameBuilder	0.75	0.80	-0.04
LandingPageGenerator	0.76	0.77	-0.01
MarkdownValidator	0.88	0.73	+0.15
RecruitmentAssistant	0.69	0.74	-0.05
SQLAssistant	0.77	0.76	+0.01
SocialMediaManager	0.52	0.51	+0.01

retry_rate

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	0.00	0.01	-0.01
EmailResponder	0.10	0.12	-0.02
GameBuilder	0.00	0.04	-0.04
LandingPageGenerator	0.00	0.03	-0.03
MarkdownValidator	0.21	0.06	+0.15
RecruitmentAssistant	0.00	0.00	+0.00
SQLAssistant	0.57	0.48	+0.09
SocialMediaManager	0.21	0.15	+0.06

average_score

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
LandingPageGenerator	0.00	0.01	-0.00
MarkdownValidator	0.08	0.14	-0.06
SQLAssistant	0.29	0.27	+0.02

pass_rate

Project Series	Gemini-2.5-flash	Gemini-2.5-flash-nothinking	Diff (A-B)
BookWriter	1.00	1.00	+0.00
EmailResponder	0.00	0.00	+0.00
GameBuilder	0.00	0.00	+0.00
RecruitmentAssistant	1.00	1.00	+0.00
SocialMediaManager	1.00	1.00	+0.00