# CS 224N  | Project

https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/project.html

[CS224n Home](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/index.html)
  * [Coursework](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/index.html#coursework)
  * [Schedule](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/index.html#schedule)
  * [Office Hours](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/office_hours.html)
  * [Lecture Videos](https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z)
  * [Project Reports](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/project.html)
  * [Piazza](https://piazza.com/stanford/winter2019/cs224n)


[ ![](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/images/stanford-nlp-logo-160.jpg) ](http://nlp.stanford.edu/) [ ![](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/images/stanfordlogo.jpg) ](http://stanford.edu/)
# CS224n: Natural Language Processing with Deep Learning
### Stanford / Winter 2019
## Final Project Reports for 2019
There were two options for the course project. Students either chose their own topic (["Custom Project"](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/project.html#custom)), or took part in a competition to build Question Answering models for the [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) 2.0 challenge (["Default Project"](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/project.html#default)). 
You can find links to previous years' reports under _Previous Offerings_ on the [homepage](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/index.html#content). 
## Prize Winners
Congratulations to the following teams, who produced exceptional prize-winning projects! Thank you also to our sponsors, who generously donated prizes. 
#### Prizes for Best Custom Project Posters
  1. [Quantized Transformer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15742249.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15742249.pdf)), Chaofei Fan 
  2. [Sequence-to-Sequence Generative Argumentative Dialogue Systems with Self-Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15844523.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15844523.pdf)), Ademi Adeniji, Nate Lee, Vincent Liu 
  3. [Effect of translationese on machine translation quality](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721959.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721959.pdf)), Stephanie Chen 


#### Prizes for Best Default Project Posters
  1. [Ensemble BERT with Data Augmentation and Linguistic Knowledge on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15845024.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15845024.pdf)), Wen Zhou, Xianzhe Zhang, Hang Jiang 
  2. [Diverse Ensembling with Bert and its variations for Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846673.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846673.pdf)), Zhen Qin, Weiquan Mao, Zhining (Anna) Zhu 
  3. [Ruminating QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15709102.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709102.pdf)), Rafael Rafailov 


#### Audience Selection Prize for Best Poster
  * [Identifying Russian Trolls on Reddit with Deep Learning and BERT Word Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15739845.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15739845.pdf)), Henry Weller, Jeffrey Woo 


#### Sponsors' Prize for Best Poster
  * [Transformers and Pointer-Generator Networks for Abstractive Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15784595.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15784595.pdf)), Jon Deaton, Austin Jacobs, Kathleen Kenealy 


#### Prizes for Best Custom Project Reports
  1. [Deep Retriever: Information Retrieval for Multi-hop Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15744425.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744425.pdf)), Zijian Wang, Vera Lin, Leo Mehr **(prize sponsored by Oracle)**
  2. [transformers.zip: Compressing Transformers with Pruning and Quantization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15763707.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15763707.pdf)), Robin Cheong, Robel Daniel **(prize sponsored by Oracle)**
  3. [VaLaR NMT: Vastly Lacking Resources Neural Machine Translation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15811193.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15811193.pdf)), Minhyung Kang, Kais Kudrolli 


#### Prizes for Best Default Project Reports
  1. [BERT-A: Fine-tuning BERT with Adapters and Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848417.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848417.pdf)), Sina J. Semnani, Kaushik Ram Sadagopan, Fatma Tlili 
  2. Chained Self-Attention, Jai Gupta 
  3. Dynamic Curriculum on SQuAD 2.0, Jiacheng Zou 


#### Runner-Up Prizes for Best Reports (prizes sponsored by Adobe)
  * [seq2graph: A Neural Approach to Scene Graph Generation from Natural Language](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15786023.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15786023.pdf)), Frits van Paasschen, Isaac Kasevich 
  * [BERTQA - Attention on Steroids](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15704931.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15704931.pdf)), Ankit Rakesh Chadha, Rewa Rohit Sood 
  * [Adversarial Stability Training in Neural Machine Translation of Chinese-to-English Text](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15848478.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848478.pdf)), Mandy Lu, Kaylie Zhu 
  * [Accelerated and Accurate Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15810210.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15810210.pdf)), Xiao Wang, Kuangcong Liu, Haoshen Hong 
  * Massively Multitask Learning for NLP, Clara H. McCreery 


## Custom Projects  
| Project Name  | Authors  |  
| --- | --- |  
|  [A Deep Learning Approach for Identification of Confusion in Unstructured Crowdsourced Annotations](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15844243.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15844243.pdf))   | Rachel Gardner, Maya Varma, Clare Zhu  |  
|  [A neural architecture to learn image-text joint embedding](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15704570.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15704570.pdf))   | Hareesh Kolluru  |  
|  [A text-based forecasting model for equity trading](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15704644.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15704644.pdf))   | Oleg Mitsik  |  
|  [Accent Detection Within the Amateur Singing Voice](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792047.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792047.pdf))   | Camille Noufi, Sarah Ciresi, Vidya Rangasayee  |  
|  [Adversarial Examples for Neural Automatic Essay Scoring Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15720509.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15720509.pdf))   | Klint Kanopka, David Lang  |  
|  [Adversarially Improving Adversarial Performance of QA models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15815037.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15815037.pdf))   | Yoni Lerner  |  
|  [An Ernie-st Attempt at Pun Recognition](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792066.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792066.pdf))   | Amy Wang, Zheng Yan  |  
|  [An Exploration in L2 Word Embedding Alignment](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15846255.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846255.pdf))   | Peiyu Liao  |  
|  [Analysis of Learning Cooperative Visual Dialog Agents](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15705347.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15705347.pdf))   | Juanita Ordonez  |  
|  [Analyzing the U.S. Federal Legislation Texts: A Deep Learning Approach](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15680355.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15680355.pdf))   | Hyoungju Seo, Tom Yu  |  
|  [Attention-based Stock Price Movement Prediction Using 8-K Filings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15751328.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15751328.pdf))   | Mohamed Masoud  |  
|  [Automated Essay Scoring: My Way or the Highway!](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722887.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722887.pdf))   | Alexander Hurtado, Vamsi Saladi  |  
|  [Automatic Extraction of Textbook Glossaries Using Deep Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15811430.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15811430.pdf))   | Manish Singh, Matt Boggess  |  
|  [BERT for Coreference Resolution](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15735157.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15735157.pdf))   | Arthi Suresh  |  
|  [BERT-Supervised Encoder-Decoder for Restaurant Summarization with Synthetic Parallel Corpus](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15815045.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15815045.pdf))   | Lily Cheng  |  
|  [BiLSTM-CRF and BiGRU-CRF for Thai Segmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15696455.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15696455.pdf))   | Nick Tantivasadakarn, Armando Banuelos  |  
|  [Biomedical Question Answering with SDNet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15743952.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743952.pdf))   | Lu Yang, Sophia Lu, Erin Brown  |  
|  [Biomedical relation inference via embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15848308.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848308.pdf))   | Alex Derry  |  
|  [Blending approaches to Abstractive Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792062.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792062.pdf))   | David Dowey  |  
|  [Building NLP Classifiers Cheaply with Transfer Learning and Weak Supervision](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15577251.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15577251.pdf))   | Abraham Starosta  |  
|  [Bumblebee: Text-to-Image Generation with Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709283.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709283.pdf))   | Nathan A. Fotedar, Julia Wang  |  
|  [CS 224N: Final Paper](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722323.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722323.pdf))   | Aakarshan Dhakal, Dhruv Kedia  |  
|  [Characterizing a New Taxonomy of Mental Disorders from Natural Language on Reddit](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722763.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722763.pdf))   | Scott L. Fleming  |  
|  [CircumplexSentiNet - BiLSTM-CNN for Affective Circumplex Sentiment Analysis](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15707206.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15707206.pdf))   | Daniel Shan-Shea Chen  |  
|  [Cloze Answer Generator](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791768.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791768.pdf))   | Jimmy Zhou, Javen Xu, Jing Bo Yang  |  
|  [Communication and Language Emergence Among Populations and Clusters of Agents](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15827016.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15827016.pdf))   | Graham D Todd  |  
|  [Comparing Attention-based Neural Architectures for Video Captioning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721427.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721427.pdf))   | Jason Li, Helen Qiu  |  
|  [Compositional Pre-Training for Semantic Parsing with BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15723084.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15723084.pdf))   | Arnaud Autef, Simon Hagege  |  
|  [Compositional pre-training for neural semantic parsing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721468.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721468.pdf))   | Amir Ziai  |  
|  [ConvoBot: A Conversational Bot via Deep Q-Learning and Query Simulation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15665491.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15665491.pdf))   | Vidush Mukund, Brian Wilcox  |  
|  [Could you elaborate? Generating News Articles from Summaries](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722072.png) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722072.pdf))   | Angelica Willis, Miles Hutson  |  
|  [Deception Detection in Online Mafia Game Interactions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722645.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722645.pdf))   | Lisa Fu  |  
|  [Deep & Machine Learning Approaches to Analyzing Gender Representations in Journalism](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15787612.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15787612.pdf))   | Stephanie Campa, Maggie Davis, Daniela Gonzalez  |  
|  [Deep Learning Humor Classification on Yelp reviews](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709673.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709673.pdf))   | Rohan Bais, Marcos Torres  |  
|  [Deep Neural SCOTUS: A Comparative Analysis of Language-Modeling Techniques for US Supreme Court Opinions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15664689.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15664689.pdf))   | Andrew Atticus Miller-Smith  |  
|  [Deep Reinforcement Learning for Task-Oriented Dialogue](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15842265.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15842265.pdf))   | Nnamdi Iregbulem, Sahil Yakhmi  |  
|  [DeepBLEU](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791789.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791789.pdf))   | Austin Narcomey, Andrew Narcomey, Khalid Ahmad  |  
|  [DeepDoc: Natural Language Processing with Deep Neural Networks for the American Board of Internal Medicine Certification Exam](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15848426.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848426.pdf))   | Jonathan Wang, Britni Chau, Kinbert Chou  |  
| [Detecting Duplicate Questions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15842506.pdf)  | Alfonce Nzioka  |  
|  [Digital "Mad Men": Training RNN as an Ad Copywriter](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792239.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792239.pdf))   | Paul Shved, Christina Lin, Sridatta Thatipamala  |  
|  [Embedding Methods for HER Data and the Utility of Clinical Text](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15846252.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846252.pdf))   | Conor K. Corbin, Gautam B. Machiraju  |  
|  [EmoNet: Reconstruction of Emotion As People Read Using Deep Neural Network with Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15763319.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15763319.pdf))   | Zhengxuan Wu, Sherine Zhang, Xuan Zhang  |  
|  [Exploring techniques to improve RNN translation performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791445.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791445.pdf))   | Patrick Kelly, Katie Fo  |  
|  [Fast Fourier Transformed Transformers: Circulant Weight Matrices for NMT Compression](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722831.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722831.pdf))   | Scott Reid, Matthew Mistele  |  
|  [Faster Transformers for Document Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15776950.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15776950.pdf))   | Dian Ang Yap, Vineet Kosaraju, Zaid Nabulsi  |  
|  [Faster Transformers for Text Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15839671.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15839671.pdf))   | Amaury Sabran, Alexandre Matton  |  
|  [Featureless Deep Learning Methods for Automated Key-Term Extraction](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15848334.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848334.pdf))   | Kush Khosla, Robbie Jones, Nicholas Bowman  |  
|  [Financial News in Predicting Investment Themes](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15732365.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15732365.pdf))   | Andrew Han  |  
|  [From Audio to Symbolic Encoding](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15837243.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15837243.pdf))   | Shenli Yuan, Lingjie Kong, Jiushuang Guo  |  
|  [From Note2Vec to Chord2Vec](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15846208.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846208.pdf))   | Phil Chen, Edward Xu  |  
|  [Gender Balanced Coreference Resolution](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15723480.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15723480.pdf))   | Nicholas Tan, Hongshen Zhao  |  
|  [Gendered Pronoun Resolution](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15740809.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15740809.pdf))   | Apoorv Chaudhary  |  
|  [Gendered Pronoun Resolution](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15785384.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15785384.pdf))   | Mustafa Abdool, Sarah Egler  |  
|  [Generalized Textual and Visual Question Answering using Combined Image-Context Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722784.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722784.pdf))   | Manan Rai  |  
|  [Generating Arabic News Headlines](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15706464.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15706464.pdf))   | Omar Alhadlaq  |  
|  [Generating Football Match Summaries with NMT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15723716.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15723716.pdf))   | Miguel Ayala  |  
| [Generating natural language answers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709790.pdf)  | Madhav Sharan  |  
|  [Generative Multi-Hop Question Answering with Compositional Attention Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722927.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722927.pdf))   | Ammar Al-Qatari  |  
|  [Hierarchy or Heuristic? Examining hierarchical structure and the poverty of the stimulus in recurrent neural networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15744013.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744013.pdf))   | Isabel Papadimitriou  |  
|  [HorrifAI: Using AI to Generate Two-Sentence Horror](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15841116.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15841116.pdf))   | Adam Keppler, Jennie Chen  |  
|  [Identifying Depression on Social Media](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15712307.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15712307.pdf))   | Kali Cornn  |  
|  [Identifying Linguistic Innovators in the Business Community](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15717478.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15717478.pdf))   | Paul Vicinanza  |  
|  [Improved Beam Search Diversity for Neural Machine Translation with k-DPP Sampling](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709706.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709706.pdf))   | Max Spero, Jon Braatz  |  
|  [Improving English to Arabic Machine Translation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15719074.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15719074.pdf))   | Wael Abid, Younes Bensouda Mourri  |  
|  [Interpreting Self-Attention Weights](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15794705.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15794705.pdf))   | Chris Varano  |  
|  [Intrinsic Curiosity in 3D Task-Oriented Language Grounding](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721555.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721555.pdf))   | Daniel Do  |  
|  [Is this question sincere? Identifying insincere questions on Quora using BERT and variations](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15763730.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15763730.pdf))   | Alex Wang, Vince Ranganathan  |  
|  [JAM for HotpotQA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15743318.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743318.pdf))   | Mars Huang, Ashton Teng, Juan Manuel Zambrano  |  
|  [Just News It: Abstractive Text Summarization with a Pointer-Generator Transformer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15720251.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15720251.pdf))   | Vrinda Vasavada, Alexandre Bucquet  |  
|  [LMAONet - LSTM Model for Automated Objective Humor Scoring and Joke Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791516.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791516.jpg))   | Zen Simone, Cameron Cruz  |  
|  [Learning Private CNN Language Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15818798.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15818798.pdf))   | Mila Faye Schultz  |  
|  [Learning the Rulebook: Challenges Facing NLP in Legal Contexts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15845830.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15845830.pdf))   | Mark S. Krass  |  
|  [Low Resource Text Classification with Backtranslation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15846784.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846784.pdf))   | Sam Shleifer  |  
|  [MeltingpotQA: Multi-hop Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721508.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721508.pdf))   | Nathan Dass, Saelig Khattar, Ankit Mathur  |  
|  [Memory Transformer Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15778933.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15778933.pdf))   | Jonas Metzger  |  
| Mindstone: DeepIR with contextualized attention-based network for open-domain QA  | Madhulima Pandey  |  
|  [Multi-Hop Question Answering with Bi-Attention Processing and CNNs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15742463.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15742463.pdf))   | Laura Cruz-Albrecht, Krishna Patel  |  
|  [Multi-hop Question Answering on HotpotQA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15773294.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15773294.pdf))   | Chris Wang,Yilun Xu,Iris Wang  |  
|  [Natural Language Generation of The Office Using a Neural Machine Translation Context](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709728.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709728.pdf))   | Samuel Kwong, Winton Yee  |  
|  [Neural Abstractive Summarization on the Gigaword Dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722650.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722650.pdf))   | Joseph Okonda, Robert Kinini, Peter Wang  |  
|  [Neural Abstractive Text Summarization and Fake News Detection](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15789074.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15789074.pdf))   | Soheil Esmaeilzadeh, Gao Xian Peh, Angela Xu  |  
|  [Neural Backdoors in NLP](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15720965.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15720965.pdf))   | Andrew Guan, Kristy Duong  |  
|  [Neural ODEs for Machine Translation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709133.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709133.pdf))   | Enrique De Alba, Gleb Stronov  |  
|  [Neural based event-driven stock rally prediction using SEC filings and Twitter data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15787311.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15787311.pdf))   | Magdy Saleh, Surag Nair  |  
|  [Neural code summarization: Experiments in Python and Bash](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15841017.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15841017.pdf))   | Benjamin N. Peloquin  |  
|  [Non-Parallel Many-to-Many Cross-Lingual Voice Conversion](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722889.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722889.pdf))   | Michael Vobejda  |  
|  [On the Automatic Generation of FDG-PET-CT Reports](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15744676.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744676.pdf))   | Sabri Eyuboglu  |  
|  [Patent Citation Prediction with Content and Network Features](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709577.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709577.pdf))   | John Knowles, Sam Premutico  |  
|  [Predicting Audience Reactions to a Speech](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709594.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709594.pdf))   | Samuel Lurye  |  
|  [Prescient Language Models: Multitask Learning for Long-term Planning in LSTMs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15815535.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15815535.pdf))   | Joyce Xu  |  
|  [PubMeSH: Extreme Multi-label Classification of Biomedical Research](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15845084.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15845084.pdf))   | Kevin Thomas, Rohan Paul, Mia Kanzawa  |  
|  [QA with Wiki: improving information retrieval and machine comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15737727.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15737727.pdf))   | Rohan Sampath, Puyang Ma  |  
|  [Quantized Transformer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15848474.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848474.pdf))   | Andrew Philip Tierno  |  
|  [Question Answering on Natural Questions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791880.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791880.pdf))   | Yiling Chen, Rena Sha  |  
|  [Real World Graphical Reasoning and Compositional Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15839789.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15839789.pdf))   | Henry Friedlander, Preston Ng  |  
|  [Reasoning on Multi-Hop Questions with HotpotQA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15790487.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15790487.pdf))   | Jamil Dhanani, Suma Kasa, Suprita Shankar  |  
|  [Robust Unsupervised Style Transfer Architecture for Complex Discrete Structures and Varying Styles](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792318.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792318.pdf))   | Cairo Mo, Cherie Xu, Alice Yang  |  
|  [Sarcasm Detection](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791781.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791781.pdf))   | Lydia Xu, Vera Xu  |  
|  [Search Like a Human: Neural Machine Translation for Database Search](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709203.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709203.pdf))   | Geoffrey B. Boullanger, Maxime Dumonal  |  
|  [Semi-Supervised Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709588.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709588.pdf))   | Niki Agrawal, Mayuka Sarukkai  |  
|  [Sentence Simplification with Transformer-XL and Paraphrase Rules](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15838949.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15838949.pdf))   | Fei Fang, Matthew Stevens  |  
|  [Sentence Unscrambler: Exploring Deep Learning Models for Word Linearization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791891.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791891.pdf))   | Kent Vainio, Jason Zheng, Sonja Johnson-Yu  |  
|  [Sentence-Level Extractive Text Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15790001.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15790001.pdf))   | Nathan Zhao, Yijun Jiang, Yi Liu  |  
|  [Sentiment Analysis of Tweets using Deep Neural Architectures](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15786247.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15786247.jpg))   | Michael Liwei Cai  |  
|  [Simple Mathematical Word Problems Solving with Deep Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15843468.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15843468.pdf))   | Sizhu Cheng, Nicolas Chung  |  
|  [Skeleton-based Coherence Modeling in Narratives](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15789477.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15789477.pdf))   | Nishit Asnani, Rohan Badlani  |  
|  [Smart Vet: Autocompleting Sentences in Veterinary Medical Records](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792101.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792101.pdf))   | Sam Solomon Ginn  |  
|  [Solving Biology Analogies with Deep Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15840260.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15840260.pdf))   | Justin Xu, Han Lin Aung, Sajana Weerawardhena  |  
|  [Stylized Text-to-Image Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15722067.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722067.pdf))   | Eric Vincent  |  
|  [Supervised Fact Extraction from Web Pages](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15791700.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791700.pdf))   | Tom Sandell, Waleed Malik, Junaid Ahmed  |  
|  [Text-to-SQL Translation with Various Neural Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15844304.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15844304.pdf))   | Yipeng He, Di Bai, Wantong Jiang  |  
|  [TongAI: Helping Neuroradiologists Do Better Things](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15721657.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721657.pdf))   | Nikita Demir, Jose Giron  |  
|  [Towards Better Character-based Word Vectors](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792004.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792004.pdf))   | Luoshu Wang  |  
|  [Toxic Speech Detection](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15744362.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744362.pdf))   | Animesh Koratana, Kevin Hu  |  
|  [Transforming Second Language Acquisition Modeling](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15792201.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792201.pdf))   | Nathan Dalal, Nidhi Manoj, Arjun Manoj (External Collaborator)  |  
|  [Tweets Classification with BERT in the Field of Disaster Management](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15785631.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15785631.pdf))   | Guoqin Ma  |  
|  [Understanding Multitask Learning with Transfer Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15894480.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15894480.pdf))   | Abhishek Sharma  |  
| [Understanding the Sentiment of Clinical Notes](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15842954.pdf)  | Jiaming Zeng  |  
|  [uRNN: An Approach to Bounded Gradients](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15842215.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15842215.pdf))   | David Kewei Lin, Jensen Jinhui Wang  |  
|  [Using news titles and financial features to predict intraday movements of the DJIA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15744462.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744462.pdf))   | Arjun Arora, Avoy Datta, Victoria Ding  |  
|  [Visual QA based on Attributes and External Knowledge](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15825324.png) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15825324.pdf))   | Sarah Radzihovsky, Weiying Goh, Jing Lim  |  
|  [Visual Question Answering via Dense Captioning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15709925.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709925.pdf))   | Vinay Sriram, Neel Ramachandran, Emmie Kehoe  |  
|  [Wikipedia Sentence Simplification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/custom/15842809.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15842809.pdf))   | Alexander Wang, Ryan Kurohara, David Liang  |  
## Default Projects  
| Project Name  | Authors  |  
| --- | --- |  
| [A Transformer Augmentation of BiDAF](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15730314.pdf)  | Steven Zheng  |  
|  [A Variation on the Theme: SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15709226.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709226.pdf))   | Gawan Fiore  |  
|  [Adapting Transformer-XL Techniques to QANet Architecture for SQuAD 2.0 Challenge](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15722686.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722686.pdf))   | Lorraine Zhang  |  
|  [Advancing with Adversaries: Comparing LSTMs Across Adversarial Inputs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744501.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744501.pdf))   | Darian Shane Martos, Angela Chen, Jerold Yu  |  
|  [An Analysis of the PointNet Architecture and Word-Dropout Applied to Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744591.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744591.pdf))   | Mason Riley Swofford, JC Charles Peruzzi  |  
|  [Analyzing BERT with Pre-train on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848660.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848660.pdf))   | Chenchen Pan, Liang Xu  |  
|  [Answer Pointer Alternatives for Unanswerable Questions in SQuAD2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791435.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791435.pdf))   | Evin YuDong Yang  |  
|  [Answer Validation for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15743593.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743593.pdf))   | Ruben Ignacio Contesti, Demetrios Fassois, Kade Keith  |  
|  [Applying Ensembling Methods to BERT to Boost Model Performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15775971.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15775971.pdf))   | Sol Xavier Barth, Zoe Solis, Charlie Weiwen Xu  |  
|  [Applying QANet to SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15785392.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15785392.pdf))   | Nolan Handali, Andrew James Zhang, Aleksander Dash  |  
|  [Applying Transformer-XL to Q&A](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15766157.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15766157.pdf))   | Sam Xu  |  
|  [Attention and CNN empowered BiDAF for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15705542.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15705542.pdf))   | Haojun Li  |  
|  [BERT + Verify](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15763126.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15763126.pdf))   | Kai Marshland  |  
|  [BERT Squared: Read + Verify System for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15740811.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15740811.pdf))   | Jiayu Lou  |  
|  [BERT for Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848021.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848021.pdf))   | Yuwen Zhang, Zhaozhuo Xu  |  
|  [BERT++: Reading Comprehension on SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15790311.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15790311.pdf))   | Lirong Yuan  |  
|  [BERTNet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15784576.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15784576.pdf))   | Yang Wang, Hongtao Sun, Brett Szalapski  |  
|  [Bariants of Attention for Neural Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15837192.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15837192.pdf))   | Spenser Anderson  |  
|  [Bert++](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744346.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744346.pdf))   | Sophia Papoulias Barton, Juliet Nkechiyere Okwara, Lea Jabbour  |  
|  [BertNet: Combining BERT language representation with Attention and CNN for Reading Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15783457.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15783457.pdf))   | Manish Pandit, Girish S Limaye, Vinay Sawal  |  
|  [BiDAF Model Optimization and QANet Model Re-implementation on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15722871.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15722871.pdf))   | Yulian Zhou  |  
|  [CNN and RNN Hybrid Reading Comprehension Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15756347.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15756347.pdf))   | Victor Liang, Siyu Yang  |  
|  [CS 224N Final Project Report](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15709788.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709788.pdf))   | Nick Allan Steele, Gabriel Francis Voorhis-Allen  |  
|  [CS224N Final Paper](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15711855.png) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15711855.pdf))   | Luis Varela Eleta, Alejandro Dobles, Tevon Clarence Strand-Brown  |  
|  [CharBiDAF with Self-Attention for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15709186.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15709186.pdf))   | Zahra Abdullah, Darrith Bin Phan  |  
|  [Contextual Aware Joint Probability Model Towards Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744020.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744020.pdf))   | Lijing Song, Liu Yang  |  
|  [EANet: Enhanced Attention Network for Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744378.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744378.pdf))   | Insop Song  |  
|  [ECNet: Early Attention and Local Convolution for Machine Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15823115.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15823115.pdf))   | Abhishek Goswami  |  
|  [Enhancing BiDAF with BERT Embeddings, and Exploring Real-World Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791074.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791074.pdf))   | Ryan Gian-Meun Mui, Priyanka Puram Sekhar, Sumit Minocha  |  
|  [Evaluating QANet on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15831868.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15831868.pdf))   | Parthasarathy Suryanarayanan, Yash Mangilal Jain  |  
|  [Explicitly Learning Implicit Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15818791.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15818791.pdf))   | Sai Kandallu  |  
|  [Exploring Embedding and Attention Improvements to BiDAF SQuAD Model](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15830848.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15830848.pdf))   | Colin James Dolese  |  
|  [Extended QANet and Application on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15847973.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15847973.pdf))   | Larry Jin, Yimin Liu, Su Jiang  |  
|  [Extending Answer Prediction for Deep Bi-directional Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15743247.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743247.pdf))   | David Y. Zhao, Peter Dun, Lauren Zhu  |  
|  [Final Default Project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15708303.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15708303.pdf))   | Charlie Furrer, Priya Ravi Chatwani, Charles Michael Vidrine  |  
|  [Final Report for CS224N Default Project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848202.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848202.pdf))   | Zhihan Jiang, Wensi Yin  |  
|  [Hierarchical Attention Fusion Network for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15832129.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15832129.pdf))   | Yang Chen, Marius Seritan  |  
|  [Improved BiDAF with Self-Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15734514.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15734514.pdf))   | Zixuan Zhou, Mingchen Li, Gendong Zhang  |  
|  [Improving Bi-Directional Attention Flow for Machine Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15832916.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15832916.pdf))   | Bosen Ding, Yue Wang  |  
|  [Improving SQUAD 2.0 Performance using BERT + X](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15737384.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15737384.pdf))   | Kevin Tran, Danny Jay Takeuchi  |  
|  [Machine Reading Comprehension on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15787910.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15787910.pdf))   | Yiyang Li, Shichang Zhang, Yancheng Li  |  
|  [Megatron: Using Self-Attended Residual Bi-Directional Attention Flow (Res-BiDAF) to Improve Quality and Robustness of a BiDAF-based Question-Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15788255.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15788255.pdf))   | Zheng Nie, Matt Linker, Jerry Zhilin Jiang  |  
|  [Multi-Task Deep Neural Networks for Generalized Text Understanding](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15734641.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15734641.pdf))   | George Zhixuan He  |  
|  [No RNN SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15743508.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743508.pdf))   | Chase Simeon Davis, Amanda Nicole Jacquez, Vikas Venkatanarasimha Munukutla  |  
|  [One Step at a Time with SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15759228.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15759228.pdf))   | Somnath Purkayastha  |  
|  [Orchestra: An Ensemble Approach to SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15708637.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15708637.pdf))   | Aaron Sanford Levett, Taide Ding  |  
|  [Positioning Self in SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791397.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791397.pdf))   | Neel Chowdary Yerneni, Ankit Singh Baghel  |  
|  [QANet Analysis: CS224N Milestone Default Project (non-PCE)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15740578.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15740578.pdf))   | Timothy Quang-Tin Le  |  
|  [QANet for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846237.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846237.pdf))   | Anuprit Kale, Edgar G. Velasco  |  
|  [QANet with Universal Transformer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744474.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744474.pdf))   | Kongphop Wongpattananukul  |  
|  [QANet-XL: Applying Transformer-XL to QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15809186.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15809186.jpg))   | Ryan Cole  |  
|  [QANet: Convolutions and Attention are All you Need](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15840373.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15840373.pdf))   | Anirudh Rajiv Joshi  |  
|  [QuAVONet: Answering Questions on the SQuAD Dataset with QANet and Answer Verifier](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15721225.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15721225.pdf))   | Jesus Enrique Cervantes  |  
|  [Question Answering Models for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15843151.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15843151.pdf))   | Ryle Zhou  |  
|  [Question Answering System on SQuAD dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791892.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791892.pdf))   | Liuming Zhao, Taiming Zhang  |  
|  [Question Answering System on The SQuAD Dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15669309.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15669309.pdf))   | Gevorg Khondkaryan  |  
|  [Question Answering Training on SQuAD (QATS)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848298.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848298.pdf))   | Carson Zhao, Louise Huang, Mi Jeremy Yu  |  
| [Question Answering for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791631.pdf)  | Andrew Brian Deveau  |  
|  [Question Answering on SQuAD 2.0 Dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848195.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848195.pdf))   | Yuanjun Li, Yuzhu (Ariel) Zhang  |  
|  [Question Answering on SQuAD 2.0 using Transformer-XL](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15840135.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15840135.pdf))   | Julien Hedou, Ianis Bougdal-Lambert  |  
|  [Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846205.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846205.pdf))   | Boxiao Pan, Gael Colas, Shervine Amidi  |  
|  [Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846591.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846591.pdf))   | Chaonan Ye, Wanling Liu  |  
|  [Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744353.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744353.pdf))   | Liz Guo, Lantao Mei  |  
|  [Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15839661.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15839661.pdf))   | Mayukh Majumdar  |  
|  [Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15816213.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15816213.pdf))   | Mengyu Li, Boyao Sun, Qiwen Wang  |  
|  [Question Answering on SQuAD with BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15792151.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792151.pdf))   | Zhangning Hu  |  
|  [Question Answering on SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15705934.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15705934.pdf))   | Conor McAvity  |  
|  [Question Answering with BERT and Answer Verification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15763476.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15763476.pdf))   | Kevin Culberg  |  
|  [Question Answering with Hierarchical Attention Fusion Layers & Multi-Task Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791528.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791528.pdf))   | Tyler Ma Yep, Woody Zhouyuan Wang  |  
|  [Question Answering with SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15740989.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15740989.pdf))   | Eli Joshua Echt-Wilson, Kathryn Rydberg  |  
|  [Question Answering with Self-Attention and Residuals](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15785677.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15785677.pdf))   | Luyao Hou  |  
|  [Question Representation and Mapping in Transformers (QeRMIT)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15838187.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15838187.pdf))   | Mark Chang, Di Ai  |  
|  [Question and Answering on SQuAD 2.0: BERT Is All You Need](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15812785.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15812785.pdf))   | Sam Schwager, John Solitario  |  
|  [Questions and Answers using the SQuAD 2.0 dataset and the QANet architecture](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15789918.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15789918.pdf))   | Srinivas Raghavan  |  
|  [RE-Net: A Character-Based Model Replicating R-Net](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15790766.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15790766.pdf))   | Aditya Iswara, Arvind Subramanian  |  
|  [Reading Comprehension for SQuAD 2.0 using U-Net](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15719086.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15719086.pdf))   | Qingyun Wan  |  
|  [Really Paying Attention: A BERT+BiDAF Ensemble Model for Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15792214.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15792214.pdf))   | Andrew L Ying  |  
|  [Recurrency-Free Question Answering with Unanswerable Questions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15742986.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15742986.pdf))   | Daniel Semeniuta, Ian Stuart Hodge, Michael Hazard  |  
|  [Research of LSTM Additions on Top of SQuAD BERT Hidden Transform Layers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15718571.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15718571.pdf))   | Oscar Josue Matus, Adam Joseph Thorne, Zac Douglas Farnsworth  |  
|  [Ryan QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15701585.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15701585.pdf))   | Ryan Tyler Rice  |  
|  [SQuAD 2.0 (QANet, Character Embeddings and Token Features, Hyperparameter Tuning)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744366.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744366.pdf))   | Eric Redondo, Bernardo Casares Rosa, Eric Nielsen  |  
|  [SQuAD 2.0 Project Report](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15785042.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15785042.pdf))   | Phillip Hoovestol, Konrad Morzkowski, Liyang Sun  |  
|  [SQuAD 2.0 with BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791990.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791990.pdf))   | Kevin Lalande  |  
|  [SQuAD Model Comparison](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15708284.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15708284.pdf))   | Jiehan Zhu  |  
|  [SQuAD Question Answering with Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15782330.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15782330.pdf))   | Chitradip Mandal  |  
|  [SQuAD to BioASQ: analysis of general to specific](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15759479.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15759479.pdf))   | Karen Ouyang  |  
|  [SQuAD with SDNet and BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15744482.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15744482.pdf))   | Taresh Kumar Sethi, Derek Anda Huang, Eli Jaycob Pugh  |  
|  [SQuAD: Eliminate What You Don't Know](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15743071.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15743071.png))   | Jessica Zhao, Ashwin Sreenivas, Todd Macdonald  |  
|  [SQuAD: Integrating PCE and Non-PCE approaches](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846857.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846857.pdf))   | Oghenetegiri Sido  |  
|  [Semi-Supervised Question Answering: Generative Augmentation in SQuAD2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15831492.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15831492.pdf))   | Alex Lu  |  
| [Syll2Vec: A Phonetic Approach in Reading Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15814490.pdf)  | Xiao Lu  |  
|  [The Death of Feature Engineering? BERT with Linguistic Features on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791958.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791958.pdf))   | Yue Zhang, Jiawei Li  |  
| [The Effect of Embeddings on SQuAD v2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15709657.pdf)  | Luis Antonio Perez  |  
|  [The Role of Data in Bert Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15832832.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15832832.pdf))   | Xian (Carrie) Wu  |  
|  [Transformer with CSAN for Question Answering: SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15742598.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15742598.pdf))   | Simerjot Kaur  |  
|  [Transformer-Based Model for Question and Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15791637.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15791637.pdf))   | Jennifer She, Emma Chen  |  
|  [Who is Ernie? Just ask Bert!](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15848527.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15848527.pdf))   | Barthold Albrecht, Yanzhuo Wang, Xiaofang Zhu  |  
|  [Wisdom of Ignorance: Bert-wBiDAF for SQuAD2](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/reports/default/15846789.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1194/posters/15846789.pdf))   | Siyi Tang, Ruge Zhao, Meixian Zhu  |