File size: 1,511 Bytes
b99688d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
{
 "n_samples": 176,
 "n_documents": 88,
 "class_counts": {
  "adr": 50,
  "guide": 16,
  "postmortem": 40,
  "design-doc": 24,
  "teardown": 20,
  "playbook": 26
 },
 "accuracy": 0.648,
 "macro_f1": 0.643,
 "majority_baseline_accuracy": 0.284,
 "pooling": "mean of chunk embeddings",
 "report": {
  "adr": {
   "precision": 0.5625,
   "recall": 0.54,
   "f1-score": 0.5510204081632653,
   "support": 50.0
  },
  "design-doc": {
   "precision": 0.4444444444444444,
   "recall": 0.5,
   "f1-score": 0.47058823529411764,
   "support": 24.0
  },
  "guide": {
   "precision": 0.8333333333333334,
   "recall": 0.625,
   "f1-score": 0.7142857142857143,
   "support": 16.0
  },
  "playbook": {
   "precision": 0.5714285714285714,
   "recall": 0.6153846153846154,
   "f1-score": 0.5925925925925926,
   "support": 26.0
  },
  "postmortem": {
   "precision": 0.9473684210526315,
   "recall": 0.9,
   "f1-score": 0.9230769230769231,
   "support": 40.0
  },
  "teardown": {
   "precision": 0.5652173913043478,
   "recall": 0.65,
   "f1-score": 0.6046511627906976,
   "support": 20.0
  },
  "accuracy": 0.6477272727272727,
  "macro avg": {
   "precision": 0.654048693593888,
   "recall": 0.6383974358974359,
   "f1-score": 0.6427025060338852,
   "support": 176.0
  },
  "weighted avg": {
   "precision": 0.6601206109394039,
   "recall": 0.6477272727272727,
   "f1-score": 0.6516887333527943,
   "support": 176.0
  }
 },
 "protocol": "5-fold StratifiedGroupKFold, seed 42, pt and en of one document always in the same fold"
}