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A Survey Comparing Specialized Hardware And Evolution In TPUs For Neural
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Reading Order Matters: Information Extraction from Visually-rich
Documents by Token Path Prediction (2023)
Token Path Prediction, prediction head to predict entity mentions as token sequences within documents
Currently has highest F1 for FUNSD dataset among various models, higher BLEU than LayoutReader
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Transformer++ (2020)
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Use self-attention to capture global dependencies among words and convolution based heads to capture dependencies among words through context
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Benchmarking TPU, GPU, and CPU Platforms for Deep Learning (2019)
Parameters
Compares Google's TPU v2/v3, NVIDIA V100 GPU, and Intel Skylake CPU
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Does not study DL inference,
cloud overhead, multi-node systems, accuracy, or convergence
Insights
Workload (arithmetic intensity) and system configurations (GLOPS, memory banwidth, and intra-chip and host-device interconnect must be considered
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Image sensing with multilayer, nonlinear optical neural networks (2022)
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