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  • 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

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  • Diego Collarana (FIT)
  • Daniel Baldassare (doctima)
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Draft from Daniel Baldassare 

Definition/Description: 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:

Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity (arxiv.org)



Fake News Detection

Contributors:

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