Upload model_card.json with huggingface_hub
Browse files- model_card.json +44 -0
model_card.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_type": "Enhanced Random Forest",
|
| 3 |
+
"model_version": "enhanced",
|
| 4 |
+
"task": "regression",
|
| 5 |
+
"domain": "readability assessment",
|
| 6 |
+
"performance": {
|
| 7 |
+
"test_mae": 0.4219855672279393,
|
| 8 |
+
"test_r2": 0.8460916091361399,
|
| 9 |
+
"cv_mae": 0.41789318171271833,
|
| 10 |
+
"cv_std": 0.011257100569327851,
|
| 11 |
+
"oob_score": 0.8415221144777265
|
| 12 |
+
},
|
| 13 |
+
"features": {
|
| 14 |
+
"total_features": 36,
|
| 15 |
+
"selected_features": 25,
|
| 16 |
+
"selection_method": "N/A",
|
| 17 |
+
"feature_categories": [
|
| 18 |
+
"traditional_readability",
|
| 19 |
+
"age_of_acquisition",
|
| 20 |
+
"syntactic_complexity",
|
| 21 |
+
"lexical_diversity",
|
| 22 |
+
"morphological_features",
|
| 23 |
+
"semantic_features",
|
| 24 |
+
"corpus_indicators"
|
| 25 |
+
]
|
| 26 |
+
},
|
| 27 |
+
"training_data": {
|
| 28 |
+
"primary": "WeeBit corpus",
|
| 29 |
+
"secondary": "CLEAR corpus",
|
| 30 |
+
"samples": 2500
|
| 31 |
+
},
|
| 32 |
+
"architecture": {
|
| 33 |
+
"algorithm": "Random Forest",
|
| 34 |
+
"n_estimators": 200,
|
| 35 |
+
"feature_selection": true,
|
| 36 |
+
"scaling": "RobustScaler"
|
| 37 |
+
},
|
| 38 |
+
"improvements": [
|
| 39 |
+
"Enhanced feature engineering",
|
| 40 |
+
"Robust scaling and selection",
|
| 41 |
+
"Improved generalization",
|
| 42 |
+
"Multi-dataset validation"
|
| 43 |
+
]
|
| 44 |
+
}
|