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· Information Systems Frontier...· 0 citations
EcoFair is introduced, a vertically partitioned inference framework for dermatology classification in which image and tabular inputs remain local to edge clients while only learned modality-specific representations are transmitted for server-side fusion.
Mostafa Anoosha, Dhavalkumar Thakker, Kuniko Paxton et al.· Ad hoc networks· 0 citations
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.· Machine Learning: Science an...· 0 citations
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