# 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 |

---

## 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 |


---

# 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 |

---

## 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 |