1. Purpose of Project This project implements an advanced Retrieval Augmented Generation (RAG) workflow chatbot to enhance question-answering accuracy and reduce LLM hallucinations. It leverages LangGraph to cr
1990). This approach allows the generalisation of search terms into topics, consequently, documents that contain the same topics which the query terms belong to are returned and ranked. This approach may return documents that do not contain explicit search terms because the technique is concerned wi...
1. Purpose of Project This project implements an advanced Retrieval Augmented Generation (RAG) workflow chatbot to enhance question-answering accuracy and reduce LLM hallucinations. It leverages LangGraph to create a stateful, multi-step process that includes document retrieval, relevance grading, and we...
Table 1 Summary of the three datasets used in our methodology Full size table We define pre-trained techniques as any technique that requires a training step prior to being used for our task of detecting duplicate questions. This training step is usually unsupervised and does not use any additio...
Question Answering over Linked Data. Techniques that solve the same task are first grouped together and then described. The advantages and disadvantages are discussed for each technique. This allows a direct comparison of similar techniques. Additionally, we point to techniques that are used over Web...
In recent years, artificial intelligence has made remarkable strides, improving various aspects of our daily lives. One notable application is in intelligent chatbots that use deep learning models. These systems have shown tremendous promise in the medic
If a question requires multiple support evidence but can only be answered using join-based operations, it is referred to as a multi-hop question if the evidence is joined one by one and can be formulated as a direct straight chain (Fig. 1(b)), otherwise, it is referred to as a ...
Currying is a technique where a function takes multiple arguments one at a time instead of all at once.Example With Currying:function add(a) { return function (b) { return a + b; }; } const addTwo = add(2); console.log(addTwo(3)); // Output: 5 console.log(add(2)(3)); /...
This technique can also be used to ensure that the names given to elements like radio buttons are different in the two answers. Using this macro, it is also possible to include the GraphUI in the HtmlUI. By including a custom grader, it is possible to create a Question with several sub...
The significant jump in pageviews surrounding the OITE testing period (Figure below) is proof of concept that residents find the VEQTR learning technique an effective way to prepare for these examinations, as shown in graphical user interface100in FIG. 1. ...