{ "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" }