5. Use word embeddings to create meaningful sentences for creative tasks. Retrieve similar words for a seed word. Create a sentence or story using these words as a starting point. Write a program that: Takes a seed word. Generates similar words. Constructs a short paragraph using these words.
PROGRAM:
# Required Libraries:
# Install gensim if not already installed:
# pip install gensim
import gensim.downloader as api # For loading pre-trained word embeddings
from gensim.models import KeyedVectors # For working with word vectors
import random # For shuffling similar words
# Load pre-trained GloVe word vectors (100-dimensional, trained on Wikipedia + Gigaword)
model = api.load("glove-wiki-gigaword-100")
# Function to generate similar words for a given seed word
def generate_similar_words(seed_word, topn=10):
# Check if the seed word exists in the model vocabulary
if seed_word in model:
# Return top 'n' similar words based on cosine similarity
return [word for word, _ in model.most_similar(seed_word, topn=topn)]
else:
# Return empty list if word not in vocabulary
return []
# Function to create a meaningful paragraph using the seed and its similar words
def create_paragraph(seed_word):
similar_words = generate_similar_words(seed_word, topn=10)
if not similar_words:
return f"No similar words found for '{seed_word}'."
# Randomly shuffle similar words and select 5
random.shuffle(similar_words)
selected_words = similar_words[:5]
# Construct a short creative paragraph
paragraph = f"In a world defined by {seed_word}, "
paragraph += f"people found themselves surrounded by concepts like {', '.join(selected_words[:-1])}, and {selected_words[-1]}. "
paragraph += f"These ideas shaped the way they thought, acted, and dreamed. Every step forward in their journey reflected the essence of '{seed_word}', "
paragraph += f"bringing them closer to understanding the true meaning of {selected_words[0]}."
return paragraph
# Example usage
seed = "freedom" # You can change this to any word like 'love', 'innovation', etc.
print(create_paragraph(seed))OUTPUT:
In a world defined by freedom, people found themselves surrounded by concepts like equality, democracy, rights, free, and independence. These ideas shaped the way they thought, acted, and dreamed. Every step forward in their journey reflected the essence of 'freedom', bringing them closer to understanding the true meaning of equality.