GenQ: Unsupervised Training of Sentence Embeddings in NLP

GPL: Unsupervised Training of Sentence Transformer Embeddings (Paper Summary)

Topical Chunking - Advanced Chunking Strategy for RAG

RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval (Paper Summary)

What is a Masked Language Model (MLM) ?

SimCSE - Unsupervised Sentence Embeddings

TSDAE - Unsupervised Training of Sentence Embeddings

Understanding Precision@K and Recall@K Metrics

Proposition-Based Retrieval Explained!

Why do we need Positional Encoding in Transformers?

Retrieval-Augmented Generation with Knowledge Graphs for Customer Support Q/A (Paper Summary)

Improving your RAG system with Self Querying Retrieval

Improving Document Re-ranking with Zero-Shot Question Generation (Paper Summary)

Understanding Reciprocal Rank Fusion in Hybrid Search [Advanced RAG]

API Design - 3 common Pagination Strategies

Blueprint for Designing Machine Learning Systems

LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Large Language Models (LLMs) for Recommendations (Paper Walkthrough)

Document Re-ranking using LLMs - Advanced RAG

Introducing PandasAI: Generative AI Python Library

Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves

Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models

MemPrompt: Memory-assisted prompt editing to improve GPT-3 after deployment

Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

Advanced RAG Concept: Improving RAG with Multi-stage Document Reranking

Improving Language Model Reasoning with Contrastive Chain-of-Thought Prompting

Improving RAG performance with Parent Context Retriever

Understanding RAG: Basics, Challenges, and Improvements

PDF Document Question Answering with ChatGPT #demo

GPT-3 Fine-Tuning Made Easy: No Coding Required!

DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarisation (Paper Summary)

Frustratingly Easy Model Ensemble for Abstractive Summarization (Research Paper Walkthrough)

GPTZero: Hero or Zero in Detecting AI Generated Text?

I built GPT-3 powered Excel for analysing Amazon Reviews

GraphGPT: Transform Text into Knowledge Graphs with GPT-3

LinkBERT: Pretraining Language Models with Document Links (Research Paper Walkthrough)

TabLLM: Few-shot Classification of Tabular Data with Large Language Models (Paper Summary)

SetFit - Efficient Few-Shot Learning Without Prompts (Research Paper Walkthrough)

DocQuery: Document Query Engine (Visual Question Answering) | Hugging face 🤗 Spaces

OCR-VQA: Visual Question Answering by Reading Text in Images (Research Paper Summary)

Cohen's Kappa: Inter-rater Agreement Score for Categorical Items

Donut 🍩 : OCR-free Document Understanding Transformer (Research Paper Walkthrough)

Dense Passage Retrieval for Open-Domain Question Answering (Research Paper Walkthrough)

WordPiece Tokenization in NLP

A Semi-automatic approach for Generating Video Trailers for Learning Pathways (Poster Walkthrough)

Byte Pair Encoding Tokenization in NLP

Zero-Shot Relation Extraction from Text as a Natural Language Inference Task

Building Data Drift Detection Dashboard using Evidently and Mercury (Blog Walkthrough)

LongT5: Efficient Text-To-Text Transformer for Long Sequences (Research Paper Summary)

Increasing Restaurant Sales by Optimising Online Menu using Machine Learning (Blog Walkthrough)

LayoutLM: Pre-training of Text and Layout for Document Image Understanding (Paper Summary)

BERTScore: Evaluating Text Generation with BERT (Paper Summary)

Text Entailment approach for Zero-shot Text Classification (Research Paper Walkthrough)

Understanding nDCG metric for Search Ranking systems

Zero-Shot and Few-Shot Text Classification Techniques in NLP (Tech Report Walkthrough)

Enabling Language Models to Fill in the Blanks (Research Paper Walkthrough)

Few-shot Named Entity Recognition | Decoding NLP Libraries (Concise Concepts)

HealthPrompt: A Zero-shot Learning Paradigm for Clinical Natural Language Processing (Paper Summary)

Improving Unsupervised Dialogue Topic Segmentation with Utterance-Pair Coherence Scoring (Summary)

BERT Goes Shopping: Comparing Distributional Models for Product Representations (Paper Walkthrough)