| { | |
| "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" | |
| } |