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neubig authored Jan 13, 2020
2 parents db86396 + 216094f commit b141b0b
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7 changes: 7 additions & 0 deletions annotations/D18-1332.txt
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# Title: Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation
# Online location: https://www.aclweb.org/anthology/D18-1332.pdf
train-parallel
optim-adam
norm-gradient
arch-gru
task-seq2seq
6 changes: 6 additions & 0 deletions annotations/D19-1555.txt
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# Title: Leveraging Structural and Semantic Correspondence for Attribute-Oriented Aspect Sentiment Discovery
# Online location: https://www.aclweb.org/anthology/D19-1555.pdf
# CHECK: confidence=0.9, justification=Matched regex attention
arch-att
pre-word2vec
pre-use
10 changes: 10 additions & 0 deletions annotations/N18-1158.txt
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# Title: Ranking Sentences for Extractive Summarization with Reinforcement Learning
# Online location: https://www.aclweb.org/anthology/N18-1158.pdf
optim-adam
pool-max
arch-lstm
arch-cnn
nondif-reinforce
task-extractive
task-seq2seq
pre-word2vec
9 changes: 9 additions & 0 deletions annotations/N18-2097.txt
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# Title: A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents
# Online location: https://www.aclweb.org/anthology/N18-2097.pdf
arch-bilstm
arch-att
arch-copy
arch-coverage
search-beam
optim-adagrad
task-seq2seq
9 changes: 9 additions & 0 deletions annotations/N19-1015.txt
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# Title: Topic-Guided Variational Auto-Encoder for Text Generation
# Online location: https://www.aclweb.org/anthology/N19-1015.pdf
reg-dropout
arch-gru
arch-att
latent-vae
latent-topic
task-lm
task-seq2seq
8 changes: 8 additions & 0 deletions annotations/N19-1154.txt
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# Title: One Size Does Not Fit All: Comparing NMT Representations of Different Granularities
# Online location: https://www.aclweb.org/anthology/N19-1154.pdf
optim-sgd
arch-lstm
arch-att
arch-subword
task-seqlab
task-seq2seq
3 changes: 3 additions & 0 deletions annotations/N19-1157.txt
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# Title: Quantifying the morphosyntactic content of Brown Clusters
# Online location: https://www.aclweb.org/anthology/N19-1157.pdf
not-neural
8 changes: 8 additions & 0 deletions annotations/P19-1511.txt
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# Title: Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks
# Online location: https://www.aclweb.org/anthology/P19-1511.pdf
arch-bilstm
arch-cnn
pre-glove
optim-adadelta
struct-crf
task-seqlab
6 changes: 5 additions & 1 deletion concepts.md
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* Transfer Learning: [`train-transfer`](http://pfliu.com/pl-nlp2019/bs/train-transfer.html)
* Active Learning: [`train-active`](http://pfliu.com/pl-nlp2019/bs/train-active.html)
* Data Augmentation: [`train-augment`](http://pfliu.com/pl-nlp2019/bs/train-augment.html)

* Curriculum Learning: `train-curriculum`
* Parallel Training: `train-parallel`

## Sequence Modeling Architectures

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* Memory: [`arch-memo`](http://pfliu.com/pl-nlp2019/bs/arch-memo.html)
* Copy Mechanism: [`arch-copy`](http://pfliu.com/pl-nlp2019/bs/arch-copy.html)
* Bilinear, Biaffine Models: [`arch-bilinear`](http://pfliu.com/pl-nlp2019/bs/arch-bilinear.html)
* Coverage Vectors/Penalties: `arch-coverage`
* Subword Units: `arch-subword`

### Standard Composite Architectures

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* Skip-thought: [`pre-skipthought`](http://pfliu.com/pl-nlp2019/bs/pre-skipthought.html) (implies `arch-lstm`, `task-seq2seq`)
* ELMo: [`pre-elmo`](http://pfliu.com/pl-nlp2019/bs/pre-elmo.html) (implies `arch-bilstm`, `task-lm`)
* BERT: [`pre-bert`](http://pfliu.com/pl-nlp2019/bs/pre-bert.html) (implies `arch-transformer`, `task-cloze`, `task-textpair`)
* Universal Sentence Encoder (USE): `pre-use` (implies `arch-transformer`, `task-seq2seq`)

## Structured Models/Algorithms

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9 changes: 7 additions & 2 deletions template.cpt
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Expand Up @@ -28,6 +28,8 @@ train-multiling train-multitask cross-lingual|multi-lingual|cross language
train-transfer null transfer learning|domain adaptation
train-active null active learning
train-augment null data augmentation|Data Augmentation
train-curriculum null data curriculum
train-parallel null parallelism
# ---------- Activation Functions ----------
activ-tanh null Hyperbolic Tangent|hyperbolic tangent
activ-relu null Rectified Linear Units|rectified linear
Expand Down Expand Up @@ -56,6 +58,8 @@ arch-gating null gating connections|Highway
arch-memo null memory network|external memory
arch-copy null copy mechanism|copying mechanism
arch-bilinear null bilinear|bi-linear|biaffine|bi-affine
arch-coverage null coverage
arch-subword null subword|BPE|sentencepiece
# ---------- Standard Composite Architectures ----------
arch-transformer arch-selfatt Transformer
# ---------- Model Combination ----------
Expand All @@ -71,9 +75,10 @@ search-gumbel search-sampling Gumbel Max|gumbel max
pre-word2vec null word2vec|Word2vec
pre-glove null glove|GloVe
pre-pv null paragraph vector|ParaVector
pre-skipthought task-seq2seq Skip-thought|skip-thought
pre-skipthought task-seq2seq Skip-thought|skip-thought|skipthought
pre-elmo task-lm ELMo
pre-bert arch-transformer BERT
pre-use null Universal Sentence Encoder|universal sentence encoder
# ---------- Pre-trained Embedding Techniques ----------
struct-hmm null Hidden Markov Models|hidden markov
struct-crf null Conditional Random Fields|conditional random fields|CRF
Expand All @@ -92,7 +97,7 @@ adv-examp null Adversarial Examples|adversarial examples
adv-train adv-examp Adversarial Training|adversarial trainin
# ---------- Latent Variable Models ----------
latent-vae null Variational Auto-encoder|variational auto-encoder|latent variable
latent-topic null Topic Model|topic model
latent-topic null topic model
# ---------- Loss Functions ----------
loss-cca null Canonical Correlation Analysis|canonical correlation analysis
loss-svd null Singular Value Decomposition|SVD|singular value decomposition
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