Page History
...
- Diego Collarana (FIT)
- Michael Wetzel (Coreon)
- Daniel Baldassare (doctima)
- Please add yourself if you want to contribute ...
- ...
Draft from Daniel Baldassare
Definition/Description: please fill in ...Question answering is one of the main application field of large language models. Knowledge graphs have been shown to be useful for providing answers to questions about specific domains and improving the performance of LLM. This chapter covers:
- Methods to retrieve relevant data in the KG
- Methods to rerank the retrieved data from the KG
- Advanced prompt techniques like Chain-of-Thought, Tree of Thoughts (ToT) and Graph of Thoughts (GoT) to handle complex questions
Literature:
Towards Improving the Performance of Question Answering System using Knowledge Graph - A Survey
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Fact Checking
Contributors: please fill in ...
- Diego Collarana (FIT)
- Daniel Baldassare (doctima)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Draft from Daniel Baldassare
Definition/Description: please fill in ...Fact checking deals with the assertion of llm output's truthfulness.
Two main methods:
- Retrieve facts from KG (RAG- Approach)
- Train custom checker model augmented with knowledge from KG
Literature:
Fake News Detection
Contributors:
...