Blog Posts for

An Year End Review of the Best Open-Source LLMs for Complex Summarization and AI Chatbots

Is Llama 2 the best open-source LLM out there? Or is it TII Falcon or MosaicML MPT? Discover the answers in this article. Some of the results may surprise you!

December 27, 2023

How to Train a Powerful & Local Ai Assistant Chatbot With Data Distillation from GPT-3.5-Turbo

Run GPT style models on local laptops and edge devices using GPT4All

December 14, 2023

Do Users Prefer Chatbots or Menu-Based Formats? A Deep Dive Into What The Numbers Say

How can you improve your chatbot experience with your customers to increase engagement? Create rewarding chatbot experiences using the latest research from human-computer interaction and psychology.

November 7, 2023

A Practical Guide to Train an Open Source LLM on MosaicML

MosaicML enables you to train a 30-billion parameter LLM from scratch in a few hours. Learn how to do it efficiently in this guide.

November 2, 2023

Fine-tuning Open LLMs with Reinforcement Learning from Human Feedback

Learn how you can apply reinforcement learning from human feedback to open-source LLMs to create powerful chatbots and autonomous agents for your business.

November 2, 2023

Prompting Large Language Models to Plan and Execute Actions Over Long Documents (PEARL)

Take a look at how the prompting framework PEARL works and how it improves the results on long form documents for summarizing and Q&A

March 15, 2024

Building a Chatbot: Super-Helpful Personalized Customer Service Using Llama 2

With methodical fine-tuning and a dynamic prompting system, chatbots powered by open-source large language models can provide highly meaningful and personalized customer support. Find out how!

October 31, 2023

Our Techniques for Building LLM-Powered Autonomous Agents

LLMs have moved past single task prompts and pipeline based operations to create autonomous agents that plan and execute on tasks.

October 26, 2023

Unleashing the Power of JVector: A Comprehensive Guide to The Java Embedded Vector Search Engine

Take a look at how you can implement the razor fast JVector embedded vector search system in java and how it compares to other search systems on large web style databases

October 10, 2023

An Introduction to Ai in Fault Localization for Software Programs using FFL

Explore the innovative Fine-grained Fault Localization (FFL) technique for student programs. Learn how FFL integrates both syntactic and semantic information for efficient bug localization, outperforming other techniques. Discover its potential applications in programming education and future research directions.

October 9, 2023

Our 94% accurate resume parser software - How it works - How we reached SOTA accuracy with high noise coverage

How Width.ai build a 94% accuracy resume parsing solution leveraging our SOTA document processing framework that focuses on generalization across high variance and noisy resumes & CVs

October 5, 2023

You’ll Be Surprised: Bard vs. GPT-4 - Which LLM Gets You Better Results?

Can Google's Bard generate results that are demonstrably better in quality and versatility than OpenAI's popular GPT-4? Find out in this Bard vs. GPT-4 battle.

September 8, 2023

ReAct Prompting: How We Prompt for High-Quality Results from LLMs | Chatbots & Summarization

Find out how ReAct prompting enables you to introduce human-like reasoning and action planning into your LLM-assisted business workflows for better results.

September 6, 2023

OpenLLaMA: Evaluating the Open-Source LLM on Language Tasks

How good is OpenLLaMA? Is it something you should consider if you're looking at LLMs to streamline your business workflows? Let’s take a look at how it does on common production tasks.

August 28, 2023

How Good Is the DollyV2 Large Language Model? 2 Use Cases To Review

Explore how DollyV2, a new large language model that's free for any type of commercial use, works and fares on language tasks like chatbots and medical reports.

Chain-of-Thought Prompting — Improve Accuracy by Getting LLMs to Reason

LLMs can generate more accurate answers by reasoning out difficult problems and questions. Find out how to unlock this power using chain-of-thought prompting.

How to Train and Deploy Vicuna and FastChat LLMs

Explore how the Vicuna and FastChat models from LMSYS fare on various language tasks and learn how to fine-tune and deploy them for your business needs.

October 29, 2023

Evaluating GPT-4 Zero-Shot Summarization for Streamlining Workflows

From customer reviews to medical reports, find out how GPT-4 zero-shot summarization has the ability to streamline document understanding workflows.

Harnessing GPT-4 for Meeting Summarization: Zero-Shot and Aspect-Based Approaches

Explore how OpenAI's GPT-4 can be utilized for meeting summarization using zero-shot and aspect-based approaches. Learn about the use of multi-task prompting, abstractive summarization, and modern chunking architectures to distill valuable insights from lengthy meeting transcripts. Discover how aspect-based summarization can cater to various domain requirements, offering unique perspectives from the same transcript.

Improving Legal Document Summarization Using Deep Clustering (DCESumm)

Learn how improving legal document summarization using deep clustering approaches can yield more informative and relevant summaries for long legal documents.

Our SOTA GPT-4 Dialogue Summarization | Zero-Shot, Few-Shot, Aspect-Based

How we build SOTA dialogue summarization systems for customer service, meeting transcripts, and sales calls. Explore zero-shot, few-shot, and aspect-based environments.

NLP in Finance for Banking and Finance Professionals

Can GPT-4 make your life as a finance or banking employee easier? Learn how GPT-4 and NLP can be used in finance to increase revenues and streamline workflows.

Mastering Opinion Summarization with GPT: Exploring Pipeline Methods, Evaluation Metrics, and Expert Insights

Explore the use of GPT for opinion summarization through innovative pipeline methods, evaluation metrics like ROUGE and BERTScore, and human evaluation insights. Dive into novel entailment-based evaluation tools for a comprehensive understanding of model performance in capturing diverse user opinions.

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

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.

SOTA Semantic Segmentation vs. Instance Segmentation: Insights, Implementations, and Recommendations

Discover how transformer networks are revolutionizing image and video segmentation, and get insights on modern semantic segmentation vs. instance segmentation.

February 13, 2023

Building Production-Grade spaCy Text Classification Pipelines for Business Data

Unlock the full potential of spaCy with this guide to building production-grade text classification pipelines for business data.

January 29, 2023

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.

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.

Solving Modern Document Classification Challenges With Deep Learning | SOTA Document Classification Use Cases

Explore accurate classification algorithms using the latest innovations in deep learning, computer vision, and natural language processing.

December 7, 2022

SETFIT - Prompt-free Efficient Few Shot Learning | What is SetFit?

What is the the SetFit architecture and how does it outperform GPT-3 and other few shot large language models

December 5, 2022

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

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.

6 ML/Ai Warehouse Automation Technologies You Can Implement Today

Warehouse automation plays a crucial role across your supply chain. Learn about how machine learning and ai software can be integrated into your warehouse automation stack.

June 16, 2022

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

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

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.

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.

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

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.

Integrating Automated Invoice Processing OCR Into Your Business Instantly

Automate your invoice processing workflow to remove manual data input with our custom built invoice processing OCR software.

March 10, 2022

Using Machine Learning Based Data Matching Software For Better Results

How you can use machine learning based data matching to compare data features in a scalable architecture for deduping, record merging, and operational efficiency

February 20, 2022

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.

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.

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.

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

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

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.

5 Best Use Cases For Product Matching In Ecommerce & How You Can Implement Each One

5 ways you can use product matching software in ecommerce to create real value that raises your sales metrics and improves your workflow operations.

Top 3 Benefits and Uses of NLP in Education

Learn how natural language processing can benefit everybody involved in education from individual students and teachers to entire universities and mass testing agencies.

How To Automate Information Extraction From Legal Document Cover Sheets With Machine Learning & OCR

We built a custom ML pipeline to automate information extraction and fine tuned it for the legal document domain.

What is Beam Search? Explaining The Beam Search Algorithm

Beam search is an algorithm used in many NLP and speech recognition models as a final decision making layer to choose the best output given target variables like maximum probability or next output character.

September 29, 2021

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'.

NLP with spaCy and business tools you can build right now - An Introduction to NLP Tools

Let's take a look at how you can use spaCy, a state of the art natural language processing tool, to build custom software tools for your business that increase ROI and give you data insights your competitors wish they had.