File size: 1,631 Bytes
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"model_type": "RandomForestClassifier",
"library": "sklearn",
"task": "text-classification",
"subtask": "query-dependency-detection",
"feature_names": [
"q1_length",
"q2_length",
"length_diff",
"length_ratio",
"q1_char_length",
"q2_char_length",
"char_length_ratio",
"common_words",
"jaccard_similarity",
"word_overlap_ratio",
"stem_overlap",
"bigram_overlap",
"trigram_overlap",
"pronoun_count",
"reference_count",
"connective_count",
"early_pronoun_count",
"early_reference_count",
"early_connective_count",
"dependency_phrase_count",
"has_dependency_phrase",
"semantic_similarity",
"entity_overlap",
"q1_exclamation",
"q2_exclamation",
"q1_comma_count",
"q2_comma_count",
"q1_avg_word_length",
"q2_avg_word_length",
"complexity_diff",
"q1_syllable_density",
"q2_syllable_density",
"continuation_markers",
"contrast_markers",
"causation_markers",
"exemplification_markers",
"elaboration_markers",
"repeated_words_q2",
"max_word_repetition",
"q1_caps_words",
"q2_caps_words",
"spatial_references",
"temporal_references",
"comparative_references",
"quantitative_references"
],
"label_classes": [
"dependent",
"independent"
],
"num_features": 45,
"model_params": {
"n_estimators": 500,
"max_depth": 15,
"min_samples_split": 7,
"min_samples_leaf": 3,
"max_features": "sqrt",
"random_state": 42,
"class_weight": "balanced"
},
"created_at": "2025-07-25T18:08:02.989967",
"version": "1.0.0"
} |