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timestamp
stringdate
2025-07-02 16:22:36
2025-07-13 19:52:27
QWK_mean
float64
-0.02
0.73
QWK_lower_95ci
float64
-0.18
0.65
QWK_upper_95ci
float64
0
0.8
QWK_ci_width
float64
0.02
0.36
Macro_F1_mean
float64
0.01
0.54
Macro_F1_lower_95ci
float64
0
0.41
Macro_F1_upper_95ci
float64
0.03
0.69
Macro_F1_ci_width
float64
0.03
0.34
Weighted_F1_mean
float64
0.01
0.71
Weighted_F1_lower_95ci
float64
0
0.64
Weighted_F1_upper_95ci
float64
0.04
0.79
Weighted_F1_ci_width
float64
0.04
0.19
deepseekR1-extractor-C1-essay_only
2025-07-12 17:02:43
0.209351
0.152702
0.271559
0.118857
0.073698
0.027179
0.138043
0.110864
0.118019
0.056455
0.18582
0.129365
deepseekR1-extractor-C1-full_context
2025-07-07 18:40:41
0.203631
0.150645
0.260275
0.10963
0.035821
0.012124
0.063458
0.051335
0.081571
0.026396
0.140775
0.114379
deepseekR1-extractor-C2-essay_only
2025-07-12 16:35:21
-0.006785
-0.018003
0
0.018003
0.008812
0
0.029412
0.029412
0.013357
0
0.040514
0.040514
deepseekR1-extractor-C2-full_context
2025-07-07 20:03:32
0.509527
0.388567
0.626522
0.237954
0.280853
0.194454
0.378835
0.18438
0.317532
0.232485
0.406958
0.174473
deepseekR1-extractor-C3-essay_only
2025-07-12 16:37:32
0.40255
0.270722
0.527015
0.256293
0.269066
0.189393
0.365101
0.175707
0.320445
0.241027
0.401966
0.160938
deepseekR1-extractor-C3-full_context
2025-07-07 20:04:11
0.523303
0.403791
0.63688
0.233089
0.311444
0.235496
0.395476
0.159981
0.400644
0.312494
0.489793
0.177299
deepseekR1-extractor-C4-essay_only
2025-07-12 16:38:25
0.522768
0.416149
0.623351
0.207202
0.322383
0.231229
0.458069
0.22684
0.527456
0.442384
0.609317
0.166933
deepseekR1-extractor-C4-full_context
2025-07-07 20:06:05
0.554011
0.4484
0.656195
0.207795
0.356864
0.261054
0.504145
0.243091
0.594183
0.512058
0.674638
0.16258
deepseekR1-extractor-C5-essay_only
2025-07-12 16:38:58
0.61679
0.485715
0.732221
0.246506
0.351035
0.284708
0.42372
0.139012
0.384874
0.303705
0.470424
0.166719
deepseekR1-extractor-C5-full_context
2025-07-07 20:07:37
0.609653
0.477622
0.730416
0.252794
0.37274
0.301336
0.449657
0.148321
0.420262
0.333588
0.508638
0.17505
deepseekR1-graderPrompt-C1-essay_only
2025-07-06 20:26:40
0.434618
0.359427
0.508414
0.148987
0.166932
0.103251
0.237233
0.133983
0.246672
0.169314
0.326685
0.157371
deepseekR1-graderPrompt-C1-full_context
2025-07-07 16:09:48
0.197863
0.140291
0.260192
0.119901
0.062116
0.007168
0.123852
0.116684
0.056172
0.011528
0.107451
0.095924
deepseekR1-graderPrompt-C2-essay_only
2025-07-06 20:27:15
0.027554
-0.013327
0.077402
0.090729
0.040308
0.009259
0.077779
0.06852
0.049792
0.011341
0.098204
0.086863
deepseekR1-graderPrompt-C2-full_context
2025-07-07 16:17:08
0.509293
0.387464
0.628761
0.241297
0.352038
0.250045
0.466033
0.215989
0.403061
0.312929
0.497424
0.184495
deepseekR1-graderPrompt-C3-essay_only
2025-07-06 17:56:36
0.394328
0.231578
0.542244
0.310667
0.191494
0.126222
0.269015
0.142793
0.1849
0.115087
0.261116
0.146029
deepseekR1-graderPrompt-C3-full_context
2025-07-07 16:19:14
0.597372
0.494788
0.690635
0.195846
0.302907
0.211493
0.40702
0.195526
0.293414
0.215609
0.374622
0.159013
deepseekR1-graderPrompt-C4-essay_only
2025-07-06 20:05:43
0.469268
0.373094
0.559701
0.186607
0.193161
0.124205
0.279167
0.154962
0.244824
0.162085
0.328494
0.166408
deepseekR1-graderPrompt-C4-full_context
2025-07-07 17:20:31
0.545922
0.445069
0.635732
0.190664
0.285013
0.198738
0.41191
0.213172
0.457133
0.371398
0.542173
0.170774
deepseekR1-graderPrompt-C5-essay_only
2025-07-06 20:28:03
0.544601
0.401032
0.676342
0.27531
0.315089
0.244738
0.389671
0.144933
0.331148
0.24863
0.416993
0.168362
deepseekR1-graderPrompt-C5-full_context
2025-07-07 17:21:00
0.598254
0.463199
0.719351
0.256152
0.352051
0.281462
0.425115
0.143653
0.367529
0.283743
0.45508
0.171337
deepseekR1-studentPrompt-C1-essay_only
2025-07-03 09:22:09
0.352942
0.274941
0.434
0.15906
0.105429
0.05367
0.174068
0.120398
0.166191
0.096223
0.238932
0.142709
deepseekR1-studentPrompt-C1-full_context
2025-07-03 16:24:10
0.34962
0.271367
0.430037
0.158669
0.04023
0.01621
0.069621
0.05341
0.062805
0.017323
0.11489
0.097567
deepseekR1-studentPrompt-C2-essay_only
2025-07-03 14:02:04
-0.015135
-0.142015
0.111807
0.253822
0.150509
0.101576
0.204074
0.102498
0.249474
0.171988
0.330911
0.158923
deepseekR1-studentPrompt-C2-full_context
2025-07-03 17:00:47
0.412831
0.296246
0.534128
0.237882
0.289373
0.190045
0.40303
0.212985
0.346967
0.263441
0.436091
0.17265
deepseekR1-studentPrompt-C3-essay_only
2025-07-03 14:31:45
0.37844
0.225276
0.525133
0.299857
0.312066
0.225263
0.414725
0.189463
0.328925
0.246608
0.413702
0.167094
deepseekR1-studentPrompt-C3-full_context
2025-07-03 17:23:09
0.731369
0.65346
0.801847
0.148387
0.442468
0.328542
0.568559
0.240017
0.463881
0.377711
0.550819
0.173108
deepseekR1-studentPrompt-C4-essay_only
2025-07-03 14:57:27
0.512334
0.41037
0.605204
0.194834
0.259829
0.15293
0.396042
0.243112
0.391074
0.305302
0.47633
0.171027
deepseekR1-studentPrompt-C4-full_context
2025-07-03 17:53:15
0.487963
0.392807
0.575584
0.182777
0.212001
0.130873
0.321468
0.190595
0.365566
0.278011
0.451401
0.17339
deepseekR1-studentPrompt-C5-essay_only
2025-07-03 15:54:55
0.546427
0.405724
0.66979
0.264066
0.368031
0.303247
0.435409
0.132162
0.424998
0.344891
0.508003
0.163112
deepseekR1-studentPrompt-C5-full_context
2025-07-03 18:16:40
0.577327
0.44977
0.689443
0.239673
0.380118
0.292246
0.479712
0.187466
0.402973
0.320522
0.488827
0.168305
gpt4o-extractor-C1-essay_only
2025-07-12 16:48:41
0.55214
0.448592
0.648166
0.199574
0.24814
0.178791
0.332685
0.153893
0.507466
0.418109
0.596671
0.178562
gpt4o-extractor-C1-full_context
2025-07-08 18:14:05
0.532489
0.414581
0.638235
0.223654
0.240059
0.1834
0.314803
0.131403
0.536392
0.444065
0.628009
0.183944
gpt4o-extractor-C2-essay_only
2025-07-12 16:55:44
0.15167
0.059012
0.25104
0.192029
0.109823
0.069444
0.15
0.080556
0.132257
0.077902
0.194643
0.11674
gpt4o-extractor-C2-full_context
2025-07-08 18:28:50
0.468039
0.324865
0.599903
0.275038
0.351355
0.242995
0.469007
0.226012
0.406643
0.321863
0.491689
0.169825
gpt4o-extractor-C3-essay_only
2025-07-12 17:10:00
0.3896
0.259233
0.513636
0.254403
0.226147
0.159386
0.307048
0.147662
0.263029
0.185438
0.343249
0.157811
gpt4o-extractor-C3-full_context
2025-07-08 18:39:44
0.566602
0.460849
0.660963
0.200113
0.278159
0.189297
0.379797
0.1905
0.283096
0.204622
0.364732
0.16011
gpt4o-extractor-C4-essay_only
2025-07-12 18:32:10
0.555282
0.45804
0.642972
0.184932
0.324086
0.191975
0.472998
0.281023
0.477282
0.391841
0.560673
0.168832
gpt4o-extractor-C4-full_context
2025-07-08 19:48:00
0.498419
0.374655
0.61244
0.237785
0.273296
0.181892
0.393677
0.211785
0.449578
0.36449
0.533509
0.169019
gpt4o-extractor-C5-essay_only
2025-07-12 20:51:22
0.511676
0.394287
0.621172
0.226885
0.257995
0.194166
0.325312
0.131146
0.280697
0.197006
0.369131
0.172125
gpt4o-extractor-C5-full_context
2025-07-08 20:03:10
0.313465
0.204435
0.426137
0.221702
0.145355
0.088357
0.205098
0.116741
0.149547
0.085716
0.218217
0.132501
gpt4o-graderPrompt-C1-essay_only
2025-07-05 13:15:28
0.486818
0.403469
0.563902
0.160433
0.202346
0.153061
0.268481
0.11542
0.447993
0.362833
0.533338
0.170505
gpt4o-graderPrompt-C1-full_context
2025-07-04 20:43:40
0.551747
0.468579
0.628587
0.160008
0.241746
0.189019
0.307983
0.118964
0.517145
0.431006
0.601245
0.170239
gpt4o-graderPrompt-C2-essay_only
2025-07-05 14:24:26
0.2862
0.146462
0.421916
0.275453
0.191928
0.114135
0.285897
0.171761
0.193831
0.129605
0.266957
0.137352
gpt4o-graderPrompt-C2-full_context
2025-07-04 22:40:28
0.561229
0.430049
0.676145
0.246096
0.332516
0.237947
0.44247
0.204523
0.41479
0.33204
0.496612
0.164572
gpt4o-graderPrompt-C3-essay_only
2025-07-05 15:45:52
0.280682
0.149067
0.405839
0.256772
0.195299
0.143374
0.258866
0.115492
0.262933
0.189621
0.342814
0.153193
gpt4o-graderPrompt-C3-full_context
2025-07-04 13:48:12
0.446617
0.324366
0.559217
0.234851
0.277068
0.187599
0.390709
0.203109
0.318318
0.234631
0.4055
0.170869
gpt4o-graderPrompt-C4-essay_only
2025-07-06 11:04:30
0.506273
0.400191
0.604108
0.203917
0.263468
0.16357
0.390701
0.227131
0.38759
0.300173
0.473525
0.173352
gpt4o-graderPrompt-C4-full_context
2025-07-04 16:26:47
0.495843
0.388643
0.595636
0.206993
0.2514
0.187037
0.332987
0.145949
0.473328
0.386846
0.558852
0.172006
gpt4o-graderPrompt-C5-essay_only
2025-07-06 12:29:03
0.537318
0.405312
0.657019
0.251707
0.318118
0.249704
0.390217
0.140513
0.338711
0.258039
0.421964
0.163925
gpt4o-graderPrompt-C5-full_context
2025-07-04 18:40:54
0.476655
0.329458
0.607847
0.278389
0.241198
0.173018
0.310234
0.137216
0.256459
0.179857
0.334705
0.154847
gpt4o-studentPrompt-C1-essay_only
2025-07-02 20:39:39
0.506397
0.428054
0.58201
0.153956
0.210895
0.15086
0.291544
0.140683
0.42341
0.339496
0.508298
0.168802
gpt4o-studentPrompt-C1-full_context
2025-07-02 19:00:34
0.47683
0.390949
0.559451
0.168502
0.196242
0.14996
0.25463
0.10467
0.419723
0.335495
0.505734
0.170239
gpt4o-studentPrompt-C2-essay_only
2025-07-02 20:45:57
0.198056
0.046053
0.344268
0.298215
0.173529
0.122902
0.2273
0.104399
0.256167
0.179037
0.336531
0.157494
gpt4o-studentPrompt-C2-full_context
2025-07-02 19:10:24
0.508004
0.375653
0.630869
0.255216
0.36889
0.245936
0.499318
0.253382
0.411025
0.325555
0.498479
0.172924
gpt4o-studentPrompt-C3-essay_only
2025-07-02 20:55:50
0.380633
0.236651
0.513166
0.276515
0.252477
0.180517
0.339722
0.159205
0.28817
0.211961
0.367765
0.155803
gpt4o-studentPrompt-C3-full_context
2025-07-02 19:44:08
0.52835
0.420452
0.626877
0.206425
0.269259
0.190012
0.364445
0.174434
0.290777
0.216373
0.369539
0.153166
gpt4o-studentPrompt-C4-essay_only
2025-07-02 21:01:59
0.501785
0.397452
0.597475
0.200024
0.282983
0.172809
0.423468
0.250659
0.394036
0.3087
0.47933
0.17063
gpt4o-studentPrompt-C4-full_context
2025-07-02 20:02:02
0.487214
0.383258
0.581965
0.198707
0.249826
0.159072
0.369117
0.210045
0.368031
0.281662
0.453577
0.171915
gpt4o-studentPrompt-C5-essay_only
2025-07-02 21:08:07
0.545693
0.407985
0.669047
0.261062
0.288993
0.230132
0.34844
0.118308
0.298881
0.222811
0.377071
0.154261
gpt4o-studentPrompt-C5-full_context
2025-07-02 20:20:08
0.350409
0.203217
0.491803
0.288586
0.167195
0.105
0.23315
0.128151
0.184273
0.115149
0.258199
0.14305
sabia3-extractor-C1-essay_only
2025-07-12 17:27:53
0.291208
0.207885
0.37299
0.165104
0.092288
0.07173
0.116201
0.044471
0.247957
0.172272
0.330419
0.158147
sabia3-extractor-C1-full_context
2025-07-07 22:01:32
0.304755
0.217547
0.390067
0.17252
0.096384
0.076023
0.12067
0.044647
0.258937
0.182054
0.341615
0.159561
sabia3-extractor-C2-essay_only
2025-07-12 17:33:30
0.182462
0.082607
0.291159
0.208553
0.124873
0.079965
0.180029
0.100064
0.171587
0.104286
0.244765
0.140479
sabia3-extractor-C2-full_context
2025-07-07 22:14:45
0.280757
0.180466
0.382493
0.202027
0.157077
0.106251
0.22042
0.114169
0.214961
0.144549
0.292703
0.148154
sabia3-extractor-C3-essay_only
2025-07-12 17:49:57
0.096026
-0.053441
0.237023
0.290463
0.112049
0.075472
0.164782
0.089311
0.175814
0.111422
0.251406
0.139984
sabia3-extractor-C3-full_context
2025-07-07 22:28:30
0.206973
0.093521
0.331213
0.237692
0.198838
0.137426
0.272304
0.134878
0.271849
0.190197
0.360781
0.170584
sabia3-extractor-C4-essay_only
2025-07-12 17:59:03
0.450934
0.356767
0.541609
0.184842
0.181373
0.132788
0.245081
0.112293
0.359594
0.269237
0.452876
0.183639
sabia3-extractor-C4-full_context
2025-07-07 22:40:08
0.37654
0.28479
0.465239
0.180449
0.181976
0.128224
0.247577
0.119354
0.38086
0.294061
0.465784
0.171723
sabia3-extractor-C5-essay_only
2025-07-12 18:13:40
0.517948
0.409153
0.619466
0.210313
0.209433
0.1562
0.264906
0.108706
0.213869
0.13953
0.293032
0.153502
sabia3-extractor-C5-full_context
2025-07-07 22:54:06
0.513153
0.393469
0.624437
0.230967
0.22241
0.162857
0.283898
0.121041
0.232108
0.154432
0.313746
0.159314
sabia3-graderPrompt-C1-essay_only
2025-07-03 23:08:46
0.528345
0.44564
0.605968
0.160328
0.225955
0.159316
0.315421
0.156105
0.416431
0.333256
0.498828
0.165572
sabia3-graderPrompt-C1-full_context
2025-07-03 22:19:05
0.491944
0.397628
0.583029
0.1854
0.241562
0.171422
0.334763
0.163341
0.499965
0.406676
0.593495
0.186819
sabia3-graderPrompt-C2-essay_only
2025-07-03 23:19:55
0.062134
0.002887
0.125043
0.122157
0.091099
0.050793
0.139806
0.089012
0.113061
0.060145
0.175615
0.11547
sabia3-graderPrompt-C2-full_context
2025-07-03 22:31:08
0.490769
0.351343
0.619418
0.268075
0.353172
0.239638
0.48288
0.243243
0.413558
0.332019
0.497849
0.16583
sabia3-graderPrompt-C3-essay_only
2025-07-03 23:34:59
0.342793
0.207332
0.479556
0.272224
0.268702
0.198773
0.35443
0.155657
0.324683
0.246363
0.407526
0.161163
sabia3-graderPrompt-C3-full_context
2025-07-03 22:40:30
0.536806
0.418769
0.647112
0.228343
0.350784
0.229309
0.477053
0.247744
0.366273
0.285793
0.450174
0.164381
sabia3-graderPrompt-C4-essay_only
2025-07-03 23:42:25
0.549092
0.442165
0.647635
0.205469
0.226596
0.144854
0.337186
0.192332
0.435547
0.345292
0.527585
0.182294
sabia3-graderPrompt-C4-full_context
2025-07-03 22:49:50
0.520675
0.392764
0.63655
0.243786
0.302656
0.196487
0.453034
0.256547
0.493925
0.405939
0.577895
0.171956
sabia3-graderPrompt-C5-essay_only
2025-07-03 23:01:37
0.586556
0.46683
0.695064
0.228234
0.329751
0.255119
0.409897
0.154778
0.373507
0.289471
0.459248
0.169777
sabia3-graderPrompt-C5-full_context
2025-07-03 23:25:56
0.495216
0.343867
0.629809
0.285943
0.280272
0.20425
0.36498
0.160729
0.313828
0.235886
0.395116
0.15923
sabia3-studentPrompt-C1-essay_only
2025-07-02 16:22:36
0.682147
0.608886
0.751245
0.142359
0.342301
0.256527
0.454288
0.197761
0.661092
0.57606
0.743429
0.167368
sabia3-studentPrompt-C1-full_context
2025-07-02 16:52:00
0.569401
0.467414
0.661294
0.19388
0.352943
0.259278
0.495014
0.235736
0.602494
0.514942
0.689404
0.174462
sabia3-studentPrompt-C2-essay_only
2025-07-02 16:31:52
0.017495
-0.027916
0.061057
0.088973
0.08113
0.047361
0.120398
0.073036
0.108266
0.057109
0.168806
0.111697
sabia3-studentPrompt-C2-full_context
2025-07-02 17:35:43
0.457102
0.306763
0.599163
0.2924
0.30045
0.202901
0.414613
0.211712
0.405199
0.320274
0.491296
0.171022
sabia3-studentPrompt-C3-essay_only
2025-07-02 16:36:17
0.297733
0.157077
0.432848
0.275771
0.231119
0.163338
0.314154
0.150816
0.296969
0.219874
0.380344
0.160469
sabia3-studentPrompt-C3-full_context
2025-07-02 17:43:28
0.444717
0.321332
0.560666
0.239334
0.216985
0.119933
0.331203
0.21127
0.221206
0.152801
0.297826
0.145025
sabia3-studentPrompt-C4-essay_only
2025-07-02 16:40:55
0.513149
0.393273
0.620001
0.226728
0.297009
0.192674
0.431201
0.238527
0.52544
0.43472
0.616301
0.181581
sabia3-studentPrompt-C4-full_context
2025-07-02 18:38:18
0.378248
0.228395
0.522666
0.294271
0.260389
0.153998
0.416174
0.262176
0.430667
0.337674
0.526845
0.189171
sabia3-studentPrompt-C5-essay_only
2025-07-02 16:45:09
0.508153
0.371864
0.634879
0.263015
0.295867
0.231361
0.363003
0.131642
0.342712
0.261568
0.426253
0.164685
sabia3-studentPrompt-C5-full_context
2025-07-02 18:45:35
0.531842
0.398501
0.650086
0.251585
0.266948
0.191805
0.34588
0.154075
0.281492
0.202269
0.361378
0.159109
bertimbau-base-C1-essay-only
2025-07-10 00:30:49
0.595817
0.505021
0.683753
0.178732
0.403426
0.29995
0.536631
0.236681
0.519488
0.433162
0.604936
0.171774
bertimbau-base-C2-essay-only
2025-07-10 00:33:24
0.344581
0.192373
0.486874
0.294501
0.262824
0.183705
0.361564
0.177858
0.348546
0.269448
0.429412
0.159964
bertimbau-base-C3-essay-only
2025-07-10 00:36:03
0.346933
0.19906
0.485247
0.286186
0.231182
0.16413
0.314344
0.150214
0.267866
0.194021
0.34536
0.151339
bertimbau-base-C4-essay-only
2025-07-10 00:38:42
0.54353
0.418459
0.655103
0.236644
0.364211
0.254026
0.523088
0.269062
0.551477
0.465078
0.635873
0.170795
bertimbau-base-C5-essay-only
2025-07-10 00:41:22
0.625724
0.509004
0.726598
0.217594
0.304069
0.244058
0.380961
0.136903
0.359026
0.27462
0.448098
0.173478
bertugues-base-C1-essay-only
2025-07-10 00:57:41
0.611824
0.515556
0.702611
0.187055
0.41828
0.316585
0.55268
0.236095
0.562701
0.479198
0.64382
0.164623
bertugues-base-C2-essay-only
2025-07-10 01:00:19
0.331229
0.189326
0.463457
0.27413
0.145332
0.097168
0.200973
0.103805
0.177288
0.115544
0.24642
0.130876
bertugues-base-C3-essay-only
2025-07-10 01:02:55
0.285621
0.121738
0.441574
0.319836
0.259462
0.193951
0.33962
0.145669
0.348192
0.266887
0.433309
0.166422
bertugues-base-C4-essay-only
2025-07-10 01:05:32
0.537129
0.42138
0.637865
0.216485
0.330898
0.228278
0.477904
0.249626
0.506746
0.421907
0.589635
0.167728
bertugues-base-C5-essay-only
2025-07-10 01:08:11
0.35607
0.222957
0.48624
0.263283
0.234775
0.165799
0.310327
0.144527
0.269546
0.193231
0.34948
0.156249
End of preview. Expand in Data Studio

JBCS 2025: Experimental Artefacts for AES in Brazilian Portuguese

This repository contains all experimental artefacts (logs, configurations, predictions, and evaluation results) described in the paper:

Exploring the Usage of LLMs for Automatic Essay Scoring in Brazilian Portuguese Essays
AndrΓ© Barbosa, Igor Cataneo Silveira, Denis Deratani MauΓ‘
TODO


πŸ“¦ What's in this dataset repo?

This dataset is not a training dataset. Instead, it provides comprehensive logs and outputs from experiments evaluating different language models for Automatic Essay Scoring (AES) tasks in Brazilian Portuguese.

Specifically, it contains:

  • πŸ” JSONL files: raw predictions from each evaluated model.
  • πŸ“Š CSV files: detailed performance metrics (Quadratic Weighted Kappa, F1-score, etc.).
  • βš™οΈ YAML files: complete Hydra configurations for reproducibility.
  • πŸ“‹ Log files: logs detailing each evaluation run.

πŸ“š Related Collection

All models and datasets related to this work are available in the Hugging Face collection:

πŸ”— AES JBCS2025 Collection


πŸ“Š Evaluated Models

The table below lists all models trained and evaluated for each essay competence (C1 to C5), along with direct links to their Hugging Face repository pages:

Model Architecture Training Type Link
mbert_base-C1 Encoder-only Fine-tuned mbert_base-C1
mbert_base-C2 Encoder-only Fine-tuned mbert_base-C2
mbert_base-C3 Encoder-only Fine-tuned mbert_base-C3
mbert_base-C4 Encoder-only Fine-tuned mbert_base-C4
mbert_base-C5 Encoder-only Fine-tuned mbert_base-C5
bertimbau_base-C1 Encoder-only Fine-tuned bertimbau_base-C1
bertimbau_base-C2 Encoder-only Fine-tuned bertimbau_base-C2
bertimbau_base-C3 Encoder-only Fine-tuned bertimbau_base-C3
bertimbau_base-C4 Encoder-only Fine-tuned bertimbau_base-C4
bertimbau_base-C5 Encoder-only Fine-tuned bertimbau_base-C5
bertimbau_large-C1 Encoder-only Fine-tuned bertimbau_large-C1
bertimbau_large-C2 Encoder-only Fine-tuned bertimbau_large-C2
bertimbau_large-C3 Encoder-only Fine-tuned bertimbau_large-C3
bertimbau_large-C4 Encoder-only Fine-tuned bertimbau_large-C4
bertimbau_large-C5 Encoder-only Fine-tuned bertimbau_large-C5
llama3-8b-C1 Decoder-only LoRA llama3-8b-C1
llama3-8b-C2 Decoder-only LoRA llama3-8b-C2
llama3-8b-C3 Decoder-only LoRA llama3-8b-C3
llama3-8b-C4 Decoder-only LoRA llama3-8b-C4
llama3-8b-C5 Decoder-only LoRA llama3-8b-C5
phi3.5-C1 Decoder-only LoRA phi3.5-C1
phi3.5-C2 Decoder-only LoRA phi3.5-C2
phi3.5-C3 Decoder-only LoRA phi3.5-C3
phi3.5-C4 Decoder-only LoRA phi3.5-C4
phi3.5-C5 Decoder-only LoRA phi3.5-C5
phi4-C1 Decoder-only LoRA phi4-C1
phi4-C2 Decoder-only LoRA phi4-C2
phi4-C3 Decoder-only LoRA phi4-C3
phi4-C4 Decoder-only LoRA phi4-C4
phi4-C5 Decoder-only LoRA phi4-C5

🧠 Additionally, API-only models (e.g., DeepSeek-R1, ChatGPT-4o, SabiÑ-3) were evaluated but are not hosted on the Hub. Their predictions and logs are still included in this dataset.


πŸ§ͺ How to Use this Dataset

You can easily load the data using Hugging Face datasets library:

from datasets import load_dataset
ds = load_dataset("kamel-usp/jbcs2025_experiments", split="runs")

πŸ“„ License and Citation

This work is licensed under the Creative Commons Attribution 4.0 International License (CC-BY-4.0).

If you use these artefacts, please cite our paper:

TODO
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