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pandas
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8
31
lower
float64
501
1.23k
rating
float64
507
1.24k
upper
float64
514
1.24k
error_y
float64
2.73
6.85
error_y_minus
float64
2.62
6.07
rating_rounded
float64
507
1.24k
GPT-4o-2024-05-13
1,232.801291
1,236.694483
1,240.237025
3.542542
3.893192
1,236.69
DeepSeek-V2-Chat (2024-06-28)
1,203.948416
1,207.767709
1,211.126803
3.359094
3.819293
1,207.77
DeepSeek-Coder-V2-Instruct
1,202.062793
1,205.645792
1,209.436259
3.790467
3.582999
1,205.65
Qwen2.5-Coder-32B-Instruct
1,190.395949
1,193.8354
1,197.29635
3.46095
3.439451
1,193.84
GPT-4-Turbo-2024-04-09
1,180.0859
1,183.657755
1,187.184065
3.526309
3.571856
1,183.66
Claude-3.5-Sonnet-20240620
1,163.303218
1,166.557605
1,170.024004
3.466399
3.254387
1,166.56
GPT-4-0613
1,161.946851
1,165.650834
1,168.922452
3.271618
3.703983
1,165.65
GPT-4o-mini-2024-07-18
1,159.419686
1,162.746758
1,166.174885
3.428127
3.327072
1,162.75
Claude-3-Opus-20240229
1,150.667495
1,153.991214
1,157.117204
3.12599
3.323718
1,153.99
Hermes-2-Theta-Llama-3-70B
1,146.512121
1,149.772991
1,153.473197
3.700206
3.26087
1,149.77
Qwen2.5-72B-Instruct
1,144.732204
1,147.94238
1,151.068432
3.126052
3.210175
1,147.94
Gemini-1.5-Pro-API-0514
1,141.943978
1,145.1544
1,148.628501
3.474101
3.210423
1,145.15
Claude-3.5-Sonnet-20241022
1,129.443845
1,132.428798
1,135.400822
2.972024
2.984952
1,132.43
Gemini-1.5-Flash-API-0514
1,123.934244
1,127.403567
1,130.71361
3.310043
3.469323
1,127.4
Llama-3-70B-Instruct
1,117.92213
1,121.389165
1,124.841892
3.452727
3.467035
1,121.39
Llama-3-70B-Synthia-v3.5
1,115.696994
1,119.066409
1,122.605645
3.539236
3.369415
1,119.07
Qwen2.5-32B-Instruct
1,108.223902
1,111.190126
1,114.668906
3.478779
2.966225
1,111.19
Claude-3-Sonnet-20240229
1,103.399101
1,106.890422
1,109.932706
3.042284
3.491321
1,106.89
Gemma-2-27B-Instruct
1,102.622066
1,106.001822
1,109.575308
3.573486
3.379756
1,106
ReflectionCoder-DS-33B
1,100.904147
1,104.324208
1,107.378032
3.053825
3.420061
1,104.32
WhiteRabbitNeo-33B-v1.5
1,095.426546
1,098.420993
1,101.473369
3.052376
2.994447
1,098.42
Codestral-22B-v0.1
1,093.068722
1,096.512701
1,099.535773
3.023072
3.443978
1,096.51
AutoCoder
1,086.00665
1,089.543255
1,092.581156
3.037901
3.536605
1,089.54
DeepSeek-Coder-33B-Instruct
1,083.70509
1,086.488587
1,089.216624
2.728036
2.783497
1,086.49
Qwen2-72B-Chat
1,075.130163
1,078.377333
1,081.773228
3.395896
3.247169
1,078.38
Qwen2.5-14B-Instruct
1,070.690054
1,073.919413
1,076.888109
2.968696
3.229359
1,073.92
Hermes-2-Pro-Llama-3-70B
1,066.42383
1,069.492544
1,072.627331
3.134787
3.068714
1,069.49
Mixtral-8x22B-Instruct
1,066.151022
1,068.961261
1,072.426259
3.464998
2.810238
1,068.96
CodeLlama-70B-Instruct
1,063.806456
1,066.60254
1,069.727413
3.124874
2.796084
1,066.6
GPT-3.5-Turbo-0125
1,056.989311
1,060.301861
1,063.633525
3.331664
3.312551
1,060.3
CodeGeex4-All-9B
1,055.100685
1,058.27111
1,061.499101
3.22799
3.170426
1,058.27
DeepSeek-V2-Chat
1,055.044404
1,057.993659
1,061.29909
3.305431
2.949255
1,057.99
Qwen2.5-Coder-7B-Instruct
1,054.227054
1,057.46473
1,060.773634
3.308904
3.237676
1,057.46
Claude-3-Haiku-20240307
1,053.995438
1,056.782446
1,060.30625
3.523804
2.787008
1,056.78
Yi-Coder-9B-Chat
1,036.318209
1,039.405232
1,042.681972
3.27674
3.087023
1,039.41
Phi-3-Medium-128K-Instruct
1,035.239307
1,038.475577
1,041.341695
2.866118
3.23627
1,038.48
Llama-3.1-Nemotron-70B-Instruct
1,029.28916
1,031.908629
1,034.912751
3.004122
2.619469
1,031.91
Phind-CodeLlama-34B-v2
1,028.752283
1,031.838899
1,035.312093
3.473193
3.086616
1,031.84
Artigenz-Coder-DS-6.7B
1,025.007151
1,028.339806
1,031.590039
3.250233
3.332654
1,028.34
ReflectionCoder-DS-6.7B
1,022.283758
1,025.260474
1,028.405396
3.144922
2.976716
1,025.26
ReflectionCoder-CL-34B
1,020.773642
1,023.643886
1,026.554407
2.910521
2.870245
1,023.64
Nxcode-CQ-7B-Orpo
1,019.250424
1,022.383507
1,025.676934
3.293427
3.133083
1,022.38
Yi-Large
1,018.480204
1,021.360434
1,024.596201
3.235767
2.88023
1,021.36
DeepSeek-Coder-V2-Lite-Instruct
1,018.141645
1,021.115689
1,024.123588
3.007899
2.974045
1,021.12
Magicoder-S-DS-6.7B
1,016.622837
1,019.692873
1,022.504371
2.811497
3.070036
1,019.69
CodeQwen1.5-7B-Chat
1,013.9825
1,017.101028
1,020.06031
2.959282
3.118527
1,017.1
Athene-70B
1,013.938246
1,016.844689
1,019.892708
3.048019
2.906443
1,016.84
Qwen2.5-7B-Instruct
1,012.142698
1,015.614396
1,018.855457
3.241061
3.471698
1,015.61
Tess-v2.5.2-Qwen2-72B
1,008.785461
1,011.874658
1,015.110161
3.235503
3.089197
1,011.87
Qwen2-57B-A14B
1,008.092715
1,011.309499
1,014.336565
3.027066
3.216784
1,011.31
StarCoder2-15B-Instruct-v0.1
1,007.975531
1,011.0568
1,014.319864
3.263063
3.081269
1,011.06
Phi-3.1-Mini-128K-Instruct
1,007.716886
1,010.931928
1,013.998601
3.066673
3.215042
1,010.93
AutoCoder-S-6.7B
1,006.821399
1,010.094171
1,013.04526
2.951089
3.272771
1,010.09
Mistral-Small-Instruct-2409
1,005.040886
1,008.171409
1,011.578309
3.4069
3.130524
1,008.17
C4AI-Command-R-08-2024
1,003.862854
1,007.166746
1,010.171314
3.004568
3.303892
1,007.17
OpenCodeInterpreter-DS-6.7B
1,000.617277
1,003.516505
1,006.620382
3.103877
2.899228
1,003.52
Granite-Code-34B-Instruct
992.61449
995.672931
998.613148
2.940217
3.058441
995.67
Codestral-Mamba
991.885701
994.71667
998.111297
3.394628
2.830969
994.72
DeepSeek-Coder-6.7B-Instruct
983.456948
986.416919
989.520157
3.103238
2.959971
986.42
Qwen1.5-110B-Chat
980.982625
984.113298
987.453471
3.340173
3.130672
984.11
Yi-1.5-34B-Chat
970.112303
973.177397
976.177417
3.00002
3.065094
973.18
WaveCoder-Ultra-6.7B
969.706492
972.624168
975.513473
2.889305
2.917676
972.62
Yi-1.5-9B-Chat
967.332028
970.25345
973.799487
3.546037
2.921422
970.25
Granite-Code-20B-Instruct
962.785397
965.987689
969.011979
3.02429
3.202292
965.99
Command R+
956.733372
959.82571
962.767319
2.94161
3.092338
959.83
Gemma-2-9B-Instruct
954.032624
957.435548
960.541419
3.105871
3.402924
957.44
Qwen1.5-32B-Chat
946.882479
950.15526
953.046501
2.891242
3.272781
950.16
AutoCoder-QW-7B
944.39648
947.851391
950.633086
2.781695
3.454911
947.85
Mistral-Small-2402
943.016475
946.296873
949.673814
3.376941
3.280398
946.3
Qwen1.5-72B-Chat
942.02467
944.950789
948.04626
3.09547
2.92612
944.95
CodeGemma-7B-Instruct
932.855445
935.913969
939.166858
3.252889
3.058524
935.91
Qwen2-7B-Instruct
925.800366
928.915412
932.458988
3.543576
3.115047
928.92
Phi-3-Small-128K-Instruct
917.941683
921.221604
924.539524
3.31792
3.279921
921.22
Phi-3-Mini-128K-Instruct
917.553818
920.810029
923.990062
3.180033
3.256211
920.81
Llama-3-8B-Instruct
911.08951
914.372324
917.417752
3.045428
3.282814
914.37
Mistral-Large-2402
909.116748
912.026929
915.006143
2.979214
2.910181
912.03
ReflectionCoder-CL-7B
906.254255
909.68942
912.951069
3.261649
3.435165
909.69
OpenChat-3.6-8B-20240522
883.104381
886.296952
889.358317
3.061365
3.192571
886.3
CodeLlama-34B-Instruct
882.08339
885.275612
888.697544
3.421932
3.192221
885.28
Granite-3.0-8B-Instruct
878.462365
881.563597
884.808719
3.245122
3.101232
881.56
CodeLlama-13B-Instruct
852.405057
855.951908
858.908046
2.956138
3.54685
855.95
Yi-1.5-6B-Chat
840.829457
844.547574
848.106383
3.55881
3.718117
844.55
InternLM2.5-7B-Chat
840.726854
844.269872
847.305424
3.035552
3.543018
844.27
Qwen2.5-Coder-1.5B-Instruct
840.556061
844.11279
847.474766
3.361976
3.556729
844.11
OpenCodeInterpreter-DS-1.3B
812.747614
816.18836
819.309672
3.121312
3.440746
816.19
Llama-3.2-3B-Instruct
794.782961
798.320269
801.755712
3.435443
3.537308
798.32
DeepSeek-Coder-1.3B-Instruct
794.576456
797.978606
801.31262
3.334015
3.402149
797.98
CodeLlama-7B-Instruct
761.329793
764.864607
768.254289
3.389682
3.534814
764.86
Granite-3.0-2B-Instruct
755.511874
761.578926
766.122991
4.544065
6.067052
761.58
Qwen2.5-1.5B-Instruct
752.322408
756.041434
759.604763
3.563329
3.719027
756.04
Mistral-7B-Instruct-v0.3
748.424822
752.404032
755.768826
3.364793
3.97921
752.4
Qwen2.5-0.5B-Instruct
512.105968
517.992835
523.580101
5.587266
5.886867
517.99
Llama-3.2-1B-Instruct
501.348113
506.669212
513.521723
6.852512
5.321099
506.67

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