Summarization & Translation
MLSum French Summarization
Seq2Seq with Attention for summarizing French news articles with high linguistic accuracy.
DialogSum Summarization
Summarizing multi-turn dialogues using neural encoder-decoder architectures on the DialogSum dataset.
CiteSum: Citation Summary
Sophisticated text summarization specifically designed for academic and scientific citation analysis.
Portuguese-English Translation
Neural Machine Translation (NMT) using Seq2Seq with Neural Attention mechanism.
Ukrainian-English Translation
Advanced Seq2Seq Attention model for high-fidelity translation between Ukrainian and English.
English-Italian Translation
LSTMs with Attention for intelligent translation from English to Italian.
News Summarization Engine
Seq2Seq Attention network for automated abstractive summarization of general news articles.
SamSum Dialogues Summary
Specialized summarization for daily text/chat dialogues using neural architectures.
Information Extraction (NER)
CoNLL-2003 NER
Entity extraction using Bidirectional LSTM + Attention on the benchmark CoNLL-2003 dataset.
MIT Movies NER
Domain-specific NER for movie search queries using Bidirectional GRUs with Attention.
WNUT-2016 Social Media NER
Extracting entities from unstructured social media text using Stacked BiLSTMs with Attention.
BC5CDR Medical NER
Stacked Bidirectional GRUs with Attention for identifying chemicals and diseases in medical text.
Multilingual German NER
Bi-LSTM combined with attention for robust Named Entity Recognition in German language datasets.
Text Classification & Sentiment
Fake News Classification
Fine-tuning the BERT Transformer model for high-precision detection of misinformation.
Mental Health Classification
Social post analysis for mental health signals using a fine-tuned DistilBERT Transformer.
Luxury Apparel Classification
E-commerce product categorization for high-end fashion using fine-tuned DistilBERT.
Cyberbullying Classification
Detecting offensive language and bullying in social media text using fine-tuned DistilBERT.
News Category Prediction
Multi-class classification of global news categories using BERT Transformers.
Resume Categorization
Automated industry-based resume classification using NLP Pipeline and Transformers.
SMS Spam Detection
Detecting spam messages with the fine-tuned RoBERTa-Base Transformer model.
Emotion Recognition from Text
Multi-label emotion detection from text data using BERT Transformer architectures.
Financial News Sentiment
Analyzing market sentiment from financial news headlines using deep learning.
Symptoms-to-Disease Prediction
NLP-based text classification to map patient-described symptoms to medical diagnoses.
Advanced NLP Applications
SQuaD Question Answering
Extractive Question Answering system built on the SQuAD dataset using BERT.
Image Caption Generation
Bridging CV and NLP using ResNet and LSTMs to generate descriptive captions for images.
Next Word Prediction
Language modeling using Bidirectional LSTMs for real-time predictive text generation.
XLM-R Language Detection
Identifying 100+ languages from short text snippets using fine-tuned XLM-Roberta.
Customer Support (NLTK)
Intent classification and automated customer support dialogue management using NLTK.
Fake Reviews Detection
Detecting deceptive reviews on e-commerce platforms using linguistic features and ML.