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Draft from Daniel Burkhardt:
- Dense and sparse vectors Hybrid search vectors (https://infiniflow.org/blog/best-hybrid-search-solution)
- Hybrid Retrieval (https://arxiv.org/html/2408.05141v1, https://haystack.deepset.ai/blog/hybrid-retrieval)
- Graph Emeddings (https://www.dfki.de/~declerck/semdeep-4/papers/SemDeep-4_paper_2.pdf)
- Re-ranking, scoring, and filtering by fusion (https://www.elastic.co/blog/improving-information-retrieval-elastic-stack-hybrid)
- Integration of KG with dense vectors for score combination (https://github.com/InternLM/HuixiangDou)
KG-Enhanced Re-Ranking of Retrieved Information
Contributors:
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- Benefits (enhance semantic understanding, contextual and structure insights, improve retrieval accuracy)
- Challenges (scalability, integration complexity) https://ragaboutit.com/how-to-build-a-jit-hybrid-graph-rag-with-code-tutorial/
KG-Enhanced LLM Interpretability
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Draft from Daniel Burkhardt:
- Definition
- KG
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- + LLM for Interpretability https://arxiv.org/html/2306.08302v3
- Analysis of https://github.com/zjukg/KG-LLM-Papers?tab=readme-ov-file#resources-and-benchmarking
- Overview of methods for LLM probing
- KG Alignment
- KG-guided Explanation Generation
- Factuality and Verification https://arxiv.org/abs/2404.00942
Measuring KG Alignment in LLM Representations
Draft from Daniel Burkhardt:
literature: https://arxiv.org/abs/2311.06503 , https://arxiv.org/abs/2406.03746, https://arxiv.org/abs/2402.06764
KGs for LLM probing
KG-Based Analysis of Attention Patterns
Contributors:
- Daniel Burkhardt (FSTI)
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- Please add yourself if you want to contribute ...
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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
Draft from Daniel Burkhardt:
literature: https://arxiv.org/abs/2312.00353, https://arxiv.org/abs/2403.03008
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)
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- Please add yourself if you want to contribute ...
- ...
Draft from Daniel Burkhardt:
literatur: https://arxiv.org/abs/2404.00942, https://aclanthology.org/2023.acl-long.895.pdf, https://arxiv.org/pdf/2406.01311
KG-Enhanced LLM
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Reasoning
Draft from Daniel Burkhardt:
- Reasoning https://ieeexplore.ieee.org/abstract/document/10387715
- Domain focus https://arxiv.org/html/2404.10384v1
KG-Guided Multi-hop Reasoning
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- Daniel Burkhardt (FSTI)
- Daniel Baldassare (doctima)
- Please add yourself if you want to contribute ...
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Integrating Symbolic Reasoning with LLMs using KGs
Contributors:
- Daniel Burkhardt (FSTI)
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Draft from Daniel Burkhardt:
literature: https://neo4j.com/developer-blog/knowledge-graphs-llms-multi-hop-question-answering/, https://link.springer.com/article/10.1007/s11280-021-00911-5
KG-Based Consistency Checking in LLM Outputs
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- Daniel Burkhardt (FSTI)
- Daniel Baldassare (doctima)
- Michael Wetzel (Coreon)
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Draft from Daniel Burkhardt:
KGs for LLM Analysis
Using KGs to Evaluate LLM Knowledge Coverage
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- Daniel Burkhardt (FSTI)
- Daniel Baldassare (doctima)
- Please add yourself if you want to contribute ...
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Draft from Daniel Burkhardt:
Analyzing LLM Biases through KG Comparisons
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- Daniel Burkhardt (FSTI)
- Daniel Baldassare (doctima)
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Draft from Daniel Burkhardt:
literature: https://arxiv.org/abs/2405.04756
