On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

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2 results for “QANet”

QANet -- Quality Assurance Network for Image Segmentationcs.CV

QANet estimates image segmentation quality without human inspection.

problem Quantitative evaluation of image segmentation quality.

method QANet is a Quality Assurance Network that solves a regression problem to estimate quality measures.

result QANet accurately estimates segmentation quality with respect to ground truth.

Deep Learning Quality Assurance Image Segmentation Regression Deep Learning

2019-04-09abs ↗pdf ↗

EQuANt (Enhanced Question Answer Network)cs.CL

Enhanced QANet tackles unanswerable questions in MRC.

problem Improving performance on unanswerable questions in MRC.

method Extends QANet architecture to handle unanswerable questions through multi-task learning.

result EQuANt achieves close to 2x better performance on SQuAD 2 compared to baseline.

MRC QANet Unanswerable Questions Natural Language Processing Machine Reading Comprehension

2019-06-24abs ↗pdf ↗