## Interpretability and Analysis of Models for NLP

#### 2019

| Title | Summary | Paper Source | TL;DR |
| ----- | ------- | ----- | ---- |
Revealing the Dark Secrets of BERT | [Text Machine Blog](https://text-machine-lab.github.io/blog/2020/bert-secrets/) | [Paper](https://www.aclweb.org/anthology/D19-1445.pdf) | [Contribute ✍️](https://github.com/dair-ai/nlp_paper_summaries/new/master/Interpretability%20and%20Analysis%20of%20Models%20for%20NLP)
| Probing Neural Network Comprehension of Natural Language Arguments | [The Gradient](https://thegradient.pub/nlps-clever-hans-moment-has-arrived/) | [Paper](https://www.aclweb.org/anthology/P19-1459/) | [Contribute ✍️](https://github.com/dair-ai/nlp_paper_summaries/new/master/Interpretability%20and%20Analysis%20of%20Models%20for%20NLP)
| What Does BERT Look At? An Analysis of BERT's Attention | [dair.ai](https://medium.com/dair-ai/aspects-of-language-captured-by-bert-32bc3c54016f) [Summary](https://medium.com/dair-ai/does-bert-actually-understand-language-550dd07f38d3) | [Paper](https://arxiv.org/abs/1906.04341v1) | [Contribute ✍️](https://github.com/dair-ai/nlp_paper_summaries/new/master/Interpretability%20and%20Analysis%20of%20Models%20for%20NLP)
| Are Sixteen Heads Really Better than One? | [CMU ML Blog](https://blog.ml.cmu.edu/2020/03/20/are-sixteen-heads-really-better-than-one/?/) | [Paper](https://papers.nips.cc/paper/9551-are-sixteen-heads-really-better-than-one.pdf) | [Contribute ✍️](https://github.com/dair-ai/nlp_paper_summaries/new/master/Interpretability%20and%20Analysis%20of%20Models%20for%20NLP)

#### 2018

| Title | Summary | Paper Source | TL;DR |
| ----- | ------- | ----- | ----- |
| Olive Oil is Made of Olives, Baby Oil is Made for Babies: Interpreting Noun Compounds using Paraphrases in a Neural Model |  [dair.ai](https://medium.com/dair-ai/olive-oil-is-made-of-olives-baby-oil-is-made-for-babies-paper-summary-a6f9b5544761) |  [Paper](https://arxiv.org/abs/1803.08073) | [Contribute ✍️](https://github.com/dair-ai/nlp_paper_summaries/new/master/Interpretability%20and%20Analysis%20of%20Models%20for%20NLP)
