gunnybd01 commited on
Commit
1dfdce2
·
verified ·
1 Parent(s): ab99fd1

sync random_forest config 0005

Browse files
Files changed (49) hide show
  1. machine_learning/random_forest/2way/config_0002/config.json +18 -0
  2. machine_learning/random_forest/2way/config_0002/metrics.json +7 -0
  3. machine_learning/random_forest/2way/config_0002/model.pkl +3 -0
  4. machine_learning/random_forest/2way/config_0002/report.json +36 -0
  5. machine_learning/random_forest/2way/config_0003/config.json +18 -0
  6. machine_learning/random_forest/2way/config_0003/metrics.json +7 -0
  7. machine_learning/random_forest/2way/config_0003/model.pkl +3 -0
  8. machine_learning/random_forest/2way/config_0003/report.json +36 -0
  9. machine_learning/random_forest/2way/config_0004/config.json +18 -0
  10. machine_learning/random_forest/2way/config_0004/metrics.json +7 -0
  11. machine_learning/random_forest/2way/config_0004/model.pkl +3 -0
  12. machine_learning/random_forest/2way/config_0004/report.json +36 -0
  13. machine_learning/random_forest/2way/config_0005/config.json +18 -0
  14. machine_learning/random_forest/2way/config_0005/metrics.json +7 -0
  15. machine_learning/random_forest/2way/config_0005/model.pkl +3 -0
  16. machine_learning/random_forest/2way/config_0005/report.json +36 -0
  17. machine_learning/random_forest/3way/config_0002/config.json +18 -0
  18. machine_learning/random_forest/3way/config_0002/metrics.json +7 -0
  19. machine_learning/random_forest/3way/config_0002/model.pkl +3 -0
  20. machine_learning/random_forest/3way/config_0002/report.json +37 -0
  21. machine_learning/random_forest/3way/config_0003/config.json +18 -0
  22. machine_learning/random_forest/3way/config_0003/metrics.json +7 -0
  23. machine_learning/random_forest/3way/config_0003/model.pkl +3 -0
  24. machine_learning/random_forest/3way/config_0003/report.json +37 -0
  25. machine_learning/random_forest/3way/config_0004/config.json +18 -0
  26. machine_learning/random_forest/3way/config_0004/metrics.json +7 -0
  27. machine_learning/random_forest/3way/config_0004/model.pkl +3 -0
  28. machine_learning/random_forest/3way/config_0004/report.json +37 -0
  29. machine_learning/random_forest/3way/config_0005/config.json +18 -0
  30. machine_learning/random_forest/3way/config_0005/metrics.json +7 -0
  31. machine_learning/random_forest/3way/config_0005/model.pkl +3 -0
  32. machine_learning/random_forest/3way/config_0005/report.json +37 -0
  33. machine_learning/random_forest/5way/config_0002/config.json +18 -0
  34. machine_learning/random_forest/5way/config_0002/metrics.json +7 -0
  35. machine_learning/random_forest/5way/config_0002/model.pkl +3 -0
  36. machine_learning/random_forest/5way/config_0002/report.json +39 -0
  37. machine_learning/random_forest/5way/config_0003/config.json +18 -0
  38. machine_learning/random_forest/5way/config_0003/metrics.json +7 -0
  39. machine_learning/random_forest/5way/config_0003/model.pkl +3 -0
  40. machine_learning/random_forest/5way/config_0003/report.json +39 -0
  41. machine_learning/random_forest/5way/config_0004/config.json +18 -0
  42. machine_learning/random_forest/5way/config_0004/metrics.json +7 -0
  43. machine_learning/random_forest/5way/config_0004/model.pkl +3 -0
  44. machine_learning/random_forest/5way/config_0004/report.json +39 -0
  45. machine_learning/random_forest/5way/config_0005/config.json +18 -0
  46. machine_learning/random_forest/5way/config_0005/metrics.json +7 -0
  47. machine_learning/random_forest/5way/config_0005/model.pkl +3 -0
  48. machine_learning/random_forest/5way/config_0005/report.json +39 -0
  49. machine_learning/random_forest/results.csv +12 -0
machine_learning/random_forest/2way/config_0002/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "2way",
5
+ "config_index": 2,
6
+ "n_classes": 2,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/2way/config_0002/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.6645718774548312,
3
+ "cohen_kappa": 0.25160639225021575,
4
+ "spearman_r": 0.2985013265756891,
5
+ "pearson_r": 0.2985013265756893,
6
+ "train_time_s": 85.15181016921997
7
+ }
machine_learning/random_forest/2way/config_0002/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:808152b771f72397a20a6fa234bef71944fb0a715ccda234016e89bf3c01d21a
3
+ size 49989538
machine_learning/random_forest/2way/config_0002/report.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "2way",
4
+ "config_index": 2,
5
+ "mlflow_run_id": "9c56b22de5db4af8b4dec326aa1abc83",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "2way",
11
+ "config_index": 2,
12
+ "n_classes": 2,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.6645718774548312,
27
+ "cohen_kappa": 0.25160639225021575,
28
+ "spearman_r": 0.2985013265756891,
29
+ "pearson_r": 0.2985013265756893,
30
+ "train_time_s": 85.15181016921997
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "incorrect"
35
+ }
36
+ }
machine_learning/random_forest/2way/config_0003/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "2way",
5
+ "config_index": 3,
6
+ "n_classes": 2,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 600
18
+ }
machine_learning/random_forest/2way/config_0003/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.6684996072270227,
3
+ "cohen_kappa": 0.25974297990084083,
4
+ "spearman_r": 0.30950490923619073,
5
+ "pearson_r": 0.3095049092361905,
6
+ "train_time_s": 129.34345388412476
7
+ }
machine_learning/random_forest/2way/config_0003/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3e1ba51a2f6483105befc4a1fb255e606a7b8bc3f479d274db59b7e1c1237815
3
+ size 74977298
machine_learning/random_forest/2way/config_0003/report.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "2way",
4
+ "config_index": 3,
5
+ "mlflow_run_id": "7f5ed2ba569c4270ac3cdd228d80b311",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "2way",
11
+ "config_index": 3,
12
+ "n_classes": 2,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 600
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.6684996072270227,
27
+ "cohen_kappa": 0.25974297990084083,
28
+ "spearman_r": 0.30950490923619073,
29
+ "pearson_r": 0.3095049092361905,
30
+ "train_time_s": 129.34345388412476
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "incorrect"
35
+ }
36
+ }
machine_learning/random_forest/2way/config_0004/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "2way",
5
+ "config_index": 4,
6
+ "n_classes": 2,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 200
18
+ }
machine_learning/random_forest/2way/config_0004/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.6708562450903378,
3
+ "cohen_kappa": 0.2705689126781057,
4
+ "spearman_r": 0.3109216062081096,
5
+ "pearson_r": 0.3109216062081094,
6
+ "train_time_s": 43.18496012687683
7
+ }
machine_learning/random_forest/2way/config_0004/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0440f73a330d093c7b19e2f0cbd14393cdfe42e0230e91ef8b0e7a18a80282ac
3
+ size 22425137
machine_learning/random_forest/2way/config_0004/report.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "2way",
4
+ "config_index": 4,
5
+ "mlflow_run_id": "6268a634d50c485cacfb2a7bd977cc2e",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "2way",
11
+ "config_index": 4,
12
+ "n_classes": 2,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 200
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.6708562450903378,
27
+ "cohen_kappa": 0.2705689126781057,
28
+ "spearman_r": 0.3109216062081096,
29
+ "pearson_r": 0.3109216062081094,
30
+ "train_time_s": 43.18496012687683
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "incorrect"
35
+ }
36
+ }
machine_learning/random_forest/2way/config_0005/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "2way",
5
+ "config_index": 5,
6
+ "n_classes": 2,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/2way/config_0005/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.6716417910447762,
3
+ "cohen_kappa": 0.27005879431865265,
4
+ "spearman_r": 0.3146998270853577,
5
+ "pearson_r": 0.3146998270853577,
6
+ "train_time_s": 85.58903694152832
7
+ }
machine_learning/random_forest/2way/config_0005/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5024547b3dd1f35a516a0abb2d9251f967999f1d94421f97733fa575fb9cbdf3
3
+ size 44817538
machine_learning/random_forest/2way/config_0005/report.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "2way",
4
+ "config_index": 5,
5
+ "mlflow_run_id": "4c5b8adb409247019348960663b34993",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "2way",
11
+ "config_index": 5,
12
+ "n_classes": 2,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.6716417910447762,
27
+ "cohen_kappa": 0.27005879431865265,
28
+ "spearman_r": 0.3146998270853577,
29
+ "pearson_r": 0.3146998270853577,
30
+ "train_time_s": 85.58903694152832
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "incorrect"
35
+ }
36
+ }
machine_learning/random_forest/3way/config_0002/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "3way",
5
+ "config_index": 2,
6
+ "n_classes": 3,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/3way/config_0002/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5993715632364494,
3
+ "cohen_kappa": 0.36500655307994756,
4
+ "spearman_r": 0.47981058314348934,
5
+ "pearson_r": 0.4770490878361573,
6
+ "train_time_s": 81.90843319892883
7
+ }
machine_learning/random_forest/3way/config_0002/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cfd81b250eb6f5ae620ab9dae256cb2aca227f2355dffd60eff614310618a107
3
+ size 80116214
machine_learning/random_forest/3way/config_0002/report.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "3way",
4
+ "config_index": 2,
5
+ "mlflow_run_id": "133653be446d4b72aa7710e31617a5ad",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "3way",
11
+ "config_index": 2,
12
+ "n_classes": 3,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5993715632364494,
27
+ "cohen_kappa": 0.36500655307994756,
28
+ "spearman_r": 0.47981058314348934,
29
+ "pearson_r": 0.4770490878361573,
30
+ "train_time_s": 81.90843319892883
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "contradictory",
35
+ "2": "incorrect"
36
+ }
37
+ }
machine_learning/random_forest/3way/config_0003/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "3way",
5
+ "config_index": 3,
6
+ "n_classes": 3,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 600
18
+ }
machine_learning/random_forest/3way/config_0003/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.589159465828751,
3
+ "cohen_kappa": 0.34752112930034185,
4
+ "spearman_r": 0.45878831397036557,
5
+ "pearson_r": 0.4555631526511562,
6
+ "train_time_s": 124.22980642318726
7
+ }
machine_learning/random_forest/3way/config_0003/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:efa62ed4caf32525f52f5108dd450f96204d0174e409258f5a681fff1760bb9f
3
+ size 120099974
machine_learning/random_forest/3way/config_0003/report.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "3way",
4
+ "config_index": 3,
5
+ "mlflow_run_id": "0ce715ca8aed4b4c82208b634e3f83d6",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "3way",
11
+ "config_index": 3,
12
+ "n_classes": 3,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 600
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.589159465828751,
27
+ "cohen_kappa": 0.34752112930034185,
28
+ "spearman_r": 0.45878831397036557,
29
+ "pearson_r": 0.4555631526511562,
30
+ "train_time_s": 124.22980642318726
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "contradictory",
35
+ "2": "incorrect"
36
+ }
37
+ }
machine_learning/random_forest/3way/config_0004/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "3way",
5
+ "config_index": 4,
6
+ "n_classes": 3,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 200
18
+ }
machine_learning/random_forest/3way/config_0004/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.572663000785546,
3
+ "cohen_kappa": 0.3228504909126644,
4
+ "spearman_r": 0.41851934515818184,
5
+ "pearson_r": 0.4168675796796924,
6
+ "train_time_s": 41.01277017593384
7
+ }
machine_learning/random_forest/3way/config_0004/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d529e9e66995264e472f961b7e28da3a33e72eeb3f6ed39eee06241ac91a0358
3
+ size 33613589
machine_learning/random_forest/3way/config_0004/report.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "3way",
4
+ "config_index": 4,
5
+ "mlflow_run_id": "4c8014bb10ae4951bb3e49f1dfd0e5cc",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "3way",
11
+ "config_index": 4,
12
+ "n_classes": 3,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 200
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.572663000785546,
27
+ "cohen_kappa": 0.3228504909126644,
28
+ "spearman_r": 0.41851934515818184,
29
+ "pearson_r": 0.4168675796796924,
30
+ "train_time_s": 41.01277017593384
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "contradictory",
35
+ "2": "incorrect"
36
+ }
37
+ }
machine_learning/random_forest/3way/config_0005/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "3way",
5
+ "config_index": 5,
6
+ "n_classes": 3,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/3way/config_0005/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5734485467399842,
3
+ "cohen_kappa": 0.32377984954167927,
4
+ "spearman_r": 0.4264128083210152,
5
+ "pearson_r": 0.4240326618053715,
6
+ "train_time_s": 82.60731267929077
7
+ }
machine_learning/random_forest/3way/config_0005/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4ccf1fb9477c48bb588eaf136ce0f4536859aef5f2d8313b497f760ae51b9633
3
+ size 67134806
machine_learning/random_forest/3way/config_0005/report.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "3way",
4
+ "config_index": 5,
5
+ "mlflow_run_id": "03732a8545694865b6dbfaf0ad0f3ed8",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "3way",
11
+ "config_index": 5,
12
+ "n_classes": 3,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5734485467399842,
27
+ "cohen_kappa": 0.32377984954167927,
28
+ "spearman_r": 0.4264128083210152,
29
+ "pearson_r": 0.4240326618053715,
30
+ "train_time_s": 82.60731267929077
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "contradictory",
35
+ "2": "incorrect"
36
+ }
37
+ }
machine_learning/random_forest/5way/config_0002/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "5way",
5
+ "config_index": 2,
6
+ "n_classes": 5,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/5way/config_0002/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5624509033778476,
3
+ "cohen_kappa": 0.3280246477171388,
4
+ "spearman_r": 0.4515014448091066,
5
+ "pearson_r": 0.4491277396469374,
6
+ "train_time_s": 84.4455316066742
7
+ }
machine_learning/random_forest/5way/config_0002/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f546f6069826b0a4d5375a822e5afe1f4104430664746824c120fdfae2068747
3
+ size 108609630
machine_learning/random_forest/5way/config_0002/report.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "5way",
4
+ "config_index": 2,
5
+ "mlflow_run_id": "48ef450c63424fd39cdcfa282c219eab",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "5way",
11
+ "config_index": 2,
12
+ "n_classes": 5,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5624509033778476,
27
+ "cohen_kappa": 0.3280246477171388,
28
+ "spearman_r": 0.4515014448091066,
29
+ "pearson_r": 0.4491277396469374,
30
+ "train_time_s": 84.4455316066742
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "partially_correct_incomplete",
35
+ "2": "contradictory",
36
+ "3": "irrelevant",
37
+ "4": "non_domain"
38
+ }
39
+ }
machine_learning/random_forest/5way/config_0003/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "5way",
5
+ "config_index": 3,
6
+ "n_classes": 5,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 2,
17
+ "n_estimators": 600
18
+ }
machine_learning/random_forest/5way/config_0003/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5663786331500392,
3
+ "cohen_kappa": 0.33461417913345004,
4
+ "spearman_r": 0.4590418995518574,
5
+ "pearson_r": 0.45634315036350664,
6
+ "train_time_s": 127.86135292053223
7
+ }
machine_learning/random_forest/5way/config_0003/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:23182aab46171ac4fc8f79984f2c5970d7342e66eebae078e3a77f3ba0a49729
3
+ size 163006102
machine_learning/random_forest/5way/config_0003/report.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "5way",
4
+ "config_index": 3,
5
+ "mlflow_run_id": "eeb53137dd4f4358a26cc928544be7c0",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "5way",
11
+ "config_index": 3,
12
+ "n_classes": 5,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 2,
23
+ "n_estimators": 600
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5663786331500392,
27
+ "cohen_kappa": 0.33461417913345004,
28
+ "spearman_r": 0.4590418995518574,
29
+ "pearson_r": 0.45634315036350664,
30
+ "train_time_s": 127.86135292053223
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "partially_correct_incomplete",
35
+ "2": "contradictory",
36
+ "3": "irrelevant",
37
+ "4": "non_domain"
38
+ }
39
+ }
machine_learning/random_forest/5way/config_0004/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "5way",
5
+ "config_index": 4,
6
+ "n_classes": 5,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 200
18
+ }
machine_learning/random_forest/5way/config_0004/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5553809897879026,
3
+ "cohen_kappa": 0.3182084422705883,
4
+ "spearman_r": 0.43962377274644937,
5
+ "pearson_r": 0.43724265510042165,
6
+ "train_time_s": 42.162351846694946
7
+ }
machine_learning/random_forest/5way/config_0004/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:208684132d498191677c53715163da0af0c39037adda3354329c9cd0ab3d38ff
3
+ size 43116773
machine_learning/random_forest/5way/config_0004/report.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "5way",
4
+ "config_index": 4,
5
+ "mlflow_run_id": "af99d7f44c3c46218ae4f60dd43767e8",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "5way",
11
+ "config_index": 4,
12
+ "n_classes": 5,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 200
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5553809897879026,
27
+ "cohen_kappa": 0.3182084422705883,
28
+ "spearman_r": 0.43962377274644937,
29
+ "pearson_r": 0.43724265510042165,
30
+ "train_time_s": 42.162351846694946
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "partially_correct_incomplete",
35
+ "2": "contradictory",
36
+ "3": "irrelevant",
37
+ "4": "non_domain"
38
+ }
39
+ }
machine_learning/random_forest/5way/config_0005/config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm_name": "Random Forest",
3
+ "algorithm_slug": "random_forest",
4
+ "scheme": "5way",
5
+ "config_index": 5,
6
+ "n_classes": 5,
7
+ "n_train": 9531,
8
+ "n_test": 1273,
9
+ "feature_dim": 3074,
10
+ "embed_model": "text-embedding-3-small",
11
+ "random_seed": 42,
12
+ "class_weight": null,
13
+ "max_depth": null,
14
+ "max_features": "sqrt",
15
+ "min_samples_leaf": 1,
16
+ "min_samples_split": 5,
17
+ "n_estimators": 400
18
+ }
machine_learning/random_forest/5way/config_0005/metrics.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "accuracy": 0.5624509033778476,
3
+ "cohen_kappa": 0.32837853837811215,
4
+ "spearman_r": 0.4520917540361615,
5
+ "pearson_r": 0.4494784036288927,
6
+ "train_time_s": 84.11550951004028
7
+ }
machine_learning/random_forest/5way/config_0005/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3e33acb28031aa5a45c06625b5e9795b6df35c052d888a804d84bce315ff29f
3
+ size 86140014
machine_learning/random_forest/5way/config_0005/report.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "algorithm": "Random Forest",
3
+ "scheme": "5way",
4
+ "config_index": 5,
5
+ "mlflow_run_id": "26c62c34e2d042ea8f598f7dba4c9e94",
6
+ "model_logging_mode": "huggingface_pickle",
7
+ "params": {
8
+ "algorithm_name": "Random Forest",
9
+ "algorithm_slug": "random_forest",
10
+ "scheme": "5way",
11
+ "config_index": 5,
12
+ "n_classes": 5,
13
+ "n_train": 9531,
14
+ "n_test": 1273,
15
+ "feature_dim": 3074,
16
+ "embed_model": "text-embedding-3-small",
17
+ "random_seed": 42,
18
+ "class_weight": null,
19
+ "max_depth": null,
20
+ "max_features": "sqrt",
21
+ "min_samples_leaf": 1,
22
+ "min_samples_split": 5,
23
+ "n_estimators": 400
24
+ },
25
+ "metrics": {
26
+ "accuracy": 0.5624509033778476,
27
+ "cohen_kappa": 0.32837853837811215,
28
+ "spearman_r": 0.4520917540361615,
29
+ "pearson_r": 0.4494784036288927,
30
+ "train_time_s": 84.11550951004028
31
+ },
32
+ "label_names": {
33
+ "0": "correct",
34
+ "1": "partially_correct_incomplete",
35
+ "2": "contradictory",
36
+ "3": "irrelevant",
37
+ "4": "non_domain"
38
+ }
39
+ }
machine_learning/random_forest/results.csv CHANGED
@@ -2,3 +2,15 @@ algorithm,scheme,config_index,mlflow_run_id,model_logging_mode,class_weight,max_
2
  Random Forest,5way,1,eb352d9d493f4266af7890a555be85a9,huggingface_pickle,,,sqrt,1,2,200,0.5428122545168892,0.2985688033787488,0.41100000957780275,0.40848719536406114,42.28361749649048
3
  Random Forest,3way,1,9e2a94a36b6845e7bf8cd6db9a7b00c1,huggingface_pickle,,,sqrt,1,2,200,0.6017282010997643,0.3669449681123824,0.47314668345888833,0.47224489523345975,41.56423211097717
4
  Random Forest,2way,1,a126c11405824bcdb024ed92e6fdcd77,huggingface_pickle,,,sqrt,1,2,200,0.6716417910447762,0.27292130102807677,0.3124884020592811,0.312488402059281,42.705482482910156
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  Random Forest,5way,1,eb352d9d493f4266af7890a555be85a9,huggingface_pickle,,,sqrt,1,2,200,0.5428122545168892,0.2985688033787488,0.41100000957780275,0.40848719536406114,42.28361749649048
3
  Random Forest,3way,1,9e2a94a36b6845e7bf8cd6db9a7b00c1,huggingface_pickle,,,sqrt,1,2,200,0.6017282010997643,0.3669449681123824,0.47314668345888833,0.47224489523345975,41.56423211097717
4
  Random Forest,2way,1,a126c11405824bcdb024ed92e6fdcd77,huggingface_pickle,,,sqrt,1,2,200,0.6716417910447762,0.27292130102807677,0.3124884020592811,0.312488402059281,42.705482482910156
5
+ Random Forest,5way,2,48ef450c63424fd39cdcfa282c219eab,huggingface_pickle,,,sqrt,1,2,400,0.5624509033778476,0.3280246477171388,0.4515014448091066,0.4491277396469374,84.4455316066742
6
+ Random Forest,3way,2,133653be446d4b72aa7710e31617a5ad,huggingface_pickle,,,sqrt,1,2,400,0.5993715632364494,0.36500655307994756,0.47981058314348934,0.4770490878361573,81.90843319892883
7
+ Random Forest,2way,2,9c56b22de5db4af8b4dec326aa1abc83,huggingface_pickle,,,sqrt,1,2,400,0.6645718774548312,0.25160639225021575,0.2985013265756891,0.2985013265756893,85.15181016921997
8
+ Random Forest,5way,3,eeb53137dd4f4358a26cc928544be7c0,huggingface_pickle,,,sqrt,1,2,600,0.5663786331500392,0.33461417913345004,0.4590418995518574,0.45634315036350664,127.86135292053223
9
+ Random Forest,3way,3,0ce715ca8aed4b4c82208b634e3f83d6,huggingface_pickle,,,sqrt,1,2,600,0.589159465828751,0.34752112930034185,0.45878831397036557,0.4555631526511562,124.22980642318726
10
+ Random Forest,2way,3,7f5ed2ba569c4270ac3cdd228d80b311,huggingface_pickle,,,sqrt,1,2,600,0.6684996072270227,0.25974297990084083,0.30950490923619073,0.3095049092361905,129.34345388412476
11
+ Random Forest,5way,4,af99d7f44c3c46218ae4f60dd43767e8,huggingface_pickle,,,sqrt,1,5,200,0.5553809897879026,0.3182084422705883,0.43962377274644937,0.43724265510042165,42.162351846694946
12
+ Random Forest,3way,4,4c8014bb10ae4951bb3e49f1dfd0e5cc,huggingface_pickle,,,sqrt,1,5,200,0.572663000785546,0.3228504909126644,0.41851934515818184,0.4168675796796924,41.01277017593384
13
+ Random Forest,2way,4,6268a634d50c485cacfb2a7bd977cc2e,huggingface_pickle,,,sqrt,1,5,200,0.6708562450903378,0.2705689126781057,0.3109216062081096,0.3109216062081094,43.18496012687683
14
+ Random Forest,5way,5,26c62c34e2d042ea8f598f7dba4c9e94,huggingface_pickle,,,sqrt,1,5,400,0.5624509033778476,0.32837853837811215,0.4520917540361615,0.4494784036288927,84.11550951004028
15
+ Random Forest,3way,5,03732a8545694865b6dbfaf0ad0f3ed8,huggingface_pickle,,,sqrt,1,5,400,0.5734485467399842,0.32377984954167927,0.4264128083210152,0.4240326618053715,82.60731267929077
16
+ Random Forest,2way,5,4c5b8adb409247019348960663b34993,huggingface_pickle,,,sqrt,1,5,400,0.6716417910447762,0.27005879431865265,0.3146998270853577,0.3146998270853577,85.58903694152832