Effective urban air quality management requires monitoring systems that are reliable, affordable, and fairly distributed across commercial and residential areas. This study examines nitrogen dioxide (NO2 ) concentrations in Cheltenham by comparing commercial sites, Boots Corner/High Street, with the residential site Lo...
J. Ohakwe, Derrick Ofori, Bhupesh Kumar Mishra et al.· Journal of Data Science and...· 0 citations
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
ConceptSMILE provides an independent audit layer for evaluating the trustworthiness of concept-based XAI, a model-agnostic perturbation-based auditing framework for evaluating the reliability of concept-based explanations.
Mohadeseh Mollapour, K. Aslansefat, Zeinab Dehghani et al.· arXiv.org· 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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