AILabsOvercoming Independent Chunking in RAG Systems: A Hybrid ApproachIn our previous post, we explored the limitation of traditional Retrieval Augmented Generation (RAG) models. Today, we delve into another…May 28May 28
AILabsContext-Based RAG Query Generation: Improving Document RetrievalToday, there are many open-source tools for RAG (Retrieval-Augmented Generation). But when we started webapi.ai in 2021, there were none…May 14May 14
AILabsWebapi.ai — Conversational AI that learns as a humanAs humans, we don’t need access to thousands of examples to master a skill like customer service. In most cases, familiarity with the…Jul 15, 2022Jul 15, 2022
AILabsExtracting action items for physicians from medical notesContinuity of care is crucial to ensuring positive health outcomes for patients discharged from an inpatient hospital setting, and improved…Oct 6, 2021Oct 6, 2021
AILabsImproving Conversational AI accuracy with metadata94% accurate automated response model may have seemed like a good result, but after careful testing, we realized that it’s not. When it…Sep 24, 2021Sep 24, 2021
AILabsAutomated dialogues with pre-defined user informationMotivated by the results of our latest experiment, we decided to make another similar one. The difference is that in half of the cases of…Aug 31, 20211Aug 31, 20211
AILabs94% accurate context-dependent Conversational AI for customer serviceMost businesses focus on a relatively small number of products and services, and their customer queries are limited to a few…Jul 25, 2021Jul 25, 2021
AILabsDetecting the context relation in a conversationToday, most Machine Learning driven chatbots rely on Intent Classification models to extract the answer from the database for a given…Jul 2, 2021Jul 2, 2021
AILabsGenerative model for slot-value filling on ABCD datasetAsapp has recently released Action based Conversational Dataset for Action State Tracking (AST) and Cascading Dialogue Success (CDS)…Jun 15, 2021Jun 15, 2021
AILabsExploring limits of transformer capacitiesAirDialogue is one of the largest domain-based conversational datasets provided by google — https://github.com/google/airdialogueFeb 18, 2021Feb 18, 2021