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o1-2024-12-17 (temperature=1, reasoning=low)
1,274.871704
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1,292.759617
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1,283.71
DeepSeek-V3-Chat
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1,266.73
Gemini-Exp-1206
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Athene-V2-Chat
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o1-2024-12-17 (temperature=1, reasoning=medium)
1,216.594731
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1,233.676716
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Athene-V2-Agent
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1,214.855888
1,223.498831
8.642943
9.160397
1,214.86
GPT-4-Turbo-2024-04-09
1,205.165385
1,213.473215
1,222.304462
8.831247
8.30783
1,213.47
Qwen2.5-Coder-32B-Instruct
1,199.377801
1,207.649326
1,216.421631
8.772305
8.271525
1,207.65
GPT-4o-2024-08-06
1,196.382565
1,204.381002
1,213.290621
8.909619
7.998437
1,204.38
GPT-4o-2024-11-20
1,196.202578
1,203.565874
1,212.274599
8.708725
7.363295
1,203.57
DeepSeek-Coder-V2-Instruct (2024-07-24)
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1,194.234751
1,201.99393
7.75918
8.486029
1,194.23
Claude-3.5-Sonnet-20241022
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1,197.09874
8.199076
7.811244
1,188.9
Claude-3.5-Haiku-20241022
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1,187.475844
1,195.492464
8.016621
8.098176
1,187.48
DeepSeek-V2-Chat (2024-06-28)
1,173.793556
1,182.182653
1,189.940605
7.757952
8.389097
1,182.18
Claude-3.5-Sonnet-20240620
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1,181.095307
1,189.579848
8.484541
7.656666
1,181.1
Gemini-1.5-Pro-Exp-0827
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1,180.465973
1,188.719222
8.253249
7.282415
1,180.47
Gemini-Exp-1114
1,170.629615
1,178.38132
1,187.464988
9.083667
7.751706
1,178.38
Llama-3.3-70B-Instruct
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1,163.921685
1,172.232382
8.310697
7.630201
1,163.92
o1-Preview-2024-09-12 (temperature=1)
1,153.251698
1,161.13215
1,169.685268
8.553118
7.880452
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DeepSeek-Coder-V2-Instruct
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1,167.59244
8.626992
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Gemini-2.0-Flash-Exp
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Gemini-1.5-Pro-Exp-0801
1,144.087638
1,152.659889
1,161.55895
8.899061
8.57225
1,152.66
GPT-4o-2024-05-13
1,139.729614
1,148.211268
1,155.923457
7.712189
8.481653
1,148.21
Gemini-Exp-1121
1,140.19298
1,147.688972
1,157.095991
9.407018
7.495992
1,147.69
Llama-3.1-405B-Instruct
1,135.669755
1,143.605209
1,150.576392
6.971183
7.935454
1,143.61
o1-Mini-2024-09-12 (temperature=1)
1,134.9441
1,142.635843
1,150.928405
8.292562
7.691743
1,142.64
DeepSeek-V2.5-1210
1,133.069074
1,141.538912
1,149.380914
7.842002
8.469838
1,141.54
Gemini-2.0-Flash-Thinking-Exp-1219
1,134.051183
1,141.518705
1,149.427593
7.908888
7.467523
1,141.52
Mistral-Large-Instruct-2407
1,132.25443
1,140.029134
1,147.882071
7.852937
7.774704
1,140.03
Gemini-1.5-Pro-002
1,131.390073
1,139.389219
1,147.472378
8.083159
7.999145
1,139.39
Grok-Beta
1,127.31082
1,135.094021
1,144.143173
9.049152
7.783202
1,135.09
DeepSeek-V2.5
1,127.273598
1,134.169036
1,141.511902
7.342866
6.895439
1,134.17
Claude-3-Opus-20240229
1,123.860406
1,131.925302
1,138.880906
6.955604
8.064896
1,131.93
Llama-3.1-70B-Instruct
1,118.067635
1,125.054029
1,132.764327
7.710298
6.986394
1,125.05
Qwen2.5-72B-Instruct
1,116.541942
1,124.817848
1,132.691307
7.873459
8.275906
1,124.82
GPT-4o-mini-2024-07-18
1,114.295486
1,122.570898
1,130.144366
7.573468
8.275412
1,122.57
Gemini-1.5-Pro-API-0514
1,112.851771
1,121.087678
1,130.64266
9.554982
8.235907
1,121.09
Qwen2.5-32B-Instruct
1,108.142816
1,116.64027
1,124.338696
7.698427
8.497453
1,116.64
Llama-3-70B-Instruct
1,107.629309
1,114.969377
1,122.686983
7.717607
7.340067
1,114.97
Dracarys-Llama-3.1-70B-Instruct
1,104.969024
1,112.727684
1,119.899788
7.172104
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1,112.73
Llama-3.1-Nemotron-70B-Instruct
1,104.235862
1,112.345534
1,120.064609
7.719075
8.109673
1,112.35
Llama-3-70B-Synthia-v3.5
1,098.140283
1,105.508567
1,113.128924
7.620357
7.368285
1,105.51
Gemini-1.5-Flash-API-0514
1,090.195832
1,098.369211
1,106.32429
7.955078
8.173379
1,098.37
Claude-3-Sonnet-20240229
1,084.049286
1,092.034756
1,100.041612
8.006856
7.98547
1,092.03
Dracarys-72B-Instruct
1,079.020707
1,086.472682
1,095.573918
9.101235
7.451975
1,086.47
Hermes-2-Theta-Llama-3-70B
1,074.560979
1,082.727747
1,089.84187
7.114123
8.166767
1,082.73
Phi-3.1-Mini-128K-Instruct
1,067.669247
1,075.377234
1,083.765422
8.388187
7.707987
1,075.38
Hermes-2-Pro-Llama-3-70B
1,062.641847
1,071.076441
1,078.958572
7.88213
8.434594
1,071.08
Gemini-1.5-Flash-Exp-0827
1,059.672528
1,067.476669
1,075.049889
7.57322
7.804141
1,067.48
Qwen2.5-Coder-7B-Instruct
1,049.730965
1,057.775856
1,065.178075
7.402219
8.044891
1,057.78
Qwen2.5-14B-Instruct
1,047.883499
1,055.863952
1,063.689982
7.82603
7.980453
1,055.86
Codestral-22B-v0.1
1,046.822526
1,054.754021
1,062.513401
7.75938
7.931495
1,054.75
Qwen2-72B-Chat
1,045.918176
1,053.7957
1,061.991212
8.195512
7.877525
1,053.8
Gemma-2-27B-Instruct
1,040.17922
1,048.240389
1,055.888674
7.648285
8.061169
1,048.24
Mixtral-8x22B-Instruct
1,038.578234
1,046.356923
1,054.577874
8.220951
7.778688
1,046.36
Athene-70B
1,034.797725
1,042.493671
1,050.580626
8.086955
7.695946
1,042.49
GPT-3.5-Turbo-0125
1,030.839981
1,038.894581
1,047.472327
8.577746
8.0546
1,038.89
DeepSeek-Coder-33B-Instruct
1,026.59989
1,034.386763
1,042.526622
8.139859
7.786873
1,034.39
WhiteRabbitNeo-33B-v1.5
1,024.133775
1,031.942545
1,038.752451
6.809906
7.808771
1,031.94
ReflectionCoder-DS-33B
1,016.480023
1,024.526872
1,032.421668
7.894796
8.046849
1,024.53
OpenCoder-8B-Instruct
1,015.209004
1,023.230044
1,030.491698
7.261654
8.021039
1,023.23
DeepSeek-V2-Chat
1,014.422149
1,022.409436
1,030.123219
7.713783
7.987287
1,022.41
Claude-3-Haiku-20240307
1,008.725469
1,017.461032
1,025.654986
8.193954
8.735563
1,017.46
CodeQwen1.5-7B-Chat
1,002.032543
1,009.240056
1,017.808908
8.568851
7.207513
1,009.24
GPT-4-0613
1,000.551269
1,008.215405
1,016.092664
7.877258
7.664137
1,008.22
Nxcode-CQ-7B-Orpo
998.192655
1,006.557758
1,014.715048
8.15729
8.365103
1,006.56
CodeGeex4-All-9B
996.226038
1,004.485157
1,011.927237
7.44208
8.259119
1,004.49
Yi-Large
995.185468
1,003.563623
1,011.530241
7.966618
8.378155
1,003.56
DeepSeek-Coder-V2-Lite-Instruct
994.137086
1,002.262566
1,010.553929
8.291363
8.12548
1,002.26
AutoCoder
986.719441
994.845227
1,002.263399
7.418172
8.125786
994.85
Mistral-Nemo-12B-Instruct
982.142067
990.878157
998.857895
7.979738
8.73609
990.88
Tess-v2.5.2-Qwen2-72B
980.077373
987.72282
996.049331
8.326511
7.645448
987.72
Qwen1.5-110B-Chat
970.319848
978.688628
987.43311
8.744482
8.368779
978.69
OpenCodeInterpreter-DS-6.7B
965.374059
973.75778
981.958378
8.200598
8.38372
973.76
Granite-Code-34B-Instruct
964.268455
972.703013
981.164586
8.461573
8.434558
972.7
ReflectionCoder-DS-6.7B
959.951305
968.16413
976.147249
7.983119
8.212825
968.16
Yi-Coder-9B-Chat
959.852435
968.103958
976.371964
8.268006
8.251523
968.1
Phi-3.5-Mini-Instruct
955.345386
963.482396
971.020613
7.538217
8.13701
963.48
Mistral-Small-Instruct-2409
953.501166
960.768081
969.269753
8.501673
7.266915
960.77
WaveCoder-Ultra-6.7B
950.747045
959.264467
967.98087
8.716403
8.517422
959.26
Phind-CodeLlama-34B-v2
949.766931
958.571662
967.250587
8.678925
8.804731
958.57
Command R+
947.758921
955.157728
963.355746
8.198018
7.398807
955.16
InverseCoder-CL-13B
945.322061
953.049304
960.343211
7.293908
7.727242
953.05
Artigenz-Coder-DS-6.7B
943.153207
951.659168
959.423953
7.764785
8.505961
951.66
Mistral-Small-2402
941.720794
949.975399
957.822987
7.847588
8.254605
949.98
StarCoder2-15B-Instruct-v0.1
940.9291
949.423504
957.922627
8.499123
8.494404
949.42
CodeLlama-70B-Instruct
940.184115
948.42799
957.055206
8.627215
8.243875
948.43
Codestral-Mamba
941.343419
948.389646
955.857719
7.468073
7.046227
948.39
InverseCoder-CL-7B
935.302798
943.346308
952.146381
8.800073
8.04351
943.35
Llama-3.1-8B-Instruct
933.05255
941.816306
949.774128
7.957822
8.763757
941.82
Qwen2.5-7B-Instruct
930.597963
940.786441
949.260237
8.473796
10.188477
940.79
ReflectionCoder-CL-34B
925.23025
933.464631
942.342345
8.877714
8.234381
933.46
Magicoder-S-DS-6.7B
923.162432
931.141883
940.269677
9.127794
7.979451
931.14
InverseCoder-DS-6.7B
921.518137
930.137618
938.205336
8.067718
8.619481
930.14
Phi-3-Medium-128K-Instruct
921.209496
929.571095
938.148582
8.577488
8.361599
929.57
C4AI-Command-R-08-2024
921.187096
929.531836
938.673374
9.141539
8.344739
929.53
C4AI-Command-R-Plus-08-2024
920.892552
929.268003
937.447527
8.179524
8.375451
929.27
DeepSeek-Coder-6.7B-Instruct
918.091892
926.124894
934.340987
8.216092
8.033002
926.12
Qwen2-57B-A14B
905.981684
914.99646
923.442603
8.446143
9.014775
915
Qwen1.5-72B-Chat
905.501777
914.309418
922.288356
7.978938
8.807641
914.31