nlp
Tags: ml, languages/linguistics
- http://nlpprogress.com/english/word_sense_disambiguation.html
- https://huggingface.co/transformers/perplexity.html
- https://github.com/jshin49/deep-nlp-reading-list
Counterfactuals
- vaguely related to judea pearl?
- Hendricks, Lisa Anne, Ronghang Hu, Trevor Darrell, and Zeynep Akata. “Generating Counterfactual Explanations with Natural Language.” ArXiv:1806.09809 [Cs], June 26, 2018. http://arxiv.org/abs/1806.09809.
Sequence2Sequence
- https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/ - translation example
- encoder + decoder method
- encoder compiles everything together into a vector called the context, which is then sent into the decoder
- encoders and decoders tend to be recurrent neural networks (rnn)
- encoder as an rnn modifies the hidden state, and passes the final hidden state over as the context
- this is pre-attention!
- post attention, we simply pass all the hidden states over to the decoder
Links to this note
- 2021 goals
- arabic nlp
- bert
- bias nlp project
- bigbench
- bleu score
- Caliskan et al: Semantics derived automatically from language corpora contain human-like biases
- code generation
- computational syntax
- Coppercock - Invitation into Formal Semantics
- cross-lingual
- embedding text into vector spaces
- emnlp 2021
- fasttext
- gpt2
- gpt3 test case generation
- LeCun, Bengio, Hinton - Deep Learning
- ling-ga 1012 (nlp and semantics)
- Lu et al: Influence Paths for Characterizing Subject-Verb Number Agreement in LSTM Language Models
- natural logic
- nli
- nlu
- normalization and capitalization in nlp blog post
- Pfieffer et al: MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer
- question answering
- quick history of nlp
- sacred
- speech nlp
- text generation
- torchtext
- transformers
- Tu et al - Multi-hop Reading Comprehension across Multiple Documents
- war diary nlp project
- word embeddings
- Zampieri et al: SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)