Author

Subhojyoti Mukherjee

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#natural language process... Review Sep 2026

DISCO: Distributed Long Context Scaling with Grounding-Reasoning Disaggregation

Inspired by distributed computing frameworks like Apache Spark, DISCO partitions long context across a fleet of Worker LLMs dedicated exclusively to parallel, localized grounding, establishing a highly efficient paradigm for robust long-context inference.

Guan-Zheng Chen, Viet Dac Lai, Subhojyoti Mukherjee et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MoMHa: Multi-Objective Optimization of LLM Harnesses over Accuracy, Safety, and Tokens

Most work on improving large language models treats accuracy as the sole objective. We argue that the harness, the Python code surrounding the model that constructs prompts, routes calls, and parses outputs, is a first-class design surface whose quality is inherently multi-objective: an accurate harness that refuses no...

Subhojyoti Mukherjee, Mahmud Tanjim · 0 citations