# Overall Summary (All Projects)

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.24 | 0.31 | 0.93 | 0.90 | 0.11 | 0.63 |
| GPT-4o-mini | 0.24 | 0.61 | 0.83 | 0.95 | 0.12 | 0.67 |
| DeepSeek-V3-1 | 0.26 | 0.64 | 0.86 | 0.96 | 0.13 | 0.68 |
| DeepSeek-R1 | 0.18 | 0.26 | 0.79 | 0.90 | 0.25 | 0.59 |
| Gemini-2.5-flash | 0.03 | 0.03 | 0.93 | 0.69 | 0.14 | 0.48 |
| Gemini-2.5-flash-nothinking | 0.02 | 0.02 | 0.94 | 0.70 | 0.12 | 0.48 |
| Qwen3-235b | 0.20 | 0.41 | 0.88 | 0.92 | 0.16 | 0.67 |

# BookWriter Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.00 | 0.00 | 0.97 | 0.77 | 0.00 | 1.00 |
| GPT-4o-mini | 0.00 | 0.00 | 0.85 | 0.83 | 0.00 | 1.00 |
| DeepSeek-V3-1 | 0.04 | 0.58 | 0.89 | 0.98 | 0.01 | 1.00 |
| DeepSeek-R1 | 0.00 | 0.01 | 0.88 | 0.81 | 0.09 | 1.00 |
| Gemini-2.5-flash | 0.00 | 0.00 | 0.98 | 0.52 | 0.00 | 1.00 |
| Gemini-2.5-flash-nothinking | 0.00 | 0.00 | 0.98 | 0.53 | 0.01 | 1.00 |
| Qwen3-235b | 0.00 | 0.00 | 0.95 | 0.79 | 0.01 | 1.00 |

# EmailResponder Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.01 | 0.01 | 1.00 | 0.83 | 0.00 | 0.00 |
| GPT-4o-mini | 0.43 | 0.47 | 0.99 | 0.91 | 0.00 | 0.00 |
| DeepSeek-V3-1 | 0.16 | 0.24 | 0.98 | 0.88 | 0.02 | 0.00 |
| DeepSeek-R1 | 0.00 | 0.03 | 0.77 | 0.89 | 0.16 | 0.00 |
| Gemini-2.5-flash | 0.01 | 0.01 | 0.97 | 0.74 | 0.10 | 0.00 |
| Gemini-2.5-flash-nothinking | 0.05 | 0.06 | 0.96 | 0.81 | 0.12 | 0.00 |
| Qwen3-235b | 0.06 | 0.07 | 1.00 | 0.85 | 0.00 | 0.00 |

# GameBuilder Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 |
| GPT-4o-mini | 0.88 | 1.00 | 0.96 | 1.00 | 0.00 | 0.00 |
| DeepSeek-V3-1 | 0.90 | 1.00 | 0.97 | 1.00 | 0.00 | 0.00 |
| DeepSeek-R1 | 0.94 | 0.96 | 1.00 | 0.99 | 0.00 | 0.00 |
| Gemini-2.5-flash | 0.00 | 0.00 | 1.00 | 0.75 | 0.00 | 0.00 |
| Gemini-2.5-flash-nothinking | 0.02 | 0.06 | 0.99 | 0.80 | 0.04 | 0.00 |
| Qwen3-235b | 0.84 | 0.94 | 0.99 | 0.99 | 0.00 | 0.00 |

# LandingPageGenerator Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | average_score |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.29 | 0.42 | 0.86 | 0.97 | 0.00 | 0.47 |
| GPT-4o-mini | 0.04 | 0.98 | 0.78 | 1.00 | 0.00 | 0.67 |
| DeepSeek-V3-1 | 0.24 | 0.99 | 0.86 | 1.00 | 0.01 | 0.86 |
| DeepSeek-R1 | 0.00 | 0.13 | 0.78 | 0.94 | 0.06 | 0.25 |
| Gemini-2.5-flash | 0.00 | 0.00 | 0.97 | 0.76 | 0.00 | 0.00 |
| Gemini-2.5-flash-nothinking | 0.00 | 0.00 | 0.95 | 0.77 | 0.03 | 0.01 |
| Qwen3-235b | 0.09 | 0.45 | 0.84 | 0.97 | 0.03 | 0.52 |

# MarkdownValidator Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | average_score |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.71 |
| GPT-4o-mini | 0.97 | 1.00 | 0.99 | 1.00 | 0.00 | 0.82 |
| DeepSeek-V3-1 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.84 |
| DeepSeek-R1 | 0.98 | 1.00 | 1.00 | 1.00 | 0.00 | 0.81 |
| Gemini-2.5-flash | 0.26 | 0.33 | 0.87 | 0.88 | 0.21 | 0.08 |
| Gemini-2.5-flash-nothinking | 0.13 | 0.13 | 0.96 | 0.73 | 0.06 | 0.14 |
| Qwen3-235b | 0.98 | 0.98 | 1.00 | 0.99 | 0.00 | 0.81 |

# RecruitmentAssistant Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.00 | 0.00 | 0.98 | 0.90 | 0.00 | 1.00 |
| GPT-4o-mini | 0.00 | 0.70 | 0.76 | 0.98 | 0.00 | 1.00 |
| DeepSeek-V3-1 | 0.00 | 0.36 | 0.84 | 0.97 | 0.00 | 1.00 |
| DeepSeek-R1 | 0.00 | 0.11 | 0.84 | 0.90 | 0.05 | 0.99 |
| Gemini-2.5-flash | 0.00 | 0.00 | 0.98 | 0.69 | 0.00 | 1.00 |
| Gemini-2.5-flash-nothinking | 0.00 | 0.00 | 0.97 | 0.74 | 0.00 | 1.00 |
| Qwen3-235b | 0.02 | 0.46 | 0.75 | 0.96 | 0.26 | 0.98 |

# SQLAssistant Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | average_score |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.00 | 0.01 | 0.82 | 0.86 | 0.44 | 0.45 |
| GPT-4o-mini | 0.00 | 0.22 | 0.77 | 0.94 | 0.37 | 0.52 |
| DeepSeek-V3-1 | 0.00 | 0.17 | 0.66 | 0.90 | 0.61 | 0.37 |
| DeepSeek-R1 | 0.00 | 0.04 | 0.52 | 0.88 | 0.80 | 0.40 |
| Gemini-2.5-flash | 0.00 | 0.00 | 0.76 | 0.77 | 0.57 | 0.29 |
| Gemini-2.5-flash-nothinking | 0.00 | 0.00 | 0.82 | 0.76 | 0.48 | 0.27 |
| Qwen3-235b | 0.00 | 0.24 | 0.80 | 0.95 | 0.37 | 0.64 |

# SocialMediaManager Series Average

| model | exact_match | any_order_match | precision | recall | retry_rate | pass_rate |
| --- | --- | --- | --- | --- | --- | --- |
| GPT-5 | 0.02 | 0.37 | 0.86 | 0.88 | 0.34 | 0.98 |
| GPT-4o-mini | 0.12 | 0.71 | 0.72 | 0.97 | 0.47 | 0.96 |
| DeepSeek-V3-1 | 0.17 | 0.87 | 0.78 | 0.97 | 0.27 | 1.00 |
| DeepSeek-R1 | 0.01 | 0.22 | 0.64 | 0.88 | 0.62 | 0.94 |
| Gemini-2.5-flash | 0.00 | 0.00 | 0.94 | 0.52 | 0.21 | 1.00 |
| Gemini-2.5-flash-nothinking | 0.00 | 0.00 | 0.96 | 0.51 | 0.15 | 1.00 |
| Qwen3-235b | 0.02 | 0.42 | 0.82 | 0.89 | 0.46 | 0.98 |