2 citations · 2 across the 4 of their papers we have counts for
4 papers
CircuChain: Disentangling Competence and Compliance in LLM Circuit Analysis
Mayank Ravishankara
As large language models (LLMs) advance toward expert-level performance in engineering domains, reliable reasoning under user-specified constraints becomes critical. In circuit ana…
PlotChain: Deterministic Checkpointed Evaluation of Multimodal LLMs on Engineering Plot Reading
Mayank Ravishankara
We present PlotChain, a deterministic, generator-based benchmark for evaluating multimodal large language models (MLLMs) on engineering plot reading-recovering quantitative values…
FVA-RAG: Falsification-Verification Alignment for Mitigating Sycophantic Hallucinations
Mayank Ravishankara
Retrieval-Augmented Generation (RAG) reduces hallucinations by grounding answers in retrieved evidence, yet standard retrievers often exhibit retrieval sycophancy: they preferentia…
The Artificial Intelligence Cognitive Examination: A Survey on the Evolution of Multimodal Evaluation from Recognition to Reasoning
Mayank Ravishankara, Varindra V. Persad Maharaj
This survey paper chronicles the evolution of evaluation in multimodal artificial intelligence (AI), framing it as a progression of increasingly sophisticated "cognitive examinatio…