Advanced Computational Linguistics

// Advanced Computational Linguistics Framework class AdvancedComputationalLinguistics { constructor() { this.texts = []; this.models = []; this.algorithms = []; this.applications = []; } // Natural Language Processing processNaturalLanguage(text, tasks) { const nlp = { text: text, tasks: tasks, preprocessing: null, analysis: null, understanding: null, generation: null }; // Text Preprocessing nlp.preprocessing = this.preprocessText(text, tasks); // Linguistic Analysis nlp.analysis = this.analyzeLinguistics(nlp.preprocessing); // Language Understanding nlp.understanding = this.understandLanguage(nlp.analysis); // Text Generation nlp.generation = this.generateText(nlp.understanding); return nlp; } // Machine Translation translateLanguage(source, target, method) { const translation = { source: source, target: target, method: method, alignment: null, modeling: null, decoding: null, evaluation: null }; // Word Alignment translation.alignment = this.alignWords(source, target); // Translation Modeling translation.modeling = this.modelTranslation(translation.alignment); // Decoding Process translation.decoding = this.decodeTranslation(translation.modeling); // Translation Evaluation translation.evaluation = this.evaluateTranslation(translation.decoding); return translation; } // Speech Recognition recognizeSpeech(audio, language) { const speech = { audio: audio, language: language, preprocessing: null, feature: null, recognition: null, postprocessing: null }; // Audio Preprocessing speech.preprocessing = this.preprocessAudio(audio, language); // Feature Extraction speech.feature = this.extractFeatures(speech.preprocessing); // Speech Recognition speech.recognition = this.recognizeSpeech(speech.feature); // Post-processing speech.postprocessing = this.postprocessSpeech(speech.recognition); return speech; } // Text Analysis analyzeText(content, methods) { const analysis = { content: content, methods: methods, tokenization: null, parsing: null, semantics: null, insights: null }; // Text Tokenization analysis.tokenization = this.tokenizeText(content, methods); // Syntactic Parsing analysis.parsing = this.parseSyntax(analysis.tokenization); // Semantic Analysis analysis.semantics = this.analyzeSemantics(analysis.parsing); // Insight Generation analysis.insights = this.generateInsights(analysis.semantics); return analysis; } // Language Modeling modelLanguage(data, approach) { const modeling = { data: data, approach: approach, training: null, validation: null, testing: null, deployment: null }; // Model Training modeling.training = this.trainModel(data, approach); // Model Validation modeling.validation = this.validateModel(modeling.training); // Model Testing modeling.testing = this.testModel(modeling.validation); // Model Deployment modeling.deployment = this.deployModel(modeling.testing); return modeling; } // Computational Semantics analyzeSemantics(meaning, context) { const semantics = { meaning: meaning, context: context, representation: null, reasoning: null, inference: null, interpretation: null }; // Meaning Representation semantics.representation = this.representMeaning(meaning, context); // Semantic Reasoning semantics.reasoning = this.reasonSemantics(semantics.representation); // Logical Inference semantics.inference = this.inferLogic(semantics.reasoning); // Meaning Interpretation semantics.interpretation = this.interpretMeaning(semantics.inference); return semantics; } }