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analogy-language-model

The official implementation of "BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies?, ACL 2021 main conference"

analogytools

This repository is aimed to collect resources for word analogy and lexical relation research.

asahi417.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

bitcoinpriceaccumulator

Micro service to get bitcoin price from bitflyer API and accumulate to postgres SQL.

btc-trading-bot

btc fx auto trading bot

conditionalvariationalautoencoder

Implement Conditional VAE and train on MNIST by tensorflow 1.3.0.

cyclegan

Tensorflow cycle GAN implementation with TFRecord data format and Tensorboard visualization. Show couple of generated examples from horse2zebra and monet2photo.

deepdomainadaptation

Tensorflow deep learning based domain adaptation model implementations with experiment of estimate MNIST by SVHN data (SVHN -> MNIST): DANN (domain-adversarial neural network), Deep JDOT (joint distribution optimal transportation)

documentclassification

Implementation CNN and LSTM with character-level feature for document classification model by tensorflow 1.3.0.

firstcut

Audio/video editor: detecting silent interval and eliminated them from the original audio/video.

kex

Kex is a python library for unsupervised keyword extraction from a document, providing an easy interface and benchmarks on 15 public datasets.

keywordextractor-datasets

lm-question-generation

Multilingual/multidomain question generation datasets, models, and python library for question generation.

lm-vocab-trimmer

Vocabulary Trimming (VT) is a model compression technique, which reduces a multilingual LM vocabulary to a target language by deleting irrelevant tokens from its vocabulary. This repository contains a python-library vocabtrimmer, that remove irrelevant tokens from a multilingual LM vocabulary for the target language.

lmppl

Calculate perplexity on a text with pre-trained language models. Support MLM (eg. DeBERTa), recurrent LM (eg. GPT3), and encoder-decoder LM (eg. Flan-T5).

lstmcell

Implement modern LSTM cell by tensorflow and test them by language modeling task for PTB. Highway State Gating, Hypernets, Recurrent Highway, Attention, Layer norm, Recurrent dropout, Variational dropout.

mlm-manifold-mapping

BERT based conditional text generation/revision with pseudo perplexity objectives.

pytorch-language-model

Pytorch language modeling.

relbert

The official implementation of "Distilling Relation Embeddings from Pre-trained Language Models, EMNLP 2021 main conference", a high-quality relation embedding based on language models.

semanticsegmentation

Tensorflow implementation of DeepLab v3+. Show results trained over PASCAL data.

simple-question-generation

stochasticoptimizers

Simple stochastic optimizer comparison over classification tasks.

tner

Language model fine-tuning on NER with an easy interface and cross-domain evaluation. "T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition, EACL 2021"

transformers-question-answering

visual-wsd-baseline

wassersteingan

Tensorflow Wasserstein GAN implementation with TFRecord data format. WGAN, WGAN-GP (gradient penalty), DCGAN and showing example usage with CelebA dataset.

wikiart-image-dataset

We release WikiART Crawler, a python-library to download/process images from WikiART via WikiART API, and two image datasets: `WikiART Face` and `WikiART General`.

zeroshot-metaphor