Huanzhi Mao
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update data.csv
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data.csv
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Rank,Overall Acc,Model,Model Link,Organization,License,AST Summary,Exec Summary,Simple Function AST,Python Simple Function AST,Java Simple Function AST,JavaScript Simple Function AST,Multiple Functions AST,Parallel Functions AST,Parallel Multiple AST,Simple Function Exec,Python Simple Function Exec,REST Simple Function Exec,Multiple Functions Exec,Parallel Functions Exec,Parallel Multiple Exec,Relevance Detection,Cost ($ Per 1k Function Calls),Latency Mean (s),Latency Standard Deviation (s),Latency 95th Percentile (s)
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1,90.
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2,88.
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3,87.
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4,86.
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5,
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7 |
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6,85.88%,
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7,85.
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8,
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9,84.65%,
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10,
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11,
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12,
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14 |
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13,
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14,
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15,81.
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16,
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17,80.
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18,80.
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19,80.
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20,80.
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21,
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23 |
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22,79.
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23,
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24,76
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25,76.
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26,
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27,
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28,
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33,
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34,
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36,
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37,60.
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38,
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39,59.
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40,
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41,
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42,53.
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43,
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Rank,Overall Acc,Model,Model Link,Organization,License,AST Summary,Exec Summary,Simple Function AST,Python Simple Function AST,Java Simple Function AST,JavaScript Simple Function AST,Multiple Functions AST,Parallel Functions AST,Parallel Multiple AST,Simple Function Exec,Python Simple Function Exec,REST Simple Function Exec,Multiple Functions Exec,Parallel Functions Exec,Parallel Multiple Exec,Relevance Detection,Cost ($ Per 1k Function Calls),Latency Mean (s),Latency Standard Deviation (s),Latency 95th Percentile (s)
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2 |
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1,90.18%,Claude-3.5-Sonnet-20240620 (Prompt),https://www.anthropic.com/news/claude-3-5-sonnet,Anthropic,Proprietary,91.68%,89.50%,86.73%,94.00%,65.00%,72.00%,95.50%,92.50%,92.00%,100.00%,100.00%,100.00%,96.00%,82.00%,80.00%,85.42%,2.2,1.37,1.22,2.11
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3 |
+
2,88.29%,GPT-4-0125-Preview (Prompt),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,91.84%,88.10%,88.36%,94.75%,67.00%,80.00%,95.00%,92.00%,92.00%,99.41%,100.00%,98.57%,94.00%,84.00%,75.00%,70.42%,5.25,1.97,1.31,4.43
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4 |
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3,87.71%,Claude-3-Opus-20240229 (Prompt),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,89.06%,86.16%,86.73%,93.75%,66.00%,72.00%,94.00%,86.50%,89.00%,97.65%,98.00%,97.14%,92.00%,80.00%,75.00%,80.42%,10.84,4.61,1.53,7.32
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5 |
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4,86.53%,Nemotron-4-340b-instruct (Prompt),https://huggingface.co/nvidia/nemotron-4-340b-instruct,NVIDIA,nvidia-open-model-license,87.99%,88.43%,83.45%,90.75%,58.00%,76.00%,92.50%,90.50%,85.50%,98.24%,99.00%,97.14%,96.00%,82.00%,77.50%,78.33%,N/A,7.65,5.65,18.46
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6 |
+
5,86.35%,Gemini-1.5-Pro-Preview-0514 (FC),https://deepmind.google/technologies/gemini/pro/,Google,Proprietary,87.92%,83.32%,80.18%,92.00%,50.00%,46.00%,92.00%,91.50%,88.00%,91.76%,96.00%,85.71%,88.00%,76.00%,77.50%,89.58%,0.86,1.94,0.79,3.46
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7 |
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6,85.88%,Gemini-1.5-Pro-Preview-0409 (FC),https://deepmind.google/technologies/gemini/#introduction,Google,Proprietary,87.62%,82.88%,80.00%,91.75%,53.00%,40.00%,92.50%,90.50%,87.50%,90.00%,96.00%,81.43%,90.00%,74.00%,77.50%,88.75%,0.86,1.95,0.89,3.53
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8 |
+
7,85.88%,GPT-4-1106-Preview (FC),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,88.62%,81.73%,84.00%,93.00%,61.00%,58.00%,91.50%,92.50%,86.50%,89.41%,95.00%,81.43%,92.00%,78.00%,67.50%,80.42%,5.07,5.97,6.31,18.14
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9 |
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8,85.88%,GPT-4-turbo-2024-04-09 (Prompt),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,90.64%,86.04%,86.55%,94.00%,60.00%,80.00%,95.00%,91.00%,90.00%,97.65%,97.00%,98.57%,94.00%,80.00%,72.50%,62.50%,5.25,2.57,2.2,5.72
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10 |
+
9,84.65%,Gorilla-OpenFunctions-v2 (FC),https://gorilla.cs.berkeley.edu/blogs/7_open_functions_v2.html,Gorilla LLM,Apache 2.0,89.25%,81.55%,88.00%,94.75%,67.00%,76.00%,95.00%,87.50%,86.50%,94.71%,94.00%,95.71%,94.00%,70.00%,67.50%,61.25%,0.31,0.05,N/A,N/A
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11 |
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10,84.59%,GPT-4-0125-Preview (FC),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,87.05%,84.76%,80.18%,90.50%,53.00%,52.00%,93.00%,90.50%,84.50%,83.53%,98.00%,62.86%,92.00%,86.00%,77.50%,82.92%,4.83,4.72,5.76,18.62
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12 |
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11,84.00%,Meta-Llama-3-70B-Instruct (Prompt),https://llama.meta.com/llama3,Meta,Meta Llama 3 Community,87.99%,85.32%,81.45%,91.00%,50.00%,68.00%,93.00%,91.50%,86.00%,91.76%,95.00%,87.14%,88.00%,84.00%,77.50%,69.17%,1.1,0.18,N/A,N/A
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13 |
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12,83.00%,GPT-4o-2024-05-13 (FC),https://openai.com/index/hello-gpt-4o/,OpenAI,Proprietary,85.35%,80.37%,78.91%,88.25%,56.00%,50.00%,90.00%,88.00%,84.50%,86.47%,94.00%,75.71%,78.00%,82.00%,75.00%,81.25%,2.33,2.09,2.52,6.93
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14 |
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13,82.94%,GPT-4-turbo-2024-04-09 (FC),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,85.68%,78.61%,74.73%,91.25%,33.00%,26.00%,90.00%,90.00%,88.00%,82.94%,93.00%,68.57%,88.00%,76.00%,67.50%,88.75%,4.78,5.48,6.37,18.51
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15 |
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14,82.06%,FireFunction-v2 (FC),https://huggingface.co/fireworks-ai/firefunction-v2,Fireworks,Apache 2.0,86.82%,80.26%,85.27%,94.50%,59.00%,64.00%,91.00%,89.50%,81.50%,93.53%,94.00%,92.86%,88.00%,72.00%,67.50%,56.67%,N/A,1.04,0.81,1.97
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15,81.88%,Claude-3-Sonnet-20240229 (Prompt),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,87.52%,86.76%,83.09%,92.00%,53.00%,72.00%,89.00%,88.50%,89.50%,93.53%,96.00%,90.00%,92.00%,84.00%,77.50%,51.25%,2.13,1.95,1.16,3.08
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17 |
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16,81.65%,Mistral-Medium-2312 (Prompt),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,84.39%,73.47%,80.55%,90.25%,54.00%,56.00%,92.00%,84.00%,81.00%,65.88%,96.00%,22.86%,76.00%,82.00%,70.00%,88.33%,1.76,2.75,2.15,6.38
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18 |
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17,80.59%,Command-R-Plus (Prompt) (Optimized),https://txt.cohere.com/command-r-plus-microsoft-azure,Cohere For AI,cc-by-nc-4.0,84.10%,86.74%,82.91%,89.75%,64.00%,66.00%,88.50%,82.00%,83.00%,92.94%,97.00%,87.14%,90.00%,84.00%,80.00%,54.17%,1.9,1.27,0.93,3.24
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18,80.53%,GPT-4o-2024-05-13 (Prompt),https://openai.com/index/hello-gpt-4o/,OpenAI,Proprietary,77.15%,77.62%,85.09%,90.75%,68.00%,74.00%,84.00%,78.50%,61.00%,90.00%,95.00%,82.86%,78.00%,70.00%,72.50%,82.50%,2.67,1.15,0.78,2.67
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19,80.53%,Command-R-Plus (Prompt) (Original),https://txt.cohere.com/command-r-plus-microsoft-azure,Cohere For AI,cc-by-nc-4.0,84.39%,86.24%,82.55%,89.75%,63.00%,64.00%,90.00%,81.00%,84.00%,92.94%,98.00%,85.71%,88.00%,84.00%,80.00%,53.75%,1.9,1.32,0.94,3.25
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21 |
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20,80.41%,Functionary-Medium-v2.4 (FC),https://huggingface.co/meetkai/functionary-medium-v2.4,MeetKai,MIT,85.49%,75.71%,79.45%,88.00%,55.00%,60.00%,90.50%,87.50%,84.50%,68.82%,85.00%,45.71%,84.00%,80.00%,70.00%,74.17%,N/A,2.49,2.69,7.45
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22 |
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21,80.29%,Gemini-1.5-Flash-Preview-0514 (FC),https://deepmind.google/technologies/gemini/flash/,Google,Proprietary,81.35%,74.57%,80.91%,91.00%,58.00%,46.00%,93.50%,78.00%,73.00%,81.76%,94.00%,64.29%,90.00%,54.00%,72.50%,79.58%,0.07,1.0,0.49,1.54
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23 |
+
22,79.88%,Functionary-Small-v2.4 (FC),https://huggingface.co/meetkai/functionary-small-v2.4,MeetKai,MIT,83.42%,76.31%,82.18%,91.75%,56.00%,58.00%,88.50%,82.00%,81.00%,78.24%,96.00%,52.86%,82.00%,80.00%,65.00%,67.92%,N/A,2.43,2.55,7.18
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24 |
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23,79.76%,Command-R-Plus (FC) (Optimized),https://txt.cohere.com/command-r-plus-microsoft-azure,Cohere For AI,cc-by-nc-4.0,85.15%,77.17%,79.09%,89.75%,46.00%,60.00%,91.00%,88.50%,82.00%,81.18%,95.00%,61.43%,86.00%,74.00%,67.50%,63.75%,1.12,1.9,1.34,4.0
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25 |
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24,77.76%,Claude-3-Opus-20240229 (FC tools-2024-04-04),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,73.68%,71.27%,82.73%,89.50%,61.00%,72.00%,91.50%,58.50%,62.00%,90.59%,97.00%,81.43%,94.00%,38.00%,62.50%,82.50%,30.87,12.92,3.95,20.48
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26 |
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25,76.71%,Claude-instant-1.2 (Prompt),https://www.anthropic.com/news/releasing-claude-instant-1-2,Anthropic,Proprietary,79.45%,77.93%,79.82%,87.00%,56.00%,70.00%,85.50%,83.00%,69.50%,84.71%,94.00%,71.43%,80.00%,82.00%,65.00%,57.50%,0.45,1.21,0.69,2.22
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27 |
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26,76.47%,Claude-3.5-Sonnet-20240620 (FC),https://www.anthropic.com/news/claude-3-5-sonnet,Anthropic,Proprietary,72.69%,59.51%,85.27%,91.50%,67.00%,72.00%,92.00%,59.00%,54.50%,97.06%,98.00%,95.71%,88.00%,18.00%,35.00%,78.33%,4.73,3.59,2.37,7.98
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27,74.35%,Claude-3-Haiku-20240307 (Prompt),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,79.23%,70.49%,84.91%,93.50%,55.00%,76.00%,91.50%,84.50%,56.00%,92.94%,100.00%,82.86%,94.00%,70.00%,25.00%,34.58%,0.18,1.0,0.49,1.72
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29 |
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28,71.47%,Claude-2.1 (Prompt),https://www.anthropic.com/news/claude-2-1,Anthropic,Proprietary,66.17%,62.17%,80.18%,88.75%,54.00%,64.00%,76.00%,55.50%,53.00%,71.18%,90.00%,44.29%,84.00%,46.00%,47.50%,83.33%,4.81,3.27,2.13,7.38
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30 |
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29,70.88%,Command-R-Plus (FC) (Original),https://txt.cohere.com/command-r-plus-microsoft-azure,Cohere For AI,cc-by-nc-4.0,80.73%,73.19%,74.91%,84.50%,45.00%,58.00%,90.00%,82.00%,76.00%,81.76%,92.00%,67.14%,88.00%,68.00%,55.00%,24.17%,1.09,1.9,0.99,3.99
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31 |
+
30,68.76%,Mistral-large-2402 (FC Auto),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,64.73%,60.01%,66.91%,89.50%,5.00%,10.00%,94.50%,25.50%,72.00%,83.53%,99.00%,61.43%,96.00%,8.00%,52.50%,84.17%,2.47,3.02,2.94,8.85
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32 |
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31,68.06%,Nexusflow-Raven-v2 (FC),https://huggingface.co/Nexusflow/NexusRaven-V2-13B,Nexusflow,Apache 2.0,66.69%,73.89%,75.27%,80.75%,56.00%,70.00%,86.00%,44.50%,61.00%,67.06%,95.00%,27.14%,92.00%,74.00%,62.50%,57.50%,N/A,2.07,1.23,4.48
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33 |
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32,67.06%,Gemini-1.0-Pro-001 (FC),https://deepmind.google/technologies/gemini/#introduction,Google,Proprietary,56.90%,56.74%,79.09%,93.00%,42.00%,42.00%,92.50%,30.50%,25.50%,86.47%,89.00%,82.86%,84.00%,44.00%,12.50%,80.00%,0.13,1.27,1.0,3.39
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34 |
+
33,66.06%,DBRX-Instruct (Prompt),https://www.databricks.com/blog/introducing-dbrx-new-state-art-open-llm,Databricks,Databricks Open Model,67.00%,74.92%,64.00%,75.75%,30.00%,38.00%,71.50%,72.50%,60.00%,71.18%,80.00%,58.57%,86.00%,80.00%,62.50%,55.83%,1.25,0.64,0.41,1.34
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35 |
+
34,65.12%,Snowflake/snowflake-arctic-instruct (Prompt),https://huggingface.co/Snowflake/snowflake-arctic-instruct,Snowflake,apache-2.0,60.97%,80.04%,62.36%,67.50%,42.00%,62.00%,69.00%,59.00%,53.50%,87.65%,91.00%,82.86%,86.00%,74.00%,72.50%,59.58%,N/A,0.98,0.56,2.13
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36 |
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35,64.29%,Mistral-large-2402 (FC Any),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,71.36%,64.93%,81.45%,89.50%,62.00%,56.00%,93.50%,31.50%,79.00%,94.71%,95.00%,94.29%,92.00%,8.00%,65.00%,0.00%,1.97,2.07,1.33,4.97
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37 |
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36,63.94%,GPT-3.5-Turbo-0125 (FC),https://platform.openai.com/docs/models/gpt-3-5-turbo,OpenAI,Proprietary,74.86%,81.38%,61.45%,63.50%,53.00%,62.00%,66.00%,91.00%,81.00%,93.53%,95.00%,91.43%,80.00%,82.00%,70.00%,2.08%,0.19,1.27,0.74,2.47
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38 |
+
37,60.53%,Mistral-small-2402 (FC Any),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,65.57%,52.62%,81.27%,90.50%,56.00%,58.00%,96.00%,39.00%,46.00%,96.47%,100.00%,91.43%,92.00%,12.00%,10.00%,0.00%,0.48,1.14,0.81,2.52
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39 |
+
38,60.29%,Meta-Llama-3-8B-Instruct (Prompt),https://llama.meta.com/llama3,Meta,Meta Llama 3 Community,63.02%,69.95%,55.09%,58.50%,45.00%,48.00%,73.50%,59.00%,64.50%,75.29%,79.00%,70.00%,74.00%,68.00%,62.50%,43.33%,0.24,0.04,N/A,N/A
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40 |
+
39,59.88%,Hermes-2-Pro-Mistral-7B (FC),https://huggingface.co/NousResearch/Hermes-2-Pro-Mistral-7B,NousResearch,apache-2.0,70.62%,55.62%,72.00%,81.75%,42.00%,54.00%,80.50%,67.00%,63.00%,56.47%,78.00%,25.71%,70.00%,56.00%,40.00%,10.83%,0.49,0.08,N/A,N/A
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41 |
+
40,59.24%,Claude-3-Sonnet-20240229 (FC tools-2024-04-04),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,44.18%,43.32%,76.73%,86.00%,49.00%,58.00%,88.00%,6.00%,6.00%,85.29%,96.00%,70.00%,88.00%,0.00%,0.00%,81.67%,3.44,3.25,1.46,6.85
|
42 |
+
41,54.88%,GLM-4-9b-Chat (FC),https://huggingface.co/THUDM/glm-4-9b-chat,THUDM,glm-4,38.69%,44.12%,63.27%,87.00%,0.00%,0.00%,91.50%,0.00%,0.00%,86.47%,90.00%,81.43%,90.00%,0.00%,0.00%,87.50%,N/A,0.13,N/A,N/A
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43 |
+
42,53.82%,Claude-3-Haiku-20240307 (FC tools-2024-04-04),https://www.anthropic.com/news/claude-3-family,Anthropic,Proprietary,45.05%,46.79%,86.18%,95.50%,60.00%,64.00%,93.50%,0.50%,0.00%,91.18%,96.00%,84.29%,94.00%,2.00%,0.00%,20.83%,0.29,1.49,0.61,2.4
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44 |
+
43,53.65%,FireFunction-v1 (FC),https://huggingface.co/fireworks-ai/firefunction-v1,Fireworks,Apache 2.0,40.75%,39.79%,70.00%,90.25%,13.00%,22.00%,93.00%,0.00%,0.00%,71.18%,95.00%,37.14%,88.00%,0.00%,0.00%,73.33%,N/A,1.69,1.53,4.61
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45 |
+
44,53.59%,GPT-4-0613 (FC),https://platform.openai.com/docs/models/gpt-4-and-gpt-4-turbo,OpenAI,Proprietary,39.20%,38.53%,63.82%,86.50%,4.00%,2.00%,93.00%,0.00%,0.00%,64.12%,95.00%,20.00%,90.00%,0.00%,0.00%,91.67%,10.37,3.49,3.27,10.88
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46 |
+
45,52.76%,Mistral-tiny-2312 (Prompt),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,49.91%,36.16%,55.64%,70.00%,26.00%,0.00%,56.50%,47.50%,40.00%,27.65%,46.00%,1.43%,20.00%,62.00%,35.00%,83.75%,0.13,1.45,1.41,4.39
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47 |
+
46,43.82%,Gemma-7b-it (Prompt),https://blog.google/technology/developers/gemma-open-models/,Google,gemma-terms-of-use,41.30%,31.75%,42.18%,47.75%,29.00%,24.00%,48.00%,30.50%,44.50%,30.00%,44.00%,10.00%,32.00%,40.00%,25.00%,70.83%,0.37,0.06,N/A,N/A
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48 |
+
47,40.88%,Mistral-Small-2402 (Prompt),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,40.58%,38.03%,5.82%,6.00%,6.00%,4.00%,8.00%,79.50%,69.00%,34.12%,6.00%,74.29%,20.00%,68.00%,30.00%,98.33%,0.64,1.11,0.95,3.03
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49 |
+
48,40.41%,Deepseek-v1.5 (Prompt),https://huggingface.co/deepseek-ai/deepseek-coder-7b-instruct-v1.5,Deepseek,Deepseek License,38.44%,30.89%,39.27%,50.00%,4.00%,24.00%,49.00%,37.00%,28.50%,37.06%,38.00%,35.71%,38.00%,36.00%,12.50%,57.08%,3.24,0.53,N/A,N/A
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50 |
+
49,23.82%,Mistral-small-2402 (FC Auto),https://docs.mistral.ai/guides/model-selection/,Mistral AI,Proprietary,2.88%,34.37%,2.00%,2.75%,0.00%,0.00%,2.50%,3.00%,4.00%,56.47%,79.00%,24.29%,70.00%,6.00%,5.00%,99.58%,0.97,3.06,1.8,6.23
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