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Author

Maneeha Rani

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Review Open access Aug 2026

Neurosymbolic Large Language Models: A Survey of Symbolic Integration, Reasoning and Explainability

A novel taxonomy of symbolic integration in LLMs is proposed, along with a roadmap to merge symbolic techniques with LLMs to enhance transparency and identifies commonly used benchmarks, recent advances and important research gaps.

Maneeha Rani, Bhupesh Kumar Mishra, Dhavalkumar Thakker · 0 citations
Open access Aug 2026

A hierarchical attributed graph RAG framework for biomedical literature retrieval

The results show that effective hierarchical Graph RAG depends not only on graph augmentation, but on constructing, navigating, and weighting the hierarchy, while retrieval quality remains sensitive to clustering and weighting choices.

Maneeha Rani, B. K. Mishra, Dhavalkumar Thakker et al. · 0 citations

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