Ideas on how to continue the master thesisΒΆ

  • ==Create a free associated semantic network==.

    • Evaluate the quality and correctness of the generated semantic triples manually

      • classify them into categories (true, true in specific contexts, true but very general, false)

    • Implement a efficient navigation mechanism for free associated, infinitely dens semantic networks that is based on finite choices.

      • Measure how good a large language model is in finding a specific semantic triple within the free associated, infinitely dens semantic network

    • Test how good a large language model can navigate the semantic network only by looking at the predicates

    • Measure how good a large language model is in reconstructing concepts based on their semantic connections

  • Convert semantic triples into sentences

  • Extract semantic triples from sentences

  • Explore ways to visualize the semantic network

  • Explore how strong different areas of physics are connected to each other by counting the number of semantic connections that link concepts of different areas.

  • Create a semantic network of questions and answers about physics topics

  • Create a collection of the most versatil and meaningful predicates

    • Generate examples of semantic triples that are using a specific predicate

  • Create a formula network

  • Experimenting with merging mechanisms of concepts

  • Physics ontologie creation with LLMs