Master thesis structure old

• Introduction (7 Pages)

  • (???) Brief introduction into the history of knowledge representation in physics

  • What is a semantic network

  • What is an ontology

  • Types of semantic networks

  • How is physics knowledge structured

  • Goal of the master thesis

  • Overview

• Building a citation graph (3 Pages)

  • What is a cite graph

  • How to obtain citation data

  • How to handle the data

• Creating a specified semantic network (4 Pages)

  • Introduction to the topic area of top tagging

  • Creating a physics ontology

  • Extracting the R30 values

  • Inserting them into the ontology

• Creating a subtopic tree (11 Pages)

  • What is a subtopic tree

  • The subdivision algorithm

  • The free association algorithm

  • Subtopic tree evaluation methods

• Generating semantic triples of natural language (16 Pages)

  • What are the criteria for well formed triples (see evaluation process validness)

  • Triple generation using Stanford open IE

    • Paper content extraction

    • Quality evaluation

  • Triple generation with LLMs

    • Correlated triple generation

    • Freely associated triples

  • Evaluation metric for the correlated triples

  • Manual triple evaluation

  • Navigating the triples

  • Displaying the triples in a 2D plane

• Collecting physics terms (4 Pages)

  • Using the Wikipedia page titles

  • Manual selection

  • Physics term generation using LLMs

• Creating a semantic network of equations (5 Pages)

  • Technical realization

  • Generating the network of equation with LLMs

  • Combining multiple equations into one network

• Creating a semantic network of sentences (5 Pages)

  • Manual creation of a semantic network of sentences

  • Automated creation of a semantic network of sentences

• (???) Creating a semantic network of questions and answers (???)

• (???) Combining different types of semantic networks (???)

• Summary and outlook (6 Pages)

  • Summary (1 Page)

  • Possible applications (4 Pages)

  • Conclusion (1 Page)