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https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#table-of-contents
Model overviewhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#model-overview
Model architecturehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#model-architecture
Default configurationhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#default-configuration
Feature support matrixhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#feature-support-matrix
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Mixed precision traininghttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#mixed-precision-training
Enabling mixed precisionhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#enabling-mixed-precision
Enabling TF32https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#enabling-tf32
Glossaryhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#glossary
Setuphttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#setup
Requirementshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#requirements
Quick Start Guidehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#quick-start-guide
Advancedhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#advanced
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Parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#parameters
Pre-training parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-parameters
Fine-tuning parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-parameters
Command-line optionshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#command-line-options
Getting the datahttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#getting-the-data
Multi-datasethttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#multi-dataset
Training processhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-process
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Inference processhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-process
Fine-tuning inferencehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference
Performancehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#performance
Benchmarkinghttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#benchmarking
Training performance benchmarkhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-benchmark
Inference performance benchmarkhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-benchmark
Resultshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#results
Training accuracy resultshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-accuracy-results
Pre-training loss curveshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-loss-curves
Pre-training loss resultshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-loss-results
Fine-tuning accuracy: NVIDIA DGX A100 (8x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-a100-8x-a100-40gb
Fine-tuning accuracy: NVIDIA DGX-1 (8x V100 16GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-1-8x-v100-16gb
Fine-tuning accuracy: NVIDIA DGX-2 (16x V100 32GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-2-16x-v100-32gb
Training stability testhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-stability-test
Pre-training stability test: NVIDIA DGX A100 (8x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-stability-test-nvidia-dgx-a100-8x-a100-40gb
Fine-tuning stability test: NVIDIA DGX-1 (8x V100 16GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-stability-test-nvidia-dgx-1-8x-v100-16gb
Training performance resultshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-results
Training performance: NVIDIA DGX A100 (8x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-a100-8x-a100-40gb
Pre-training NVIDIA DGX A100 (8x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-a100-8x-a100-40gb
Fine-tuning NVIDIA DGX A100 (8x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-a100-8x-a100-40gb
Training performance: NVIDIA DGX-1 (8x V100 16GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-1-8x-v100-16gb
Pre-training NVIDIA DGX-1 (8x V100 16GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-1-8x-v100-16gb
Fine-tuning NVIDIA DGX-1 (8x V100 16GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-1-8x-v100-16gb
Training performance: NVIDIA DGX-2 (16x V100 32GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-2-16x-v100-32gb
Pre-training NVIDIA DGX-2 (16x V100 32GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-2-16x-v100-32gb
Fine-tuning NVIDIA DGX-2 (16x V100 32GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-2-16x-v100-32gb
Inference performance resultshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-results
Inference performance: NVIDIA DGX A100 (1x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Fine-tuning inference on NVIDIA DGX A100 (1x A100 40GB)https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference-on-nvidia-dgx-a100-1x-a100-40gb
Inference performance: NVIDIA T4https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-nvidia-t4
Fine-tuning inference on NVIDIA T4https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference-on-nvidia-t4
Release noteshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#release-notes
Changeloghttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#changelog
Known issueshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#known-issues
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#model-overview
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generatorshttps://openreview.net/forum?id=r1xMH1BtvB
Hugging Face implementationhttps://huggingface.co/transformers/model_doc/electra.html
Hugging Facehttps://huggingface.co/transformers/model_doc/electra.html
Google's implementationhttps://github.com/google-research/electra
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#model-architecture
https://camo.githubusercontent.com/4bfb9bae900d2f3a815268da363aa227ba75130226941467e5543e991b955ae4/68747470733a2f2f312e62702e626c6f6773706f742e636f6d2f2d734879626330336e4a526f2f586d664c6f6e67645659492f41414141414141414662492f61307435775f7a4f5a2d55747859616f516c566b6d54527379464a794664647451434c63424741735948512f73313630302f696d616765312e706e67
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#default-configuration
Google ELECTRA repositoryhttps://github.com/google-research/electra
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#feature-support-matrix
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#features
Horovod: Official repositoryhttps://github.com/horovod/horovod
TensorFlow tutorialhttps://github.com/horovod/horovod/#usage
AMPhttps://nvidia.github.io/apex/amp.html
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#mixed-precision-training
Mixed precisionhttps://arxiv.org/abs/1710.03740
Tensor Coreshttps://developer.nvidia.com/tensor-cores
mixed precision methodologyhttps://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Traininghttps://arxiv.org/abs/1710.03740
Training With Mixed Precisionhttps://docs.nvidia.com/deeplearning/performance/mixed-precision-training/index.html
Mixed-Precision Training of Deep Neural Networkshttps://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
Using TF-AMPhttps://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#enabling-mixed-precision
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#enabling-tf32
NVIDIA A100https://www.nvidia.com/en-us/data-center/a100/
TensorFloat-32 in the A100 GPU Accelerates AI Training, HPC up to 20xhttps://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#glossary
Attention Is All You Needhttps://arxiv.org/abs/1706.03762
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#setup
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#requirements
NVIDIA Dockerhttps://github.com/NVIDIA/nvidia-docker
TensorFlow2 20.07-py3 NGC container or laterhttps://ngc.nvidia.com/registry/nvidia-tensorflow
NVIDIA Volta architecturehttps://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
NVIDIA Turing architecturehttps://www.nvidia.com/en-us/geforce/turing/
NVIDIA Ampere architecturehttps://www.nvidia.com/en-us/data-center/nvidia-ampere-gpu-architecture/
Getting Started Using NVIDIA GPU Cloudhttps://docs.nvidia.com/ngc/ngc-getting-started-guide/index.html
Accessing And Pulling From The NGC Container Registryhttps://docs.nvidia.com/deeplearning/dgx/user-guide/index.html#accessing_registry
Running TensorFlow2https://docs.nvidia.com/deeplearning/frameworks/tensorflow-release-notes/running.html#running
NVIDIA Container Support Matrixhttps://docs.nvidia.com/deeplearning/dgx/support-matrix/index.html
Enroothttps://github.com/NVIDIA/enroot
Pyxishttps://github.com/NVIDIA/pyxis
SLURMhttps://slurm.schedmd.com
Multi-node Documentationhttps://docs.nvidia.com/ngc/multi-node-bert-user-guide
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#quick-start-guide
Advancedhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#advanced
SQuADhttps://rajpurkar.github.io/SQuAD-explorer/
Multi-nodehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#multi-node
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#advanced
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#scripts-and-sample-code
SQuADhttps://rajpurkar.github.io/SQuAD-explorer/
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#parameters
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-parameters
paperhttps://openreview.net/forum?id=r1xMH1BtvB
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-parameters
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#command-line-options
Parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#parameters
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#getting-the-data
SQuADhttps://rajpurkar.github.io/SQuAD-explorer/
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#multi-dataset
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-process
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#multi-node
Requirementshttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#requirements
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning
Horovodhttps://github.com/horovod/horovod
Parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#parameters
Fine-tuning parametershttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-parameters
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-process
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#performance
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#benchmarking
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-benchmark
Training processhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-process
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-benchmark
Inference processhttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-process
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#results
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-accuracy-results
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-loss-curves
https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow2/LanguageModeling/ELECTRA/images/total_loss.svg
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-loss-results
Google's ELECTRA++ base pretrained checkpointhttps://github.com/google-research/electra#released-models
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-a100-8x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-1-8x-v100-16gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-accuracy-nvidia-dgx-2-16x-v100-32gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-stability-test
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-stability-test-nvidia-dgx-a100-8x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-stability-test-nvidia-dgx-1-8x-v100-16gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-results
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-a100-8x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-a100-8x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-a100-8x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-1-8x-v100-16gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-1-8x-v100-16gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-1-8x-v100-16gb
Quick Start Guidehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#quick-start-guide
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#training-performance-nvidia-dgx-2-16x-v100-32gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#pre-training-nvidia-dgx-2-16x-v100-32gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-nvidia-dgx-2-16x-v100-32gb
Quick Start Guidehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#quick-start-guide
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-results
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-nvidia-dgx-a100-1x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference-on-nvidia-dgx-a100-1x-a100-40gb
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#inference-performance-nvidia-t4
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#fine-tuning-inference-on-nvidia-t4
Quick Start Guidehttps://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#quick-start-guide
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#release-notes
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#changelog
https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA#known-issues
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