AI no-code NLP platforms change the paradigm In many professions controls are carried out on a random basis. It is a generally accepted practice that an auditor reviewing agreements or an analyst screening litterature proceeds with random checks simply because it is humanly impossible and much too costly to process each individual document. At the … Continue reading Random checks are dead, long live exhaustivity
Introduction Machine Learning approaches in NLP have been shown to be able to solve a wide range of tasks after being trained from scratch on an appropriate training corpus. While this is impressive, it often does not correspond to the demand in many real-world scenarios. Often relevant prior knowledge exists – in the case of … Continue reading Jumpstart your Machine Learning efforts by importing structured knowledge
Introduction Natural language processing (NLP) techniques have made tremendous progress during the last couple of years, thanks notably to algorithms such as Neural Networks which have surpassed traditional approaches using rule-based systems. Examples include Machine Translation (DeepL, Google Translate…) or Speech To Text (Siri…). Information extraction, Text classification, Automatic summarization, Q&A Subcategories of NLP like … Continue reading Make the long road to augmented applications shorter by “do-it-yourself NLP”
Introduction Named Entity Recognition relates to the extraction of sequences of words from within a document. The technique is mostly used to extract names of people, organisations or places, which are therefore the most typical named entities. However, the term named entity recognition does not capture very well the importance of a fragment of text, … Continue reading Extracting Numbers from Text
Introduction Information extraction tends to target two situations: Extract entities from an existing vocabulary, or Create an extraction model from scratch when there is no existing vocabulary. However, sometimes the situation is a mixture of the two extremes: an incomplete business vocabulary exists but needs to be completed with relevant additional entities of the same type. … Continue reading Bootstrap World Knowledge to extend Business Vocabulary and enhance Knowledge Graphs
Direct customer feedback In a highly competitive environment, knowing customer complaints and expectations has become a major challenge for all companies. Direct customer feedback has become an increasingly important contributor since the emergence of the Internet. Whether it be results from a speech recording converted into text, a comment from a marketing survey, an incoming … Continue reading Make the Voice of the Customer a Top Priority!
Introduction We will focus here on the investigation and verification part, which is undoubtedly one of the most important but also one of the most time-consuming for the auditors. However, it is essential to guarantee the sincerity of a company's accounts. This part already has powerful analysis tools for all structured data (mainly numerical numbers). … Continue reading Contract Analysis to Assist the Auditor
Do you know this situation: You have loads of documents to categorize, no training corpus......and you don't want to ask the experts to build a categorizer for you? Our quick tutorial explains how you can do it on your own: Train your own machine learning model without having to start programming.Download The machines should adapt … Continue reading Quick tutorial: Easy document categorization with Kairntech
In a few words Interested in what Kairntech does and what it could mean for you but no time to read lengthy papers or watch our video tutorials? Here's a treat for you: Kairntech cheatsheetDownload Get a quick impression of what Kairntech can contribute to your plans to make AI work on your document analysis projects.
A paper on the Kairntech Platform This spring has brought a lot of confusion into many calendars: Many workshops and conferences had to be cancelled, sometimes right at the moment when the paper that was planned to be submitted was ready. For instance I had been looking forward to a few nice days in Marseille … Continue reading Kairntech: An ML Platform and API for the Enrichment of (not only) Scientific Content