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cs.CL2026
PoQ-Judge: A Multi-Architecture Evaluation Framework for Cost-Aware Proof-of-Quality in Decentralized LLM Inference
Arther Tian, Alex Ding, Frank Chen +2
Decentralized LLM inference networks need lightweight, reference-free quality evaluation for Proof of Quality (PoQ). We present PoQ-Judge, a framework that trains dedicated judge m…
cs.CL2026
A comparative study of transformer-based embeddings for topic coherence
Alex Ding, Tarun Rapaka, Willy Rodriguez +1
Topic modeling is a branch of Natural Language Processing (NLP) that aims to organize large collections of texts into coherent groups according to word co-occurrence patterns, with…