KG-Enhanced LLM Training
Integrating KGs into Training Objective
Contributors:
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Integrating KGs into LLM Inputs (verbalize KG for LLM training)
Contributors:
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Integrating KGs by Fusion Modules
Contributors:
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Retrieval-Augmented Generation (RAG)
KG-Guided Retrieval Mechanisms
Contributors:
- Daniel Burkhardt (FSTI)
- Robert David (SWC)
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- ...
Hybrid Retrieval Combining KGs and Dense Vectors
Contributors:
- Daniel Burkhardt (FSTI)
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Enhanced Re-Ranking of Retrieved Information
Contributors:
- Daniel Burkhardt (FSTI)
- Diego Collarana (FIT)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Enhanced LLM Interpretability
KGs for LLM probing
KG-Based Analysis of Attention Patterns
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Measuring KG Alignment in LLM Representations
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Guided Explanation Generation
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Based Fact-Checking and Verification
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Enhanced LLM Inference or Reasoning
KG-Guided Multi-hop Reasoning
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Integrating Symbolic Reasoning with LLMs using KGs
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KG-Based Consistency Checking in LLM Outputs
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
KGs for LLM Analysis
Using KGs to Evaluate LLM Knowledge Coverage
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
Analyzing LLM Biases through KG Comparisons
Contributors:
- Daniel Burkhardt (FSTI)
- Please add yourself if you want to contribute ...
- Please add yourself if you want to contribute ...
- ...
