# Stanford CS 224N | Project Reports

https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/project.html

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  * [Schedule](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/index.html#schedule)
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# CS224n: Natural Language Processing with Deep Learning
### Stanford / Winter 2022
## Final poster session
We thank our sponsors (Cadence, Citadel, Cohere, Forethought AI, Huggingface, Virtusa) for co-sponsoring the poster session!  
  
The poster session is at the Alumni Center McCaw Hall/Ford Gardens. Note that this event is not open to the general public, only to the Stanford community and invited guests. [Click here](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/project/poster_printing_suggestions.pdf) for a guide on poster printing. The schedule of events is:   
  
  
| 12:00-12:30pm  | Session A Check-in  |  
| --- | --- |  
| 12:30-1:45pm  | Session A  |  
| 1:45-2:15pm  | Break (Session B Check-in)  |  
| 2:15-3:30pm  | Session B  |  
| 3:30-4:30pm  | Award Ceremony  |  
![](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/images/sponsors%20for%20224n.png)
## Prizes
Congratulations to the following teams, who produced exceptional prize-winning projects! 
### Best custom project poster
  * **[Investigating the Effect of Debiasing Methods on Intersectional Biases in Language Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116874543.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116587735.pdf))**. Ananya Karthik, Ellie Ugne Talius. 
  * **[Lossless Neural Text Compression](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116635402.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116632720.pdf))**. Kasey Luo, Michael Marcone Herrera. 
  * **[Natural Language Generation with Adversarial-Free Imitation Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116994856.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116705507.pdf))**. Anuj Nagpal. 
  * **[From RoBERTa to aLEXa: Automated Legal Expert Arbitrator for Neural Legal Judgment Prediction](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116826881.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116705782.pdf))**. Lukas Haas, Michal Skreta. 


### Best default project poster
  * **[BiDAF Pro Max for Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662234.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116662754.pdf))**. Gary Dai, Qingyue Wei, Yitao Qiu 
  * **[QAN-et al.: Exploring Extensions on QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116613846.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116651869.pdf))**. Jessica M Yu, Michelle Qin, Timothy Dai. 
  * **[Generating Robustness: Exploring Various Ways to Adapt Question Answering to New Domains](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117099227.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116612331.pdf))**. Helen Minsi Gu, Nicholas Lui, Quentin Hsu. 
  * **[QG Augmentation: Generating Novel Question/Answer Pairs for Few-Shot Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117154821.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116606989.pdf))**. Ben Alexander, Gordon Downs. 


### Sponsor's prize for best poster
  * **[A Distribution-Aware Approach to Dense Retrieval](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116995333.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713967.pdf))**. Jason Jiachen Lin, Justin Young, Simran Arora. 


### Audience selection for best poster
  * **[A NLP Approach to Understanding Patent Acceptance Criteria](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116615529.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116608057.pdf))**. Benjamin Henly Wittenbrink, Ryan Othniel Kearns, Sauren Khosla. 


### Outstanding reports
  * **Is a Bias Metric Biased? Adversarial Testing of Template-Based Bias Measures for QA Models**. Mary Williamson 
  * **[Character-Level Encoding with S4 for QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116622008.pdf)**. Peng Chen. 
  * **[Improved BiDAF and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117171505.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116669795.pdf))**. Jerry Liu, Yuke Wu. 
  * **[Neural Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116657437.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116657813.pdf))**. Yiren Zhou. 


## Custom Projects  
| Project name  | Authors  |  
| --- | --- |  
|  [Detecting dubious research with SciBERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116610896.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116517860.pdf))  | Eric Sun  |  
|  [IntrospectQA: Building Self-reflecting, Consistent Question Answering Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116614750.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116598632.pdf))  | Maya Sharanya Srikanth, Rachael Liu Wang  |  
|  [Transformers For Markdown Article Rewriting](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116619341.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116119986.pdf))  | Scott Hickmann  |  
|  [Classifying and Automatically Neutralizing Hate Speech with Deep Learning Ensembles and Dataset Ensembles](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116619553.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116549300.pdf))  | Ali Hindy, John Shinn Taik Ngoi, Varuni Gupta  |  
| Categorizing Mental Health Through Reddit Posts During the COVID-19 Pandemic  | Elizabeth Anne Fitzgerald, Natasha Saki Ong  |  
| Backcasting, Nowcasting and Forecasting Time-Series of Macroeconomic Expectations and Sentiment using Text Data  | Marcelo Jardim Sena  |  
| Log Analytics with NLP  | Vishal Murgai  |  
|  [Transfer Learning for Eating Disorder Sentiment Analysis](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116620290.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116271351.pdf))  | Christine Astoria Manegan, Rhett Carson Owen  |  
|  [Lasts4Ever: Language-Agnostic Semantic Text Similarity for “Every” Language](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116626702.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116555107.pdf))  | Igor Barakaiev, Miles McCain, Rhythm Garg  |  
|  [Using RL for Non-Greedy Dependency Parsing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116634672.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116634980.pdf))  | Arvind Saligrama, Sidhart Krishnan  |  
| [Using Weakly Supervised Learning to Enhance Text Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116635880.pdf)  | Pooja Chopra  |  
|  [Summarize without Direct Supervision: Extractive Summarization of Medical Notes using Weakly Supervised Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116638910.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116681997.pdf))  | Eric YEH  |  
| Pre-trained model based method for tagging Chinese news with industry categories  | Jiong Zhang  |  
| [Active Learning for Data-efficient Training on Sentiment Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116652863.pdf)  | Amber Zoe Yang, Kasha Khashayar Akrami, Kevin Wang  |  
|  [The Right to Remain Plain: Summarization and Simplification of Legal Documents](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116652906.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116551434.pdf))  | Isabel Orlanes Gallegos, Kaylee Renae George  |  
|  [LISA: Learning Interpretable Skill Abstractions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116654589.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116656415.pdf))  | Div Garg  |  
|  [Multitask Learning to Evaluate Whether Personal Goals are SMART](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116658224.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116616354.pdf))  | Neel Vikram Rao  |  
|  [OJS Field of Study Classification using Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116659343.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707758.pdf))  | Jon Albert Ball  |  
|  [Prediction of Undergraduate Students’ Course Sequences and their Naturalness](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116659439.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116720490.pdf))  | Qi Han, Shyamoli Sanghi, Victoria Leah Docherty  |  
| Can a large NLI model usefully improve the consistency and accuracy of a large pre-trained language model on a simple question-answering task?  | Joseph Jiho Noh, Will Armstrong  |  
|  [Evaulating Student Writing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116660070.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116791299.pdf))  | Anthony Joseph Riley, Chris Chankyo Kim, Sohit Gatiganti  |  
|  [DeClickbaiting the News](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116660398.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116718763.pdf))  | Arjun Karanam, Michael Hany Elabd, Ronak Anuj Malde  |  
|  [Searching for Contrast in the Beige Books: Applying Transformers to Predict Future Regional Unemployment Rates](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116660503.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713915.pdf))  | Doug Edward Callahan  |  
|  [Detecting Bias in News Articles using NLP Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116661041.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116670306.pdf))  | Muhammad Umar Nadeem, Sarah Raza  |  
| [Generating Infrastructure-as-Code from Natural Language: Evaluating Fine-Tuned GPT-3 Models for Cloud Infrastructure Provisioning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116662212.pdf)  | Yevgeni Alexander Chuvyrov  |  
| A Direct Translation of Earnings Reports and Calls to Stock Market Outcomes with Transformers  | Jaeyong Park, Kyle V. D'Souza, Mustafa Ugur Karakaplan  |  
|  [Condenser and Adaptive Batch Scheduling for OpenQA Passage Retrieval](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116662715.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707384.pdf))  | Cathy Yang, Yiting Zhao, Zikun Cui  |  
| TraumaICD-BERT: Automating ICD10 Diagnosis Code Identification From Electronic Medical Records of Injured Patients  | Alexander Sivura, Charles Chen, Jeff Choi  |  
|  [Building a Natural Language Processing System to Characterize the Disease Progression in Radiology Reports](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116663667.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713003.pdf))  | Gautham Raghupathi, Hamza El Boudali, Yusef Qazi  |  
|  [ExtraPhraseRank: A Length-Controlled Data Augmentation Strategy for Unsupervised Abstractive Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116667005.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116666766.pdf))  | Daniel Ross Fein, Ruben Cuevas  |  
| [Does Multilingual BERT Have an English Accent?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116668033.pdf)  | Kezia Yemima Lopez  |  
|  [Improving Trope Detection with Crowdsourced Examples](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116672000.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116592143.pdf))  | Jean-Peic Chou  |  
|  [Learned Syntax Aware Word Embeddings Using Equivariant Graph Neural Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116672912.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116503978.pdf))  | Pratham Soni  |  
|  [Limited Attention: Investigating Transformer Models' Zero-Shot Cross Lingual Transfer Learning Capability with Urdu Named Entity Recognition](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116674745.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116615383.pdf))  | Anwesha Mukherjee  |  
|  [Investigating Views for Contrastive Learning of Language Representations](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116741022.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707586.pdf))  | John Duc-Tuan Nguyen  |  
|  [General FakeFlow: Multi-Domains Fake News Detection by Modeling the Flow of Affective Information](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116743026.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116708922.pdf))  | Anthony Steven Taing  |  
| Probing Causally Abstracted Models  | Jacqueline Harding  |  
|  [Generating Haikus with Natural Language Processing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116767424.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116768967.pdf))  | Emily Bunnapradist, James Zheng, Raymond M Suo  |  
|  [Summarizing Radiology Reports’ Findings into Impressions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116780262.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116574636.pdf))  | Imran Qureshi, Raul Salles de Padua  |  
|  [LIQMA: Natural Language Inference to correct Question-answer Model Assertions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116795275.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116711848.pdf))  | Ian Yue Han Ng, Kevin G Yang, Patrick Yuhao Liu  |  
| [DeBIT: De-Biasing Interviews with Transcripts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116806103.pdf)  | Shijie Xu, Yu-Ann Wang Madan, Yuxin Ding  |  
|  [Reverse Dictionary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116806273.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116687491.pdf))  | Ethan Cheng, Hatice Billur Engin Aras, Noah Kuo  |  
|  [Comparing NLP Methods to Understand Clinical Text to Improve Outcomes in Sepsis Patients](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116810871.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116658037.pdf))  | Gowri Nayar  |  
|  [Cross-domain Sentiment Classification based on Adaptive Center Contrastive Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116811555.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116683060.pdf))  | Xinqi Fan  |  
|  [Twitter Sentiment Analysis: Global Attitudes Towards COVID-19 Policies](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116815082.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116995870.pdf))  | Chiara E Biondi, Christina Quattrocki Knight, Elyse Lauren Cornwall  |  
|  [Improving prediction of visual outcomes from the electronic health record in ophthalmology using BERT and time-aware LSTMs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116822976.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116814669.pdf))  | Brian Soetikno, Bryan Dev Gopal  |  
|  [Tip of Your Tongue: Methods for an Effective Reverse Dictionary Model](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116823327.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116600060.pdf))  | Arman Aydin, Cem Gokmen  |  
| Acronym Identification  | Ohiremen Dibua  |  
|  [Figuring out Figures: Using Textual References to Caption Scientific Figures](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116824743.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116734060.pdf))  | Kevin Liu, Stanley Cao  |  
| [Detecting User Initiative in Social Chatbots](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116829161.pdf)  | Lora Xie  |  
| Saved You a Click: Automatically Answering Clickbait Titles  | Beicheng Lou, Janet Zhong, Oliver Johnson  |  
| [Response Generation for Multi-Party Conversations](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116829489.pdf)  | Isaac Bevers, Matt Christiaan King  |  
|  [Novel Visual-Textual Attention Fusion Models for Context-Aware Image Alt Text Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116830109.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116687010.pdf))  | Benjamin Bin Yan  |  
| [In-Style Prefix-Tuned NLG of Emails](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116830949.pdf)  | AJ Nadel, Uma Phatak  |  
|  [Question Answering Classification With Expanded Datasets](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116849359.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712571.pdf))  | Eric Hao Feng, Rain Juhl  |  
|  [Can Pre-trained Language Models Understand Definitions?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116874134.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116678744.pdf))  | Tina Li, Xiaoyuan NI, Xinran Zhao  |  
|  [Traversing the Landscapes of Sentiment: Generalized Sentiment Transfer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116878268.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116828121.pdf))  | Maciej Patryk Kurzynski  |  
| [Rethink Hierarchical Distributional Learning for Fine-grained Loneliness Characterization from Reddit Posts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116886087.pdf)  | Yunfan Jiang  |  
|  [Combining Improvements in the Compression of Large Language Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116951464.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116665662.pdf))  | Daniel Dominic Longo, Siddharth Sharma, Victor Stilianov Kolev  |  
|  [Labeling Chest X-Ray Reports with Markers of Longitudinal Change](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116976048.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116688395.pdf))  | Christina Kwak, Evan Anthony Saracay, Ryan Wonhee Han  |  
|  [Comparison of NLP Models for a Writer and Genre Style Controlled Movie Screenplay Generator](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116978375.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116661614.pdf))  | Gautam Govind Pradeep, Koye Mbonu Alagbe, Shridhar Athinarayanan  |  
| Using Word Embeddings to Quantify Difference in Bias in Judicial and Non-Judicial Corpora  | Alejandrina Gonzalez Reyes, Andrea Vallebueno, Miki Elizabeth Verma  |  
|  [Sentiment Analysis for Meme Stock Price Prediction](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116983636.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116647530.pdf))  | Jingyu Shen, Yu Dong Zhang, Zihan Qiang  |  
|  [Pre-training and Data Augmentation for Dialogue State Tracking](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116987188.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116668653.pdf))  | Paridhi Maheshwari, Sharmila Nangi  |  
|  [RapLyricGeneration](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116994511.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116674791.pdf))  | Aaron Han, Roy Park  |  
|  [Improving Logical Consistency in Pre-Trained Language Models using Natural Language Inference](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116994635.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116645757.pdf))  | Ananth Agarwal, Anthony Tzen, Cameron David Tew  |  
|  [Evaluating Natural Language Models on Technical Query Tagging](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116996665.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116669143.pdf))  | Atindra Jha, John M Dalloul, Kantapong Kotchum  |  
|  [Translating Natural Language to Bash Commands using Deep Neural Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116997097.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116610537.pdf))  | Dan Jenson, Yingxiao LIU  |  
|  [Automated Essay Scoring with Hint of grade level](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_116998734.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116706877.pdf))  | Cheng Ma  |  
|  [Learning To Cluster: A Comparison of Document Vector Representations for Layout Identification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117051501.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116615319.pdf))  | Bryan Chia, Pooja Sethi  |  
|  [Data Augmentation Method for Fact Verification Using GPT-3](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117066709.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116559370.pdf))  | Harry Shin, Jaehwan Jeong, Patrick M Ryan  |  
|  [Zero Shot Emoji Prediction using Multimodal Emoji Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117073671.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116659365.pdf))  | Hailong Chen, Isabelle Lim, Janani Balasubramanian  |  
|  [Measuring innovations by their labor impact](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117087473.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116497301.pdf))  | Wajeeha Ahmad  |  
| Going Out Of Style: Style Obfuscation for Text Anonymization  | Ben Ditchfield, Soumya Koppaka, Tyler Scott Beck  |  
|  [ReportIT: Improving Insider Threat Detection Model Explainability Through Report Retrieval](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117115090.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116708425.pdf))  | Sameer Khanna  |  
|  [Mixture of Hierarchical Unified Neural Domain](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117116616.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116557779.pdf))  | Aman Malhotra, Amol Preet Singh, Eish Maheshwari  |  
|  [Understanding the learning dynamics of word2vec](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117121617.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116687086.pdf))  | Alvin Wei Ming Tan  |  
|  [Patent Applications using Ensemble Modeling](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117134781.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713141.pdf))  | Alexander Lerner, Oscar O'Rahilly, Tommy Anthony Bruzzese  |  
|  [Grounded Language Learning with Uncertain Instructions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117135060.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116666930.pdf))  | Ashish Prakash Rao, Kyle Beltran Hatch, Sylvia Yuan  |  
|  [The Hilarious Bluffing GAN](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117143143.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116625588.pdf))  | Isaac John Supeene  |  
|  [Chest X-Ray Report Generation from Chest-X Ray Images](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117157386.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116613157.pdf))  | Aleksandr Timashov, Esin Haritaoglu, Matthew H Tan  |  
|  [SpARC: Sparsity Activation Regularization for Consistency](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117159388.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116613833.pdf))  | Julia W Xu, Samar Antoine Khanna, Sarthak Consul  |  
| Hate speech detection using Domain Adaptation and Vocabulary Extension  | Nandana Murthy , Santosh Kumar Addanki  |  
|  [Neural-Augmented Retrieval for Open-Domain Dialogue Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117161441.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116645644.pdf))  | Eric Scott Frankel, Raphael Torin Ruban, Rohan Mehrotra  |  
| [What does BERT know about distributivity?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117164824.pdf)  | Jesus Hermosillo, Jiayi Lu, Leyla Kursat  |  
|  [Prompt-based model editing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117170743.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116515053.pdf))  | Charles Jiapei Lin  |  
|  [Emoji Prediction with Transformer Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117172288.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116663477.pdf))  | Jiacheng Ge, Wenna Qin  |  
| THESiS — Text-Hierarchical Embedding of ScIentific Studies  | Luca Pistor, Michael Jonathan Atkin  |  
| [Language Models Can Be Used to Approximate the Perceived Personality of Famous People](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117175141.pdf)  | Xubo Cao  |  
|  [BIGCHAIR: BImodal Graph-CHAracter learnIng for Retrieval](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117175255.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116706024.pdf))  | Julian Hector Quevedo, Pino Cholsaipant, Sidney Quyen Hough  |  
|  [Recipe Text Classification using Graph Neural Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117176180.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116708464.pdf))  | Goutham Krishna Teja Muppala  |  
|  [Designing an Automatic Story Evaluation Metric](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117176750.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116676180.pdf))  | Hannah Sage Huddleston, Karen Ge, William Isaac Shabecoff  |  
|  [MoneyMouth: A Computational Analysis of Altruistic Crowdfunding Success on GlobalGiving.org](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/custom_117514199.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/117530774.pdf))  | Danya Adib  |  
## Default Projects  
| Project name  | Authors  |  
| --- | --- |  
|  [Building a QA system through local convolution with global self-attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116608695.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116499513.pdf))  | Hamza El Mosor, Hugo Vergnes  |  
| QANet with Transformer-XL for Question Answering on SQuAD 2.0  | Shashank   |  
| Building a Robust QA System Via Data Augmentation  | Ryota Eki  |  
| BiDAF with Character-Level Embeddings and Self-Attention  | Julie Wang  |  
|  [Exploring the Impacts of Character Modeling, Co-Attention, and Dual Attention on BiDAF Performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116611532.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116363128.pdf))  | Sophia Luisa Andrikopoulos  |  
| Bi-Directional and Self-Attention for Question Answering on SQuAD  | Meredith Martz  |  
|  [Meta-Learning and Data Augmentation for Robust Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116612024.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116672320.pdf))  | Beining Zhou, Zhiyin Lin  |  
|  [Integrating the QANet Structure into the Default Model BiDAF for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116612106.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116686179.pdf))  | Thanh Huu Pham  |  
|  [Word Embedding Fine-Tuning using Graph Neural Networks on Local Word Co-Ocurrence Graphs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116612570.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116529378.pdf))  | Federico Jose Reyes Gomez  |  
| Apply Mixture of Expert to improve Q&A robustness on new domains  | Yue Ming Zhang  |  
|  [Meta-Learning for Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116613241.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116613688.pdf))  | Chi-Hsuan Chang  |  
| Question and Answering on SQuAD  | Yujin Jeong  |  
| [Robust Cross-domain Question Answering via Adversarial Training and Document Embedding Clustering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116613310.pdf)  | Anson Wang  |  
| Improving Question Answering System for Unseen Domains via Continued Pre-training with Unlabeled Data  | Siyuan Du  |  
| Efficient QANet on SQuAD 2.0  | Yujing Zhang  |  
| [Re-attention vs. Bi-attention: Investigating two Alignment Architectures for Neural Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116615268.pdf)  | Ghaith Arar  |  
| SQuAD v2.0 Question Answering with QANet  | Peter Skvarenina  |  
|  [A Study on Adversarial Training for Robust Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116615782.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116680570.pdf))  | Kathleen Pietruska, Laura Fee Schneider  |  
|  [A Mixture Of Experts for Out-Of-Domain Expertise](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116616054.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116691138.pdf))  | Mia Sarojini Kynadi  |  
|  [R-Net Prime](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116616719.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116654648.pdf))  | JP Reilly, Nik Alexander Caryotakis, Parker Jacob Killion  |  
|  [Improved QANet on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116616800.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116690907.pdf))  | Chenyang Dai  |  
| RobustQA  | Megan Zhang, Rishu Garg  |  
|  [Is Feature Engineering Futile?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116618717.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116652582.pdf))  | Jacob Alan Smith  |  
| Pitting BiDAF and QANet Architectures for Closed-Domain QA Using a subset of SQuAD2.0  | Mateo Arbelaez Echeverri  |  
|  [Question and Answering on SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116621804.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116515827.pdf))  | Brandon Tri Vu, Nyle Tiber Wong, Richard Dan Chen  |  
|  [SQuAD-ing Up as a Winning Team: Character Embeddings and Dynamic Coattention Networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116622577.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116649288.pdf))  | Brandon Minsung Kang, Kevin Yimin Guo  |  
|  [Question Answering on SQuAD 2.0 using BiDAF and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116625923.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116608699.pdf))  | Jacklyn Ha Luu, Jane M Boettcher, Matthew Kaplan  |  
|  [Exploring Attention Mechanisms on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116626089.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116606169.pdf))  | Clara Zou, Sibei Zhang, Yichen Liu  |  
|  [Insemble: A Shared-Parameter Ensembling Technique for Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116628601.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116622252.pdf))  | Justin Peter Lim, Luke Hansen  |  
| Conditioning End Tokens on the Start Token Distributions in a SQuAD-style QA System  | Erdem Biyik  |  
|  [Build Robust QA System with Small Datasets using Data Augmentation and Answer Length Penalty](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116631452.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116651514.pdf))  | Hongbo Miao, Jingchao Zhang  |  
|  [Alpha and Omega? Gauging the influence of Answer-Pointer Frameworks in Question Answering Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116633957.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116696204.pdf))  | Eden Grown-Haeberli, Nicholas Paul-Brazeau Sanchez  |  
|  [Understanding Attention for Question Answering models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116635563.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116670235.pdf))  | Akshatha Kamath  |  
|  [Optimizing Match-LSTM for SQuAD v2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116641407.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116636246.pdf))  | Alex Tae Lee, Peter Emeke Nsaka, Xiangyu Dong  |  
|  [Smart Chunk Reader: Stochastic Neural Chunk Selection for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116644552.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116645460.pdf))  | Alex Loia, Antonio Robert Ferris, Jonah Wu  |  
|  [Data Augmentation with Adversarial Examples and Back-Translation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116644713.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116580659.pdf))  | Eunice Yang, Stephan Sharkov, Yuzu Marie-Christine Ido  |  
|  [Implemention and Analysis of Character-level](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116648635.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713607.pdf))  | Avash Shrestha, Rohin Rajesh Manvi  |  
|  [Question Answering with Self-Matching Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116650402.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116701554.pdf))  | Ankit Vikram Patel, Xavier Osmond Arguello  |  
|  [Exploring the effects of semantic tag augmentations for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116650992.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116512896.pdf))  | Jonathan Yi Tseng, Narvin Kankeo Phouksouvath  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116656039.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116336959.pdf))  | I-Chien Lai, Pei-Wei Kao, Ta-Hsuan Chao  |  
|  [Improving a QA System for SQuAD using Attention- and Augmentation-based Methods](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116656833.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116590339.pdf))  | Amelia Alice Anne Woodward, Angela WenYue Zhao, Stone Yang  |  
|  [Robust Question-Answering using Adversarial Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116657196.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116658008.pdf))  | Aasavari Dhananjay Kakne, Samarpreet Singh Pandher, Vivek Kumar  |  
| QANet for SQUAD 2.0  | sanjay karinje  |  
|  [Experiments in Embeddings with BiDAF](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116658921.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116683378.pdf))  | Miles John Zoltak, Sterling F Alic  |  
|  [IID SQuAD QANet Project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116659678.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116706208.pdf))  | Claire Mei Jun Mai, Daniel Elias Guillen  |  
|  [Building a Robust Question Answering System with Meta-Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116659691.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116545826.pdf))  | Doug Klink, Dylan James Cunningham  |  
|  [Explore Different Transfer Learning Methods for More Robust Q&A Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116660188.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116661967.pdf))  | Lucy Lu, Penny Pan  |  
|  [AlterNet: Improving Span Conditioning for Convolutional Neural Network Q&A Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116660757.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116609389.pdf))  | Benjamin Andrew Korngiebel, Eva Elizabeth Batelaan, Simon Remy Camacho  |  
|  [Conditioning External and Internal Context Awareness through Attention Overload and Character-Level Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116660881.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116550648.pdf))  | Umar Patel  |  
| A study of a few deep neural network structural variations for question answering systems  | Shuang Feng  |  
| Building A Robust QA System For IID SQuAD Using Coattention, Self-Attention, and Answer Pointer Network  | George Wang, Mostafa Ehab Dewidar, William L Cai  |  
|  [Extending QANet for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662028.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116669819.pdf))  | Eun Jee Sung, Ofure Mary Ebhomielen  |  
|  [QA System with Transformer-XL](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662048.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116708918.pdf))  | Yizhi Zhang, Zhuzhu Wang  |  
| [Using QANet to Perform Question Answering on the SQuAD 2.0 Dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662111.pdf)  | Eric Zeng, Leon Bi, Ricky Grannis-Vu  |  
|  [Building a Natural Language Processing System to Characterize the Disease Progression in Radiology Reports](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662605.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713003.pdf))  | Gautham Raghupathi, Hamza El Boudali, Yusef Qazi  |  
|  [BoBA: Battle of BERTs with Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662624.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116704738.pdf))  | Ishira U Fernando, Rishi Milind Desai  |  
|  [Does data augmentation matter more than architecture design for small datasets?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662780.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116674054.pdf))  | Max Max Sobol Mark  |  
|  [Domain Adversarial Training for Robust QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116662934.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116668780.pdf))  | Abhay Singhal, Navami Jain, Shayana Aarthy Venukanthan  |  
|  [Team Xuber: Question Answering via Modified R-NET Construction](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116663288.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707814.pdf))  | Damon Noah Zuber, Eric Xu  |  
|  [Application of Mixture of Experts in Domain-agnostic Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116663613.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707837.pdf))  | Jiayi Li  |  
|  [Building a QA system (Robust QA track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116664877.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116709965.pdf))  | Ammaar Adam, Coleman Jin Smith, Takao Yatagai  |  
|  [Improving BiDAF Heuristically and with Self-Attention for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116664951.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116664910.pdf))  | Christopher Wong, Nathaniel Goenawan  |  
|  [Robust Question Answering: A study on Self-Attention Mechanism and Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116665539.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116656189.pdf))  | Shicheng Xu, Yechao Zhang  |  
| [Robust QA using Mixture of Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116668734.pdf)  | Raj Prateek Kosaraju  |  
|  [Improved QANet on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116669877.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116711091.pdf))  | Matt Thomas Reed, Nicole Wen Lee  |  
|  [All for One or One for All: Ensemble of Diverse Augmentation for Self-Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116670383.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116665685.pdf))  | Amir Zur, Jasper J McAvity, Tiffany Zhao  |  
| Building a QA System (IID SQuAD track)  | Xuan Su  |  
| Better Few-shot Fine-tuning of Language Models for RobustQA  | Daulet Tuleubayev, Jacob Tie-Shue  |  
|  [Self-Attention QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116714762.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116710890.pdf))  | Aryan Chaudhary, Kevin K Yang  |  
|  [Generating Haikus with Natural Language Processing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116766440.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116768967.pdf))  | Emily Bunnapradist, James Zheng, Raymond M Suo  |  
|  [Robust Domain Adaptation by Adversarial Training and Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116767259.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116709203.pdf))  | Elliot Epstein, Nicolas Aagnes  |  
|  [MemoryBank: A Flexible Framework for Systemic Beliefs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116779687.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116709043.pdf))  | Gabe Alexander Mudel, Julie Wang, Siyan Sylvia Li  |  
|  [SQuAD 2.0 QA with BiDAF++ & QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116783100.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116634207.pdf))  | Mei Tan, Raymond Zhuo Zhang  |  
|  [Comparing Approaches to Question-Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116788562.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116492411.pdf))  | Ray Iyer  |  
|  [All SQuAD Needs is Self-Attention: Char-QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116805797.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712689.pdf))  | Luis Mario Alcaraz, Troy H Lawrence  |  
|  [Squadobots and Decepticonvs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116805936.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116672396.pdf))  | Amine Elhafsi, Patrick H Washington  |  
|  [You Just Want Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116817119.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116711797.pdf))  | Pranav Jain, Swastika Dutta  |  
|  [Building a Robust QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116822200.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116693959.pdf))  | Amit Kumar Singh, Mohd Zahaib Mateen  |  
|  [Robust Question Answering on Out-of-Domain Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116823367.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712616.pdf))  | Ranchao Yang  |  
|  [Exploring How Differences in Embeddings Change BiDAF Performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116823394.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116590411.pdf))  | Theo Daniel Culhane  |  
|  [Transformer-XL Architecture For Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116823678.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116707575.pdf))  | Chenkai Mao, Colin Zheng  |  
|  [Sigmoid Based Soft Loss for F1 Optimization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116824116.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116670624.pdf))  | Bhavik Shah, Sudeep Narala  |  
|  [Inquisition: A Reformed Question-Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116825619.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116693834.pdf))  | Andrew Gaut, Shannon Christine Yan, Zeb Mehring  |  
|  [SQuAD2.0 with Conditional End Prediction and Character Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116825778.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116709911.pdf))  | Alaskar Alizada, Daniel Valner, David Justin Malinak  |  
| [Out-of-domain Generalization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116826956.pdf)  | Akash Velu, Manasi Sharma, Nishant Jannu  |  
| [Building QANet from Scratch](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116828112.pdf)  | Nathaniel Galicia Chien  |  
|  [Question Answering Augmentation System: Conditional Synonym Replacement](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116829065.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116714470.pdf))  | Alexis Sierra Mack, Kaili Wang, Yara B Sevilla  |  
|  [Exploring Question Answering on SQuAD 2.0 Using Character Embeddings, Self-Attention, and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116829196.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116677112.pdf))  | Constance Horng, Daniel Ma, Jialin Zhuo  |  
|  [QANANET: Improve Question Answering By Learning Not To Answer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116832053.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116599028.pdf))  | Ken Wang  |  
|  [Incorporating Self-Attention and Character Embeddings in a Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116832310.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116662753.pdf))  | Melanie Mei Zhang  |  
|  [Using Character Embedding and QANet to Improve Perfomance on Question-Answering Task (SQuAD)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116834483.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116710652.pdf))  | Gurdeep Sullan, Takara Everest Truong  |  
|  [Building a QA system (IID SQuAD track): BiDAF with Answer Pointer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116839603.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116499175.pdf))  | Cathy Y Wang  |  
| Using the DistilBERT Model to Develop a Robust System for the QA Task  | Dean Zhou, Rushil Arora  |  
|  [Bidirectional Attention Flow Using Answer Pointer and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116844435.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116564068.pdf))  | Qingxi Meng, Tracy Chen  |  
|  [Exploring Domain Adversarial Training and Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116885740.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116633335.pdf))  | Caroline Sujin Choi, Deveshi Buch, Melinda Zhu  |  
|  [Attending in BiDAF and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116902442.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712776.pdf))  | Lucas E Orts, Sophia Sanchez, Yanal Ramzi Qushair  |  
|  [Reproduce Simple QANet on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116909371.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116625233.pdf))  | Zhengqi Zhu  |  
|  [QANet for Reading Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116910910.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116713646.pdf))  | Ravi Rajagopal, Reetika Kumari Agarwal, Rohit Nitin Kulkarni  |  
|  [Improving SQuAD Performance through Model Combination](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116944473.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116705662.pdf))  | Matthew A Riedman  |  
| Building an Enhanced QA System for SQuAD 2.0  | Maya Regina Frohna  |  
|  [Self-Attention is All You Need](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116953224.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116558604.pdf))  | BRIAN WESLEY HILL, Joanne Zhou  |  
|  [Dynamic and Static Chunk Reader (DCR/SCR) on SQuAD 2.0 Task](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116968315.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116700883.pdf))  | Mahammad Shirinov, Rubens Felix Lacouture, Sho Ko  |  
|  [With Such Friends, Who Needs Enemies? Using A "Friendly" Question Type Discriminator For Robust QA Training](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116970199.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116690629.pdf))  | Filippos Nakas  |  
|  [Increasing Robustness of DistilBERT QA System with Few Sample Finetuning and Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116973469.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116659654.pdf))  | Alina Chou, Anjali Sukhavasi  |  
|  [QANet and Performance on SQuAD v2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116980998.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116650211.pdf))  | Alex Zachary Fan, Yixuan Wu  |  
|  [What Complements Coattention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116981651.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116701358.pdf))  | Olivia Hannah Weiner, Thomas Logan Mayer  |  
|  [Improving BiDAF: Character Embedding, Self-Attention, and Answer Pointer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116986132.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116559580.pdf))  | Edward Gao  |  
|  [Robust Question-Answering with Data Augmentation and Self-Supervised Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116987181.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116666721.pdf))  | Arsh Zahed, Arvind Parasuram Sridhar, Daniel Zeng  |  
|  [QAGAN: Adversarial Approach To Learning Domain Invariant Language Features](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116987807.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116627443.pdf))  | Kaiyue Wang, Shubham Shrivastava  |  
| [Question Answering for SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116990154.pdf)  | Sreya Eka Guha  |  
|  [Robust Q&BAE](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116993798.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116615751.pdf))  | Adam Arash Pahlavan, Lynn Kong, Philip Feldman Weiss  |  
|  [Building a QA system (Default IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116993824.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116684520.pdf))  | Aaron Y. Li, Edgar Miguel Roman, Tanish Jain  |  
|  [Few-shot QA using DNN](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116994064.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116689528.pdf))  | Adil Sadik  |  
| Robust Question Answering Through Data Augmentation and TAPT  | Dunia Hakim  |  
|  [Improving BiDAF on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116994704.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712500.pdf))  | Zachary Chen  |  
|  [Adapting and Improving QANet to SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116994847.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116582502.pdf))  | Brad Nikkel, Jenny J Yang  |  
|  [Exploring Mixture of Experts, In-context Learning and Data Augmentation for Building Robust QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116996288.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116714476.pdf))  | Chen Chen, Hanzhao Lin, Shan Lu  |  
|  [Investigating QANet’s Convolution Layer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_116997646.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116589148.pdf))  | Andy Guten Jin, Jesse Quy Doan, Matthew Michael Early  |  
|  [Coattention, QANet, and Data Augmentation for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117000247.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116555262.pdf))  | Scott Xu, Wenqi Li  |  
|  [Transformer-XL on QAnet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117023077.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116714605.pdf))  | James Brandon Chao  |  
| Building a QA system with R-NET, additional input features, and CNN character embeddings  | Yifei He  |  
|  [FAME-BERT: Stable Meta-learning for Robust Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117053329.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116675758.pdf))  | Bharat Khandelwal, Shubham Anand Jain  |  
|  [QaN We Pay More Attention?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117069722.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116597221.pdf))  | Akshita Agarwal, Qianli Song, Shafat Rahman  |  
|  [Soft Contextual Data Augmentation for Robust Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117099620.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116595885.pdf))  | Kevin Thomas Tien, Megumi Sano, Toby H Frager  |  
|  [AugmentationforOut-of-DomainRobustQuestionAnswering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117111508.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116712639.pdf))  | German Kolosov, Juan Ignacio Langlois, Thomas Le Menestrel  |  
| Multi-Domain Training and Data Augmentation for Improving QA System Robustness  | Ning Liu  |  
|  [Grounded Language Learning with Uncertain Instructions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117134042.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116666930.pdf))  | Ashish Prakash Rao, Kyle Beltran Hatch, Sylvia Yuan  |  
| Comparing BERT and RoBERTa to Understand Minimum Wages in 2018  | Seyeon Kim, Youngchul Joo  |  
|  [Building a Robust QA system](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117152725.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116463526.pdf))  | Ivan Zhou, Julie Liu, Yuanzhe Dong  |  
| QANet Sr.  | Melissa Fuen Lee, Suhas Pradyumna Chundi  |  
|  [Question-Answering Using Modified QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117166176.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116648595.pdf))  | Xiluo He, Zachary Max Witzel  |  
|  [Improving Language Model Robustness in the Few-Shot Setting](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117166831.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116706871.pdf))  | Dhruva Bansal, Drew Kaul, Rajas Bansal  |  
| Experimenting with Adversarial Training for Robust QA  | Jordan Amir Walker  |  
|  [R-Net and Friends](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117171790.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116665870.pdf))  | Amrita Palaparthi, Ani Vegesana, Megan Worrel  |  
|  [IID SQuAD track: Comparing QANet with BiDAF](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117174132.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116611045.pdf))  | Bingqi Sun, Chloe Liu, Shanduojiao Jiang  |  
| Meta-Learning for Robust QA Tasks: Learning How to Learn from Context  | Thomas Haoze Yang  |  
| [BiDAF and QANet Model Variations on SQuAD2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117175808.pdf)  | Feiyang Liu, Huanzhong Xu, Zhuofan Xi  |  
|  [Attention Predicts "Nothing"](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117175869.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116593506.pdf))  | Mayank Gupta, Samidhpratap Singh  |  
| An implementation of QANet  | Dongda Li  |  
|  [IID SQuAD Track: Expanding BiDAF and QANet Architectures for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117410171.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116683151.pdf))  | Eva Prakash, Josh Singh  |  
|  [Lightening the Load: DeLighT Blocks for Faster QA Training and Ensembling](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117500330.pdf) ([poster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/posters/116611342.pdf))  | Sam Sumner Lowe  |  
| [Networks for Reading Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1224/reports/default_117500709.pdf)  | Eric Nathan Calimquim Hatch  |  
| Models for Question-Answering on SQuAD 2.0  | Amrita Kaur  |