Machine Learning and NLP @ML_NLP
We share news, discussions, videos, papers, and tutorials related to Machine Learning and NLP. Subscribe on Reddit! reddit.com/r/textdatamini… Reddit Joined July 2014-
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Building a Faster and Accurate Search Engine on Custom Dataset with Transformers 🤗 medium.com/analytics-vidh… #NLProc
A visual guide to regular expressions amitness.com/regex/
GraphGlove: embedding words in non-vector space with unsupervised graph learning arxiv.org/abs/2010.02598 #NLProc
The return of nearest neighbor models —or memory-based learning— to NLP: strong gains on neural MT, especially for domain adaptation arxiv.org/abs/2010.00710 #NLProc
How can we make language models be less data-hungry? arxiv.org/abs/2009.11523 #NLProc
For my next word sense disambiguation class #nlproc
Advancing NLP with efficient projection-based model architectures ai.googleblog.com/2020/09/advanc… #NLProc
It's not just size that matters: small language models are also few-shot learners arxiv.org/abs/2009.07118 #NLProc
A Comparison of LSTM and BERT for Small Corpus arxiv.org/abs/2009.05451 #NLProc
Language Interpretability Tool (LIT): a visual, interactive model-understanding tool for NLP models github.com/pair-code/lit/ #NLProc
Paraphrase Generation as Zero-Shot Multilingual Translation arxiv.org/abs/2008.04935 #NLProc
Word2vec Skip-gram Dimensionality Selection via Sequential Normalized Maximum Likelihood arxiv.org/abs/2008.07720 #NLProc
Large-scale Transfer Learning for Low-resource Spoken Language Understanding arxiv.org/abs/2008.05671 #NLProc
Zero-Shot Learning in Modern NLP joeddav.github.io/blog/2020/05/2… #NLProc
Sentiment Analysis using Deep Learning datasciencecentral.com/profiles/blogs… #NLProc
Big Bird: Transformers for Longer Sequences arxiv.org/pdf/2007.14062… #NLProc
Numpy Cheat Sheet towardsdatascience.com/numpy-cheat-sh… #DataScience
GPT-3, a Giant Step for Deep Learning and NLP anotherdatum.com/gpt-3.html #NLProc
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods arxiv.org/abs/1907.09358 #NLProc
Advances of transformer-based models for news headline generation arxiv.org/abs/2007.05044 #NLProc
Bojan Tunguz @tunguz
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508 Followers 2K Following Posts are mine & don't represent my employer. RT is not an endorsement.For my next word sense disambiguation class #nlproc
Model sharing in Natural Language Processing has just become even cooler. #nlproc #sentimentanalysis #deeplearning #ai
We're loving the inference widget in v2 of the @huggingface model hub, which lets you try out all shared #nlproc models, including our 6-language #SentimentAnalysis model. Also great to see our model has been downloaded almost 64,000 times in the past 30 days! #deeplearning #ai
Some things we know bias #NLProc systems: - data selection - label schemes - annotator training - their incentives - model objectives - how we think about & plan experiments - our experiences - the languages we use #benderrule TBC… bit.ly/2V6pT4E bit.ly/3fOlz1E
Great #NLP coverage in this week's The Batch newsletter from @DeepLearningAI_ from interviews to recent models beating benchmarks. Worth subscribing. #NLProc blog.deeplearning.ai/blog/the-batch…
fiwGAN learns to produce new words that it never "heard" before. For example, it generates "start" without being trained on "start", only on "dark" and "suit" and six other words. arxiv.org/abs/2006.02951 #NLProc #AI #ML #DL
#NLProc Trends from ACL 2010 - ACL 2019. Super cool visualization of the past decade by Wanxiang Che: public.flourish.studio/visualisation/… #acl2020nlp @aclmeeting 🧐📈📉
#ICLR2020 was full of interesting ideas to improve the Transformer architecture for #NLProc! 💡 I summarized and categorized most of them for those who didn't have the chance to attend. First blog post, feedback is more than welcome! 🤗 gsarti.com/post/iclr2020-…
We have released the 2020 edition of English WordNet at en-word.net. This version contains ~15,000 changes and over 2,000 new synsets. If you are interested in joining us we are developing this resource as an open source resource on GitHub #wordnet #nlproc
Given the current situation, @tpilehvar and I have decided to openly release the first draft of our book “Embeddings in Natural Language Processing”. We also thank @MorganClaypool for agreeing to this early draft release. Link: josecamachocollados.com/book_embNLP_dr…
We're still excited by the great turnout and interesting talks at yesterday's 12th Belgium NLP Meetup. We hope to see you all again for the next meetup in early 2020! #nlproc #ai #deeplearning #ArtificialIntelligence #textmining #metup
Introducing the SHA-RNN :) - Read alternative history as a research genre - Learn of the terrifying tokenization attack that leaves language models perplexed - Get near SotA results on enwik8 in hours on a lone GPU No Sesame Street or Transformers allowed. arxiv.org/abs/1911.11423
Real-world text NER vs. benchmark dataset NER. #nlproc
@stanfordnlp Yes looks like you're doing quite well
Introduction to Keyword Extraction monkeylearn.com/keyword-extrac…
If your classifier is "99% accurate", either you're using the wrong metric (a metric this high is not informative), or you have an overfitting or leakage problem. Metrics are feedback points on the way towards better models. Not trophies to show off. They should be actionable.
A comprehensive guide to Topic Analysis monkeylearn.com/topic-analysis/
If you're using #AI to classify documents or measure text similarity this review should be useful. Many thanks @shaypal5! Via @TDataScience @Medium #NLProc @ML_NLP @stanfordnlp medium.com/p/document-emb…
An interesting attempt to use word embeddings to extract information from scientific descriptions using their specific features; in @TDataScience #NLProc @ML_NLP link.medium.com/Jv7uCnNRkZ
Completely pre-train Google BERT from scratch for $USD1 using Google Colab's free TPUs towardsdatascience.com/pre-training-b… #NLProc (note even if you pay for TPU usage 96h is still less than $US500)
Good places for viewing “progress” in #NLProc—or at least the latest over-tuning results on various benchmarks😉: ☆nlpprogress.com ☆paperswithcode.com/area/natural-l… ☆github.com/RedditSota/sta… ☆conll.org/previous-tasks ☆aclweb.org/aclwiki/State_… ☆gluebenchmark.com/leaderboard/