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Research Summaries

10 Leading Language Models For NLP In 2022

June 17, 2022 by Mariya Yao

PaLM language model

The introduction of transfer learning and pretrained language models in natural language processing (NLP) pushed forward the limits of language understanding and generation. Transfer learning and applying transformers to different downstream NLP tasks have become the main trend of the latest research advances.At the same time, there is a controversy in the NLP community … [Read more...] about 10 Leading Language Models For NLP In 2022

NeurIPS 2021 – 10 Papers You Shouldn’t Miss

December 3, 2021 by Sergi Castella i Sapé

NeurIPS 2021 papers

The 2021 edition of the most beloved conference in Artificial Intelligence is here to end the year with a ‘grand finale’. The growth of the conference hasn’t ceased: last year’s conference — which we also reviewed — had 1899 main-track papers accepted, compared to this year’s 2334.Some of the published papers have been on arxiv.org for some time now and have … [Read more...] about NeurIPS 2021 – 10 Papers You Shouldn’t Miss

State-of-the-art Approaches to Building Open-Domain Conversational Agents

May 22, 2021 by Mariya Yao

open-domain chatbots

This research summary is part of our Conversational AI series which covers the latest AI & machine learning approaches in the following areas:Open-domain chatbotsTask-oriented chatbotsDialog datasetsEvaluation metricsIn this piece, we start by covering the cutting-edge approaches to building open-domain dialog agents.2020 is the breakthrough year for open-domain … [Read more...] about State-of-the-art Approaches to Building Open-Domain Conversational Agents

Key Research Advances in Building Task-Oriented Dialog Agents

May 22, 2021 by Mariya Yao

task oriented chatbots

This research summary is part of our Conversational AI series which covers the latest AI & machine learning approaches in the following areas:Open-domain chatbotsTask-oriented chatbotsDialog datasetsEvaluation metricsIn this research summary, we feature some of the most interesting novel approaches to improving the performance of task-oriented, or goal-oriented, … [Read more...] about Key Research Advances in Building Task-Oriented Dialog Agents

Novel Datasets For Open-Domain & Task-Oriented Dialogs

May 22, 2021 by Mariya Yao

dialog datasets

This research summary is part of our Conversational AI series which covers the latest AI & machine learning approaches in the following areas:Open-domain chatbotsTask-oriented chatbotsDialog datasetsEvaluation metricsIn this post, we review the recently introduced datasets for training, validating, and evaluating dialog systems.Recent progress in language … [Read more...] about Novel Datasets For Open-Domain & Task-Oriented Dialogs

New Ways to Evaluate Open-Domain Conversational Agents

May 22, 2021 by Mariya Yao

dialog system evaluation

This research summary is part of our Conversational AI series which covers the latest AI & machine learning approaches in the following areas:Open-domain chatbotsTask-oriented chatbotsDialog datasetsEvaluation metricsIn this last part of the series, we discuss the latest approaches to evaluation of dialog agents.Evaluating open-domain dialog agents remains a … [Read more...] about New Ways to Evaluate Open-Domain Conversational Agents

Novel AI Approaches For Marketing & Advertising

May 22, 2021 by Mariya Yao

Image Synthesis - ImageGAN

Marketing and advertising are some of the functional areas where AI is expected to drive the most ROI for enterprises. Unfortunately, the industry is moving so fast that it's challenging for both marketers and technologists to keep up with all the research advances, much less apply them to pressing business problems.To help you stay aware of the state-of-the-art AI … [Read more...] about Novel AI Approaches For Marketing & Advertising

State-Of-The-Art Approaches to Attribution in Marketing

May 22, 2021 by Mariya Yao

TOPBOTS Applied AI and machine learning for marketing attribution

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextIn this piece, we start by covering the important topic of marketing attribution and how … [Read more...] about State-Of-The-Art Approaches to Attribution in Marketing

How to Optimize Your Marketing & Advertising Campaigns with Advanced AI

May 22, 2021 by Mariya Yao

TOPBOTS Applied AI and machine learning for marketing advertising campaigns

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextIn this piece, we describe approaches to optimize marketing and advertising campaigns to … [Read more...] about How to Optimize Your Marketing & Advertising Campaigns with Advanced AI

Cutting-Edge AI Research Techniques for Personalizing Your Customer Experience

May 22, 2021 by Mariya Yao

TOPBOTS Applied AI and machine learning for marketing

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextIn this piece, we cover how AI can help personalize the customer experience, leading to … [Read more...] about Cutting-Edge AI Research Techniques for Personalizing Your Customer Experience

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