AWS Machine Learning Blog

MARCH 13, 2025

In this collaboration, the Generative AI Innovation Center team created an accurate and cost-efficient generative AIbased solution using batch inference in Amazon Bedrock , helping GoDaddy improve their existing product categorization system. Moreover, employing an LLM for individual product categorization proved to be a costly endeavor.

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Categorization Prompt Engineer Prompt Engineering LLM 108

Unite.AI

MARCH 25, 2025

Freddy AI powers chatbots and self-service, enabling the platform to automatically resolve common questions reportedly deflecting up to 80% of routine queries from human agents. Beyond AI chatbots, Freshdesk excels at core ticketing and collaboration features. In addition to chatbots, Algomo provides a full help desk toolkit.

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Chatbots AI Chatbots Automation AI 130

AWS Machine Learning Blog

NOVEMBER 15, 2024

A chatbot enables field engineers to quickly access relevant information, troubleshoot issues more effectively, and share knowledge across the organization. the router would direct the query to a text-based RAG that retrieves relevant documents and uses an LLM to generate an answer based on textual information.

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LLM Data Analysis Python Generative AI 120

IBM Journey to AI blog

SEPTEMBER 3, 2024

Hay argues that part of the problem is that the media often conflates gen AI with a narrower application of LLM-powered chatbots such as ChatGPT, which might indeed not be equipped to solve every problem that enterprises face. This is good news because the LLM is often the costliest piece of the value chain.

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Generative AI LLM Large Language Models AI 308

AWS Machine Learning Blog

MARCH 18, 2025

Sonnet on Amazon Bedrock as our LLM to generate SQL queries for user inputs. This retrieved data is used as context, combined with the original prompt, to create an expanded prompt that is passed to the LLM. Solution overview This solution is primarily based on the following services: Foundational model We use Anthropics Claude 3.5

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LLM Metadata Large Language Models Python 103

Unite.AI

MARCH 15, 2024

Features AI tools: Moreover, You.com presents a variety of AI-enhanced tools, including an image generator, a chatbot, and a writer. Moreover, the search engine uses LLM combined with live data to answer questions and summarize information based on the top sources. Furthermore, basic access to Andi Search is completely free.

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AI AI OpenAI Chatbots 306

Unite.AI

APRIL 18, 2024

SWE agent LLM LLM Agents: Orchestrating Task Automation LLM agents are sophisticated software entities designed to automate the execution of complex tasks. The operation of an LLM agent can be visualized as a dynamic sequence of steps, meticulously orchestrated to fulfill the given task.

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Software Engineer Software Development LLM Auto-complete 261

Artificial Corner

JULY 30, 2023

In this world of complex terminologies, someone who wants to explain Large Language Models (LLMs) to some non-tech guy is a difficult task. So that’s why I tried in this article to explain LLM in simple or to say general language. No training examples are needed in LLM Development but it’s needed in Traditional Development.

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Large Language Models LLM Natural Language Processing Deep Learning 98

Towards AI

JANUARY 23, 2025

As you already know, we recently launched our 8-hour Generative AI Primer course, a programming language-agnostic 1-day LLM Bootcamp designed for developers like you. Finally, it discusses PII masking for cloud-based LLM usage when local deployment isnt feasible. Author(s): Towards AI Editorial Team Originally published on Towards AI.

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Neural Network Computer Vision LLM AI 93

AWS Machine Learning Blog

MARCH 20, 2025

Next, Amazon Comprehend or custom classifiers categorize them into types such as W2s, bank statements, and closing disclosures, while Amazon Textract extracts key details. Amazon API Gateway (WebSocket API) facilitates real-time interactions, enabling users to query the knowledge base dynamically via a chatbot or other interfaces.

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Automation IDP Generative AI Prompt Engineer 116

Towards AI

MAY 20, 2023

This new era of custom LLMs marks a significant milestone in the quest for more customizable and efficient language processing solutions. Challenges in building custom LLMs include architecture selection, data quality, bias mitigation, content moderation, resource management, and expertise.

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LLM Large Language Models Chatbots Natural Language Processing 98

Unite.AI

AUGUST 28, 2023

These AI agents, transcending chatbots and voice assistants, are shaping a new paradigm for both industries and our daily lives. Chatbots & Early Voice Assistants : As technology evolved, so did our interfaces. Tools like Siri, Cortana, and early chatbots simplified user-AI interaction but had limited comprehension and capability.

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Auto-complete ChatGPT Large Language Models Neural Network 240

Unite.AI

AUGUST 8, 2023

These advances have fueled applications in document creation, chatbot dialogue systems, and even synthetic music composition. Generative AI Types: Text to Text, Text to Image Transformers & LLM The paper “ Attention Is All You Need ” by Google Brain marked a shift in the way we think about text modeling. How Are LLMs Used?

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Generative AI ChatGPT Neural Network Convolutional Neural Networks 243

Marktechpost

AUGUST 18, 2024

A Large Language Model (LLM) is an advanced type of artificial intelligence designed to understand and generate human-like text. LLMs are revolutionizing education by serving as chatbots that enrich learning experiences. LLMs are revolutionizing education by serving as chatbots that enrich learning experiences.

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Chatbots AI Tools Natural Language Processing LLM 62

Towards AI

DECEMBER 20, 2024

My trusty lab assistant, ChatBot 3.7 How I found myself deep into open-source LLM safety tools You see, AI safety isnt just about stopping chatbots from making terrible jokes (though thats part of it). Its about preventing your LLMs from spewing harmful, biased, or downright dangerous content. At first, I scoffed.

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Chatbots LLM Categorization AI 103

Marktechpost

JANUARY 30, 2025

EICopilot is an LLM-based chatbot that utilizes a novel data preprocessing pipeline that optimizes database queries. Based on the above score, the query was categorized as simple, moderate, or complex. For the LLMs, EICopilot utilized ErnieBot, ErnieBot-Speed, and Llama3-8b models.

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Chatbots Natural Language Processing Categorization Data Platform 78

Marktechpost

APRIL 1, 2024

Its integration into LLMs has resulted in widespread adoption, establishing RAG as a key technology in advancing chatbots and enhancing the suitability of LLMs for real-world applications. When it finds a match or multiple matches, it retrieves the related data, converts it to human-readable words, and passes it back to the LLM.

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LLM Metadata Large Language Models Categorization 125

Marktechpost

OCTOBER 5, 2024

Currently, this CNN is trained on a COCO dataset that categorizes around 80 objects. The form factor for the phone was split between chatbot and XR objects. The HALIE survey results for both Chatbot and XR were similar. This new AOI paradigm is promising and would grow with acceleration in LLM functionalities.

Large Language Models 109

Large Language Models Computer Vision Categorization Chatbots 109

Viso.ai

AUGUST 15, 2024

Chatbots are AI agents that can simulate human conversation with the user. The generative AI capabilities of Large Language Models (LLMs) have made chatbots more advanced and more capable than ever. This makes any business want their own chatbot, answering FAQs or addressing concerns. Let’s get started.

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Chatbots LLM Large Language Models AI Chatbots 52

AssemblyAI

DECEMBER 7, 2023

Recent progress in large language models (LLMs) has sparked interest in adapting their cognitive capacities beyond text to other modalities, such as audio.   Generalization here refers to the model's ability to adapt appropriately to new, previously unseen data drawn from the same distribution as the one used to train the model.

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Explainability Large Language Models AI AI 278

Unite.AI

OCTOBER 14, 2024

The concern at the heart of the short paper is that people may develop emotional dependence on AI-based systems – as outlined in a 2022 study on the gen AI chatbot platform Replika ) – which actively offers an idiom-rich facsimile of human communications.

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Robotics Chatbots AI AI 162

Marktechpost

OCTOBER 4, 2024

Natural language processing (NLP) has seen rapid advancements, with large language models (LLMs) leading the charge in transforming how text is generated and interpreted. These models have showcased an impressive ability to create fluent and coherent responses across various applications, from chatbots to summarization tools.

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LLM Natural Language Processing Large Language Models Categorization 113

IBM Journey to AI blog

JULY 17, 2023

Generative AI auto-summarization creates summaries that employees can easily refer to and use in their conversations to provide product, service or recommendations (and it can also categorize and track trends). The LLM solution has resulted in an 80% reduction in manual effort and in 90% accuracy of automated tasks.

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Generative AI Auto-complete Automation AI 171

Marktechpost

DECEMBER 12, 2023

Chatbots often use large language models (LLMs), known for their many useful skills, including natural language processing, reasoning, and tool proficiency. In comparison to the more powerful LLMs, this severely restricts their potential. This fills a need in the field by using LLMs as a foundation for moderation.

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Generative AI AI Modeling Large Language Models LLM 104

Snorkel AI

AUGUST 1, 2024

Why is customized and automated LLM evaluation so critical? Without customized LLM evaluation, enterprises can’t use LLM applications for business-critical tasks. In the context of LLM evaluation, they enable a fine-grained understanding of model performance across different business-critical areas.

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LLM Large Language Models Data Scientist Automation 52

AssemblyAI

MAY 14, 2024

Speech AI technology (including Speech-to-Text, Audio Intelligence, and LLM capabilities ) has quickly become an integral part of thousands of organizations and developer workflows. It automatically categorizes, summarizes, and extracts actionable insights from customer calls, such as flagging questions and complaints.

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Natural Language Processing Automation Robotics Categorization 147

AWS Machine Learning Blog

MAY 2, 2024

This post showcases a reward modeling technique to efficiently customize LLMs for an organization by programmatically defining rewards functions that capture preferences for model behavior. We demonstrate an approach to deliver LLM results tailored to an organization without intensive, continual human judgement.

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LLM Auto-complete Auto-classification Artificial Intelligence 117

Marktechpost

DECEMBER 6, 2023

RAG enhances the capabilities of LLM by obtaining pertinent data from other sources, which is perfect for applications that query documents, databases, or other structured or unstructured data repositories. On the other hand, Fine-tuning lacks the guarantee of recall, making it less reliable.

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Large Language Models Artificial Intelligence Artificial Intelligence Natural Language Processing 109

Marktechpost

NOVEMBER 25, 2024

For instance, in healthcare, a chatbot utilizing Corrective RAG can provide dosage recommendations for medications and cross-verify these suggestions with medical guidelines. For example, a telecom chatbot might initially misinterpret a user’s query but adapt over time by incorporating frequent corrections into its knowledge base.

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Categorization Chatbots Explainability Generative AI 127

Marktechpost

JULY 4, 2023

Natural language processing (NLP) activities, including speech-to-text, sentiment analysis, text summarization, spell-checking, token categorization, etc., Applications of LLMs The chart below summarises the present state of the Large Language Model (LLM) landscape in terms of features, products, and supporting software.

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Large Language Models BERT Natural Language Processing Categorization 104

AWS Machine Learning Blog

SEPTEMBER 13, 2024

This agent invokes a Lambda function that internally calls the Anthropic Claude Sonnet large language model (LLM) on Amazon Bedrock to perform preliminary analysis on the images. The LLM generates a summary of the damage, which is sent to an SQS queue, and is subsequently reviewed by the claim adjusters.

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Metadata Automation LLM NLP 133

AWS Machine Learning Blog

FEBRUARY 14, 2024

Amazon Lex provides your Amazon Connect contact center with chatbot functionalities such as automatic speech recognition (ASR) and natural language understanding (NLU) capabilities through voice and text channels. Without much configuration on Amazon Lex, the LLM is able to predict the correct intent (right side).

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Generative AI LLM Large Language Models AI 127

AWS Machine Learning Blog

MARCH 28, 2024

To address these challenges, parent document retrievers categorize and designate incoming documents as parent documents. This technique provides targeted yet broad-ranging search capabilities, furnishing the LLM with a wider perspective. During retrieval, the parent document is invoked. Create a question embedding.

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LLM Auto-complete Auto-classification Generative AI 136

Explosion

FEBRUARY 15, 2023

One of the team’s more unique use cases is its Helpful Banking Moments initiative, in which annotators categorize whether Posh’s chatbot has been helpful or not. Want to learn how to customize Prodigy for efficient chatbot annotations? In a recent short, Vincent D. But we’ve got a lot more planned in 2023.

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Chatbots NLP Data Scientist OpenAI 59

The MLOps Blog

MARCH 23, 2023

High computational requirements Deploying LLMs can be challenging as they require significant computational resources to perform inference. This is especially true when the model is used for real-time applications, such as chatbots or virtual assistants. Bandwidth requirements As discussed previously, LLM has to be scaled using MP.

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NLP LLM Large Language Models Natural Language Processing 115

Towards AI

SEPTEMBER 26, 2023

The LLM race is also continuing to heat up, with Amazon announcing significant investment into Anthropic AI. It also looks set to beat Amazon’s Alexa to market with a LLM-powered text-to-speech chatbot. Meta also has plans to develop ‘dozens’ of chatbot personas, including ones for celebrities to interact with their fans.

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Prompt Engineer Prompt Engineering OpenAI ChatGPT 64

AWS Machine Learning Blog

NOVEMBER 1, 2023

Combined with large language models (LLM) and Contrastive Language-Image Pre-Training (CLIP) trained with a large quantity of multimodality data, visual language models (VLMs) are particularly adept at tasks like image captioning, object detection and segmentation, and visual question answering.

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Auto-classification LLM Auto-complete Generative AI 121