A Guide to Leveraging BERT for Extractive Text Summarization on Lectures

A technical guide to using BERT for extractive summarization on lectures that outperforms other NLP models

Karthik Shiraly

March 22, 2023

Blog Posts for

GPT-3

A Guide to Leveraging BERT for Extractive Text Summarization on Lectures

A technical guide to using BERT for extractive summarization on lectures that outperforms other NLP models

March 22, 2023
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Revolutionizing News Summarization: Exploring the Power of GPT in Zero-Shot and Specialized Tasks

Discover how prompt based LLMs like GPT-3 & GPT-4 are transforming news summarization with its zero-shot capabilities and adaptability to specialized tasks like keyword-based summarization. Learn about the limitations of current evaluation metrics and the potential future directions in text summarization research.

March 22, 2023
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Unlocking the Power of Generative Models: Learning Hard Prompts through Optimization for Image Generation and Language Tasks

Discover the PEZ method for learning hard prompts through optimization, a powerful technique that enhances generative models for image generation and language tasks, improves transferability, and enables few-shot learning

March 21, 2023
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Building an Ai Marketing Copy Generator For Keap With 17 Operations | Case Study

Take a look at how Width.ai built 17 generative ai pipelines for use in the Keap.com marketing copy generation product

March 15, 2023
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See GPT-J vs. GPT-3 Go Head-to-Head on Popular Language Tasks

See a comparison of GPT-3 vs. GPT-J, a self-hosted, customizable, open-source transformer-based large language model you can use for your business workflows.

February 26, 2023
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BART Text Summarization vs. GPT-3 vs. BERT: An In-Depth Comparison

We compare 12 AI text summarization models through a series of tests to see how BART text summarization holds up against GPT-3, PEGASUS, and more.

February 22, 2023
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Building a Custom Intent Classification GPT-3 Model For Conversational Ai

Let’s take a look at what intent classification is in conversational ai and how you can build a GPT-3 intent classification model for conversational ai and chatbot pipelines.

January 14, 2023
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Building a GPT-3 Call to Action Generator Tool that constantly improves

Let's build a custom CTA generator that you'll actually want to use for your website copy

October 20, 2022
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Processing Master Service Agreements With Multi-Task GPT-3 Model for Blended Summarization & Dynamic NER

We’re going to look at how we built a state of the art NLP pipeline for blended summarization and NER to process master service agreements (MDAs) that vary the outputs based on the input document and what is deemed important information.

October 20, 2022
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Building an NLP legal clause rewriter that improves clause clarity and reduces risk | Case Study

How we leveraged large language models to build a legal clause rewriting pipeline that generates stronger language and more clarity in legal clauses

October 20, 2022
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4 Powerful Long Text Summarization Methods With Real Examples

4 different NLP methods of summarizing longer input text into different methods such as extractive, abstractive, and blended summarization

October 20, 2022
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Using GPT-3 For Automated Partial & Full UPC Code Matching | Case Study

We built a custom GPT-3 pipeline to automate UPC code matching for both full and partial UPC codes. Our model handles insane levels of noise and input source variation

October 20, 2022
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5 Steps To Production Level GPT-3 Language Translation Software

Let’s take a look at the 5 easy steps to start using a production level GPT-3 language translation pipeline for any use case.

October 20, 2022
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State of the Art GPT-3 Summarizer For Any Size Document or Format

The key components to building a gpt-3 summarizer with short & long-form summarization for news articles, blog posts, legal documents, and more.

October 20, 2022
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5 Most Valuable Ways To Convert Unstructured Text To Structured Data

Here's 5 of the most valuable ways to convert unstructured text to structured data with natural language processing

October 20, 2022
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7 NLP Techniques for Extracting Information from Unstructured Text using Algorithms

7 different ways to extract valuable information from unstructured text using algorithms such as GPT-3, spaCy, and LDA.

October 20, 2022
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How We Build The Highest Confidence GPT-3 Chatbots Available In 2022

A deep understanding of how we use gpt-3 and other NLP processes to build flexible chatbot architectures that can handle negotiation, multiple conversation turns, and multiple sales tactics to increase conversions.

December 1, 2022
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Designing Two GPT-3 Products For O.C. Tanner | Case Study

The popular HR company O.C. Tanner, which has been in business since 1927 and has over 1500 employees, was looking to research and design two GPT-3 software products to be used as internal tools with their clients. GPT-3 based products can be difficult to outline and design given the sheer lack of publicly available information around optimizing and improving these systems to a production level.

October 20, 2022
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Building A GPT-3 Twitter Sentiment Analysis Product

We’re going to walk through building a production level twitter sentiment analysis classifier using GPT-3 with the popular tweet dataset Sentiment140.

October 20, 2022
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Keyword Extraction Using GPT-3 In The Education Industry | Case Study

We built a GPT-3 based software solution to automate raw data processing and data classification. Our model handles keyword extraction, named entity recognition, text classification | Case Study

October 20, 2022
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Using GPT-3 For Topic Extraction In The Asset Management Industry | Case Study

We built a custom GPT-3 pipeline for key topic extraction for an asset management company that can be used across the financial domain | Case Study

October 20, 2022
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Ecommerce Product Taxonomy & Categorization With GPT-3

How you can use GPT-3 to create higher order product categorization and product tagging from your ecommerce listings, and how you can create a powerful product taxonomy system with ai.

March 5, 2023
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Business Applications For GPT-3

GPT-3 is one of the most versatile and transformative components that you can include in your framework, application or service. However, sensational headlines have obscured its wide range of capabilities since its launch. Let’s take a look at the ways that companies and researchers are achieving real-world results with GPT-3, and examine the untapped potential of this 'celebrity AI'.

October 20, 2022
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