Text Generation: Unifying Natural Language Tasks as Output Sequences
Modern natural language processing (NLP) increasingly treats diverse tasks as sequence-to-sequence generation problems. Rather than restricting models to classification or extraction, we can frame nearly any NLP task—summarization, correction, translation—as generating a target text from an input text. This paradigm shift enables more flexible ...
Posted on Wed, 20 May 2026 06:21:57 +0000 by ntroycondo
Implementing Naive Bayes for Email Spam Classification
Reading Email Dataset
The first step in our spam classification task is to load the email dataset. We'll use Python's csv module to read the SMSSpamCollection file which contains labeled SMS messages.
import csv
def load_sms_dataset(file_path):
"""
Load SMS dataset from a tab-separated file
Returns: tuple of (labels, messages)
...
Posted on Sun, 10 May 2026 14:09:15 +0000 by Saphod