# Stanford CS 224N | Project Reports

https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/project.html

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# CS224n: Natural Language Processing with Deep Learning
### Stanford / Winter 2021
## Final Project Reports for 2021
There were three options for the course final project. Students either chose their own topic as a [custom final project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/project.html#custom), or else they took part in one of the options for the [default final projects](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/project.html#default), involving building question-answering systems. This year, we had two default final project options: Either people could build from scratch (regular, IID) question-answering models for the [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) 2.0 challenge or in the Robust QA track, students started with 3 question-answering datasets (SQuAD, Natural Questions, and NewsQA) and a pre-trained, transformer QA system and worked to produce a system that worked robustly on (OOD) test sets from additional domains. 
You can find links to previous years' reports under _Previous Offerings_ on the [homepage](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/index.html#content). 
## Prize Winners
Congratulations to the following teams, who produced exceptional prize-winning projects! 
#### Prizes for Best Custom Project Reports
  * [Automatically Neutralizing Ableist Language in Text](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report079.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary079.html)), Tiffany Liu, Tyler Shibata 
  * [Quant-Noisier: Second-Order Quantization Noise](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report058.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary058.html)), Sergio Charles, William Ellsworth, Lyron Co Ting Keh 
  * [GLARE: Generative Left-to-right AdversaRial Examples](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report060.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary060.html)), Ryan Andrew Chi, Nathan Kim, Zander Lack 
  * [ChePT - Applying Deep Neural Transformer Models to Chess Move Prediction and Self-Commentary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report087.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary087.html)), Colton Swingle, Harry Mellsop, Alex Langshur 
  * [Exploring RoBERTa's theory of mind through textual entailment](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report065.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary065.html)), Michael Cohen 
  * [Predicting Doctor's Impression For Radiology Reports with Abstractive Text Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report005.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary005.html)), Xiyuan Chen, Silvia Gong, Will Zhuk 


#### Prizes for Best Default Project Reports (IID SQuAD track)
  * [Investigating the effectiveness of Transformers and Performers on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report202.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary202.html)), Derek Chong 
  * [QANet+: Improving QANet for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report269.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary269.html)), Moo Jin Kim, Christopher Frederic Wolff 
  * [QaN I have Your Attention? Exploring Attention in Question-Answering Model Architectures](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report250.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary250.html)), Paula Kusumaputri 


#### Prizes for Best Default Project Reports (Robust QA track)
  * [Improving Out-of-Domain Question Answering with Auxiliary Loss and Sequential Layer Unfreezing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report152.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary152.html)), Kai Eiji Okada, Jason Qin 
  * Robustness via Data Augmentation and Fine Tuning, Noah Hashmi 
  * [Domain Adaptive Adversarial Feature Disentanglement for Neural Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report225.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary225.html)), Yichen Li, Wei Ren, Xuran Wang 


## Custom Final Projects
[All custom report summaries](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/custom.html)  
| Project Name  | Authors  |  
| --- | --- |  
|  [Aspect-Target Sentiment Classification for Cyberbullying Detection](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report000.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary000.html))  | Joseph Wang, Kevin Chen, Sharan Ramjee  |  
|  [A Neural Model for Text Segmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report001.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary001.html))  | Ana Sofia Nicholls, Gene Tanaka  |  
|  [Consistent Estimation of the Average Treatment Effect with Text as Confounder](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report002.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary002.html))  | Evan Matthew Munro  |  
|  [Music Genre Classification using Song Lyrics](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report003.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary003.html))  | Andrea H Dahl, Anna Boonyanit  |  
|  [Cyclical Pre-Training for Cryptocurrency Price Predictions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report004.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary004.html))  | Andrew Mark Simpson  |  
|  [Predicting Doctor's Impression For Radiology Reports with Abstractive Text Summarization](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report005.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary005.html))  | Silvia Gong, Will Zhuk, Xiyuan Chen  |  
|  [Zero-Shot Cross-Lingual Discrete Reasoning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report006.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary006.html))  | Yang Tian, Yu Fan  |  
|  [SOTA Attention Mechanism and Activation Functions on XLNet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report008.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary008.html))  | Haozheng Du  |  
|  [Understanding Gender-coded Wording in Job Postings with Word-vectors and BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report009.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary009.html))  | Mengmeng Ji  |  
|  [Wall Street vs r/wallstreetbets: Exploring the Predictive Power of Retail Investors on Equity Prices](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report010.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary010.html))  | Anshul Prakash Gupta  |  
|  [Peripheral Artery Disease Prediction using Medical Notes](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report011.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary011.html))  | Ilies Ghanzouri  |  
|  [Dissecting Language's Effect on Bottleneck Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report012.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary012.html))  | Easton Xu, Vincent Li  |  
|  [Model Compression for Chinese-English Neural Machine Translation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report013.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary013.html))  | Ryan David Cunningham  |  
|  [Conversational and Image Recognition Chatbot](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report015.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary015.html))  | Shengyang Su  |  
|  [Government Document Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report016.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary016.html))  | Andrew Tang  |  
|  [Sentence-BERT for Interpretable Topic Modeling in Web Browsing Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report017.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary017.html))  | Natalie Marie Cygan  |  
|  [Comparing Task-Specific Ensembles to General Language Models in Distinguishing Elaborated and Compact Language Codes within CoCA-CoLA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report018.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary018.html))  | Abraham Oshotse  |  
|  [Abstractive Summarization of Long Medical Documents with Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report019.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary019.html))  | Luciano Gonzalez, Sabrina Rong Lu, William Blake Buchanan  |  
|  [Learning Links Between Low Level and Preferred Medical Terminology with GNNs](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report020.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary020.html))  | Sophia Kivelson  |  
|  [iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report021.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary021.html))  | Aman Chadha  |  
|  [CASCADE + BERT: Using Context Embeddings and Transformers to Predict Sarcasm](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report023.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary023.html))  | Langston Gary Nashold  |  
|  [Extracting, and not extracting, knowledge from language models for fact-checking](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report025.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary025.html))  | Charlie Curnin  |  
|  [Enhancing Cherokee-English Translation System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report027.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary027.html))  | Bhagirath P Mehta, David Tran  |  
|  [Carl: An Empathetic Chatbot](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report028.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary028.html))  | Grant Sheen  |  
|  [Assessment of Neural Machine Translation Performance Based on a new Sentence Embedding Cosine Similarity Metric](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report029.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary029.html))  | Sadegh Aryanpanah  |  
|  [NLP for Stock Market Prediction with Reddit Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report030.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary030.html))  | Muxi Xu  |  
|  [Exploring Knowledge Transfer in Clinical Natural Language Processing Tasks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report031.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary031.html))  | Wenji Zhang  |  
|  [Selectively Editable Language Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report032.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary032.html))  | Spencer Flick Braun  |  
|  [Improving Medical Knowledge in the Automated Chest Radiograph Report](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report033.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary033.html))  | Ethan Schonfeld  |  
|  [Fine-tuning of Transformer Models for High Quality Screenplay Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report035.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary035.html))  | Anchit Narain, Anthony Tu Le, Jordan Patrick Byrd  |  
|  [ALBERT: Domain Specific Pretraining on Alternative Social Media to Improve Hate Speech Classification](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report036.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary036.html))  | Jackson Eilers, Julia Wang, Oliver Brady  |  
|  [BioXtract: Learning Biomedical Knowledge From General and Random Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report037.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary037.html))  | Gilbert Lopez Rosal, Jimmy Khiem Trong Le, Mark Eric Endo  |  
|  [Race-Blind Charging](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report038.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary038.html))  | Madison Coots  |  
|  [Text Ads Generation Using Deep Neural Network](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report039.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary039.html))  | Weijian Ma  |  
|  [Intelligent Text Compression](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report040.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary040.html))  | Blake Pagon, Ella Hofmann-Coyle, Mauricio Wulfovich  |  
|  [SleepTalk: Textual DeepDream for NLP Model Interpretability](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report041.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary041.html))  | David Yue, Finsam L Samson  |  
|  [Evaluating Extractive Text Summarization with BERTSUM](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report042.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary042.html))  | Sihguat Torres  |  
|  [Understanding Emotion Classification In Audio Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report043.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary043.html))  | Allison Lettiere, Emily Yuqi Huang, Gaurab Banerjee  |  
|  [Clinical Note Generation to Address Physician Burnout](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report044.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary044.html))  | Jiying Zou  |  
|  [Evaluating BERT on Question Exhaustivity Inference](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report045.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary045.html))  | Dhara Yu  |  
|  [BigBirdFLY: Financial Long text You can read](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report046.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary046.html))  | Dhavalkumar Anurasbhai Dangaria, Riccardo Giacomelli, Wilfrido Martinez-Alonso  |  
|  [Whiskey GPTaster](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report047.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary047.html))  | Akram Sbaih  |  
|  [Question Answering System Implementation Using QANet Architecture](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report048.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary048.html))  | Chafik Taiebennefs  |  
|  [Low or no resource domain adaptation for task specific semantic parser](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report049.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary049.html))  | Sinchan Bhattacharya  |  
|  [DeepAiNet: Deep NLP-based Representations for a Generalizable Anime Recommender System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report050.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary050.html))  | Michael Sun, Robert Yang, Tai Duc Vu  |  
|  [What Did You Just Say? Toward Detecting Imperceptible Audio Adversarial Attacks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report051.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary051.html))  | John Mistele, Ryan B Cao  |  
|  [I Have(n't) Read And Agree To The Terms Of Service](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report053.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary053.html))  | German Enik, Hannah Zhang, Varun Tandon  |  
|  [CheXGB: Combining Graph Neural Networks and BERT for automated radiology report labeling](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report054.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary054.html))  | Damir Vrabac, Viswesh Krishna  |  
|  [Recursive Transformer: A Novel Neural Architecture for Generalizable Mathematical Reasoning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report056.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary056.html))  | Isabelle K Lee, Jerry Chen, Rohan Deshpande  |  
|  [Seeking Higher Truths and Higher Accuracies with Multilingual GAN-BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report057.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary057.html))  | Charan Ramesh Babu, Gil Lorch Kornberg, James Thieu  |  
|  [Quant-Noisier: Second-Order Quantization Noise](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report058.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary058.html))  | Lyron Ong-Siong Co Ting Keh, Sergio Charles, William Ellsworth  |  
|  [GLARE: Generative Left-to-right AdversaRial Examples](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report060.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary060.html))  | Nathan Gyoohyun Kim, Ryan Andrew Chi, Zander Lack  |  
|  [Document Matching for Job Descriptions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report062.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary062.html))  | Yao Jun Lum  |  
|  [Template-free organic retrosynthesis with syntax-directed molecular transformer networks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report063.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary063.html))  | David J Toomer  |  
|  [MedDRA2Vec: Training Medical Graph Embeddings for Clinical NLP](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report064.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary064.html))  | Ariel Kelly Leong, Ayushi Tandel  |  
|  [Exploring RoBERTa's theory of mind through textual entailment](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report065.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary065.html))  | Michael Cohen  |  
|  [Six Approaches to Improve BERT for Claim Verification as Applied to the Fact Extraction and Verification Challenge (FEVER) Dataset](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report068.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary068.html))  | Anica Oesterle, Daniel Jun, Jonathan Ling  |  
|  [Analysis of Bias in U.S. History Textbooks Using BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report069.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary069.html))  | Grace Sally Lam, Marilyn M Zhang  |  
|  [Toxicity Detection: Does the Target Really Matter?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report070.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary070.html))  | Roland Dominique Pascal Duffau  |  
|  [Translating Natural Language Questions to SQL Queries](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report071.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary071.html))  | Omkar Ajay Salpekar  |  
|  [Data Augmentation and Ensembling for FriendsQA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report072.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary072.html))  | Canwen Jiao, Nina Du  |  
|  [Ranked Keywords to Story Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report073.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary073.html))  | WenXin Dong  |  
|  [Predicting Hedge Fund Holdings from 10K/Q text Analysis](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report074.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary074.html))  | Oussama Fadil  |  
|  [Multilingual CheXbert: Radiology Report Labeling in Spanish](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report075.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary075.html))  | Adriel Saporta, Emily Amanda Ross  |  
|  [Are Captions All You Need? Investigating Image Captions for Multimodal Tasks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report076.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary076.html))  | Victor de Souza Lima e Silva  |  
|  [Classifying Emotions in Real-Time](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report077.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary077.html))  | Arnav S Joshi, Ore Popoola  |  
|  [GameWiki: Aspect Extraction for Video Games](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report078.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary078.html))  | Sirisha Akkanapragada  |  
|  [Automatically Neutralizing Ableist Language in Text](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report079.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary079.html))  | Tiffany Liu, Tyler Shibata  |  
|  [Transformers for Textual Reasoning and Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report080.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary080.html))  | Dominik Joshua Damjakob, Justin Wong, Xinyu Hu  |  
|  [PopNet: Evaluating the Use of LSTMs and GPT-2 for Generating Pop Lyrics From Song Titles](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report081.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary081.html))  | Eunji Lee, Jason Ryan Ah Chuen, Katherine Jean Wu  |  
|  [Fake News Detection and Classification with Multimodal Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report082.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary082.html))  | Charles Bai, Elaine Liu, Yiqi Chen  |  
|  [Moral Style Transfer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report083.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary083.html))  | Matthew Tran Radovan, Mustafa Ahmed Khan, Sasankh Munukutla  |  
|  [Applying Transformers and NLP Computational Techniques to America in One Room](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report084.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary084.html))  | Haroun Habib Ahmed  |  
|  [How Low Can You Go? A Case Study in Extremely Low-Resource NMT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report085.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary085.html))  | Anfal Shahab Siddiqui, Daniel Yicheng Zhang  |  
|  [Annotating Sparse Risk Factors in Clinical Records with BERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report086.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary086.html))  | May Yang Jiang  |  
|  [ChePT - Applying Deep Neural Transformer Models to Chess Move Prediction and Self-Commentary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report087.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary087.html))  | Alex Langshur, Colton Orion Swingle, Harry Mellsop  |  
|  [Translating Code-Switched Texts From Bilingual Speakers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report088.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary088.html))  | Kalyani Ramadurgam, Surabhi Gopal Mundada  |  
|  [Data Augmentation for ASR using CycleGAN-VC](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report089.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary089.html))  | Claire Pajot, Hikaru Hotta, Sofian Zalouk  |  
|  [Learning Representations of Eligibility Criteria in Clinical Trials Using Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report091.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary091.html))  | Josiah Gebreyesus Aklilu, Kevin Wu  |  
|  [Fine-Tuning Transformer-XL on Clinical Natural Language Processing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report093.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary093.html))  | Xianghao Zhan, Yiheng Li  |  
|  [Investigating Techniques for Improving NMT Systems for Low Resource Languages](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report096.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary096.html))  | Alex Lee, Pranav Kushagra Vaid  |  
|  [Pseudocode to Code Translation Using Transformers](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report100.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary100.html))  | Austin Brotman, Kaan Ertas, Nazli Ugur Koyluoglu  |  
|  [Adversarial Approaches to Debiasing Word Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report101.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary101.html))  | Benjamin Cheung Liu, Gordon Chi  |  
|  [Summarizations and Dragons](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report103.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary103.html))  | David Patrick Ryan  |  
|  [Hierarchical, Feature-Based Text Generation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report104.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary104.html))  | Caitlin Elizabeth Hogan  |  
|  [Exploring the Limits of the Wake-Sleep Algorithm on a Low-Resource Language](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report105.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary105.html))  | Abisola Olawale  |  
|  [Continuous Integrate-and-Fire Speech-Text Fusion for Spoken Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report106.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary106.html))  | Jeff Brown  |  
|  [Using Recurrent Convolutional Neural Network (RCNN) to Predict S&P 500 Movements](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report107.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary107.html))  | Carolyn Kao, Xiaoye Yuan  |  
|  [Identify Semantically Similar Queries in Virtual Assistant Dialogues](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report108.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary108.html))  | Weiwei Zhang  |  
|  [CloneBot: Personalized Dialogue-Response Predictions](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report109.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary109.html))  | Hoon Pyo Jeon, Tyler Yehuda Weitzman  |  
## Default Final Projects
[All default report summaries](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/default.html)  
| Project Name  | Authors  |  
| --- | --- |  
|  [Effect of Character- and Subword-Embeddings on BiDAF Performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report110.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary110.html))  | Andy Kim  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report111.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary111.html))  | Daniel Xia  |  
|  [Improving QA System Out of Domain Performance Using Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report112.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary112.html))  | Amelia Saner Gilson, Lauren Pendo  |  
|  [RobustQA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report113.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary113.html))  | Swee Kiat Lim  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report115.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary115.html))  | Ruoyan Chen, Yi Wen  |  
|  [Fine Grained Gating on SQUAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report116.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary116.html))  | Aaron Sidney Kaufer  |  
|  [Domain Adversarial Training for QA Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report117.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary117.html))  | Brynne Hurst, Danny Evan Schwartz, Xiaohong Wang  |  
|  [Robust Question Answering with Task Adaptive Pretraining and Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report118.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary118.html))  | Fang Guo, Qitong Cao  |  
|  [Task-Adaptive Pretraining, Domain Sampling, and Data Augmentation Improve Generalized Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report119.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary119.html))  | David Huang  |  
|  [Robust Question Answering using Domain Adversarial Training](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report120.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary120.html))  | Bryan William Zhu  |  
|  [Question Answering with Self-Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report122.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary122.html))  | George Sarmonikas  |  
|  [An Unsupervised Pretraining Task for the BiDAF Model](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report124.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary124.html))  | Julius Thomas Stener  |  
|  [Building a Robust QA system using an Adversarially Trained Ensemble](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report125.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary125.html))  | Kevin Lee  |  
|  [QANet for SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report126.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary126.html))  | Venkat Papa Rao Yerramsetti  |  
|  [Extending QANet with Transformer-XL](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report127.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary127.html))  | Sheng Li  |  
|  [An Analysis on the Effect of Domain Representations in Question Answering Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report128.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary128.html))  | Nicholas David Vasko  |  
|  [Improving QA Robustness through Modified Adversarial Training](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report129.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary129.html))  | Jeffrey Stern Propp, Nebyou Temesgen Zewde  |  
|  [Reformed QANet - Optimizing the Spatial Complexity of QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report130.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary130.html))  | Alexander Kyle Fuster, Andrew Louis Hojel, Diana Yasmine Voevodsky  |  
|  [DistiIBERT Augmented with Mixture of Local and Global Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report131.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary131.html))  | Joshua Vernon Tanner, Philipp Mark Julius Reineke  |  
|  [Domain-agnostic DistiIBERT for robust QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report132.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary132.html))  | Medina Orduna Baitemirova  |  
|  [DAM-Net: Robust QA System with Data Augmentation and Multitask Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report133.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary133.html))  | Siyun Li, Xi Yan, Yige Liu  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report136.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary136.html))  | Meenakshi Balagopal  |  
|  [Examining the Effectiveness of a Mixture of Experts Model with Static Fine-tuned Experts on QA Robustness](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report137.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary137.html))  | Jack Z Xiao, Matthew Franklin Kolodner  |  
|  [BiDAF Question Ansering with Character Embedding, Self-Attention, and Weighted Loss](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report139.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary139.html))  | Stephen C Ren  |  
|  [Invertigation of BiDAF and implementation of QANet for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report140.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary140.html))  | Jiefu Deng  |  
|  [Gaining More from Less Data in out-of-domain Question Answering Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report141.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary141.html))  | Mohammed Salman  |  
|  [BiDAF with Dependency Parse Tree for Question Answering in SQUAD 2](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report142.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary142.html))  | Mohammad Mahbubuzzaman  |  
|  [Exploring First Order Gradient Approximation Meta Learning for Robust QA Systems](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report145.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary145.html))  | Christian Alexander Gabor  |  
|  [Self-Attention in Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report146.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary146.html))  | William Junjie Wang  |  
|  [Faster Attention for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report147.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary147.html))  | Jack Beasley  |  
|  [Efficiency of Dynamic Coattention with Character Level Embeddings](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report148.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary148.html))  | George Charles Younger, Michael Lin, Semir Shafi  |  
|  [Question Answering on SQuAD2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report149.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary149.html))  | Aditya Kumar Srivastava, Anirudh Rao  |  
|  [Improving Out-of-Domain Question Answering with Mixture of Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report150.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary150.html))  | Danni Ma, Haofeng Chen  |  
|  [Tackling SQuAD 2.0 Using Character Embeddings, Coattention and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report151.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary151.html))  | Devansh Sharma, Lucas Milind Haarmann  |  
|  [Improving Out-of-Domain Question Answering with Auxiliary Loss and Sequential Layer Unfreezing](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report152.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary152.html))  | Jason Qin, Kai Eiji Okada  |  
|  [Exploring Combinations of Character Embeddings and Coattention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report154.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary154.html))  | Derek Chung  |  
|  [Question Answering on SQuAD 2.0 using QANet with Performer FastAttention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report155.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary155.html))  | Arpad Jozsef Tamasi  |  
|  [Question Answering by QANet and Transformer-XL](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report156.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary156.html))  | Chi Wang  |  
|  [Extending BiDAF and QANet NLP on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report157.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary157.html))  | Minakshi Mukherjee, Suvasis Mukherjee  |  
|  [Building a Robust QA System that Knows When it Doesn't Know](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report158.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary158.html))  | Diptimaya Mishra, Kumar Kumar Kallurupalli  |  
|  [Improving Domain Generalization for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report159.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary159.html))  | Alanna Nicole Flores, Jaymee Sheng, Lilia V Chang  |  
|  [Improving Out-of-Domain Question Answering Performance with Adversarial Training](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report161.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary161.html))  | Jack Lee  |  
|  [Building Robust QA System with Few Sample Tuning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report162.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary162.html))  | David Yin, LIang Yi  |  
|  [Comparing Mixture of Experts and Domain Adversarial Training with Data Augmentation in Out-of-Domain Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report163.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary163.html))  | Irena Gao, Nathan S Marks, Ricky Joshua Toh Wen Xian  |  
|  [Rediscovering R-NET: An Improvement and In-Depth Analysis on SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report164.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary164.html))  | Jacob Tyler Wagner, Minju Kim  |  
|  [Reimplementing Dynamic Chunk Reader](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report167.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary167.html))  | Elijah Wright Spiegel, Nathan James Gugel  |  
|  [ALP-Net: Robust few-shot Question-Answering with Adversarial Training, Meta Learning, Data Augmentation and Answer Length Penalty](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report168.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary168.html))  | Ran Duan, Yijing Bai, Zhen Li  |  
|  [Improving Question Answering on SQuAD 2.0: Exploring the QANet Architecture](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report169.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary169.html))  | Aayush Amit Agrawal, Jiwon Lee, Laikh Tewari  |  
|  [Bidirectional Attention Flow with Self-Attention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report170.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary170.html))  | Yan Liu  |  
|  [QANet without Backtranslation on SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report171.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary171.html))  | Jacky Huang  |  
|  ["Pointed" Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report173.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary173.html))  | Shyamoli Sanghi  |  
|  [SQuAD: To QANet and Beyond](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report174.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary174.html))  | Darkhan Baimyrza  |  
|  [Experimenting with BiDAF Embeddings and Coattention](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report175.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary175.html))  | Chris Tan, Makena Sierra Low  |  
|  [Adversarial Training Methods for Cross-Domain Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report176.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary176.html))  | Gino Tesei  |  
|  [Context Demonstrations and Backtranslation Augmentation Techniques For a More Robust QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report177.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary177.html))  | Andrea Marie Collins, Ha H.N. Tran, Sammy Ibrahim Mohammed  |  
|  [Building a QA System (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report178.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary178.html))  | Bo Yu  |  
|  [CS224N Default Final Project Report: Building a QA System Using BiDAF and Subword Modeling Techniques](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report179.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary179.html))  | Nina Prabhu, Yanichka Ariunbold  |  
|  [SQuAD 2.0: Improving Performance with Optimization and Feature Engineering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report180.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary180.html))  | Brian MacDonald Powell, Robert Andrew Schmidt  |  
|  [Building a Robust QA System Via Diverse Backtranslation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report182.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary182.html))  | Nikhil Varun Raghuraman, Pranav Ramkumar Sriram  |  
|  [Question Answering with Binary Objective](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report183.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary183.html))  | Johnson Xin Jia  |  
|  [Extended BiDAF with Character-Level Embedding](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report184.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary184.html))  | Alyssa Bautista Romanos, Gabe Joaquin Saldivar, Kavita Anjali Selva  |  
|  [SQuAD - Refined Implementation of Contextually Enriching Passage Sequences (SQUAD-RICEPS)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report185.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary185.html))  | Daniel Kai Classon, Ryan Dominic Peng, Thomas Wentao Jiang  |  
|  [Building a Robust QA system with Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report186.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary186.html))  | Robert Hu, Trinity Gaw Donohugh  |  
|  [Implementations of R-NET and Character-level Embeddings on SQUAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report187.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary187.html))  | Luan Jiang  |  
|  [Stanford CS224N SQuAD IID Default Project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report189.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary189.html))  | Ben Iver Rocklin, Paul Mure, Tracy Cai  |  
|  [Building a QA system (Robust QA track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report190.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary190.html))  | Ozi Anyanwu, Robert Thomas Heckerman, William Park  |  
|  [Building a Robust QA system](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report191.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary191.html))  | Andrew Namil Hwang, Maxwell James Pike, Pujan Sanjay Patel  |  
|  [RobustQA: Benchmarking Techniques for Domain-Agnostic Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report192.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary192.html))  | Yijie Sun, Zelin Li, Zhu Shen  |  
|  [Dataset Augmentation and Mixture-Of-Experts Working In Concert For Few-Shot Domain Adaptation Transfer Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report193.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary193.html))  | Leif Jurvetson, Rafael Xavier Esteves  |  
|  [Longer-term dependency learning using Transformers-XL on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report194.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary194.html))  | Belinda Chufan Mo  |  
|  [BiDAF with Character and Subword Embeddings for SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report195.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary195.html))  | Yining Zhu  |  
|  [Improved QA systems for SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report196.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary196.html))  | Akshay Nalla, Chloe He, Pablo Gabriel Diaz-Hyland  |  
|  [Meta Learning on Topics as Tasks for Robust QA Performance](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report197.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary197.html))  | Arafat Mohammed, Josh Nkoy  |  
|  [Building a QA System (IID SQuAD Track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report198.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary198.html))  | Aniruddh Ramrakhyani  |  
|  [Building QA Robustness Through Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report199.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary199.html))  | Jake Ryan Chao, Ryan Phuoc-Luan Tran  |  
|  [The Efficient BiIDAF](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report200.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary200.html))  | Srivardhamanan Appavoo  |  
|  [Embedding and Attending: Two Hearts that Beat as One](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report201.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary201.html))  | Manuka Valentina Stratta, Raymond Yao  |  
|  [Investigating the effectiveness of Transformers and Performers on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report202.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary202.html))  | Derek Chong  |  
|  [DA-Bert: Achieving Question-Answering Robustness via Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report204.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary204.html))  | Andre Maurice Turati, Jose Calinawan Francisco, Vineet V Edupuganti  |  
|  [Exploring the Architecture of QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report206.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary206.html))  | Joseph Christian Pagadora, Steve Gan  |  
|  [Question Answering with Co-attention and Transformer](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report207.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary207.html))  | Xintong Yu, Xiran Shi  |  
|  [Meta-learning with few-shot models Analysis Final Project](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report208.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary208.html))  | Andy Chow  |  
|  [Extending a BiDAF model with DCN for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report209.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary209.html))  | Anooshree Lauren Sengupta, Hanna Yip, Michelle Xing  |  
|  [QANet for Question Answering on SQuAD2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report210.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary210.html))  | Remy Zawislak  |  
|  [Robust QA with Model Agnostic Meta Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report211.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary211.html))  | Raghav Ganesh Samavedam  |  
|  [Exploring Improvements to the SQuAD 2.0 BiDAF Model](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report212.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary212.html))  | Aakanksha Saxena, Bihan Jiang, Lauren Yang  |  
|  [Domain-Adversarial Training For Robust Question-Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report213.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary213.html))  | Aditi Talati  |  
|  [Sesame Street Ensemble: A Mixture of DistiIBERT Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report214.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary214.html))  | Tyler Alan Consigny  |  
|  [QA System with QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report215.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary215.html))  | Mengman Nie, Yiwen Liu  |  
|  [Improving the Robustness of QA Systems through Data Augmentation and Mixture of Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report216.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary216.html))  | Mei Hao, Ruying Gao, Zhengqiu Lou  |  
|  [Towards a Robust Question Answering System through Domain-adaptive Pretraining and Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report217.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary217.html))  | Feng Chen  |  
|  [QA System Using Feature Engineering and Self-Attention (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report218.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary218.html))  | Alex Maximilian Oseguera, Jay Saleh  |  
|  [Coattention, Dynamic Pointing Decoders & QANet for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report219.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary219.html))  | Jeffrey Sun, Mehrad Mohammadi Khalesi Fard, Zhen Li  |  
|  [Default Final Project: RobustQA Track](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report220.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary220.html))  | Rui Hu  |  
|  [Robust Question Answering Through Data Augmentation and TAPT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report221.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary221.html))  | Dunia Hakim  |  
|  [Transformer Exploration](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report222.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary222.html))  | Aidan John Donohue, Blake Jefferson Brandon  |  
|  [Extended QA System on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report223.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary223.html))  | Jialin Zhu, Lingyan Hao, Yi Wei  |  
|  [Character Embedding and Self Attention Mechanism with SQuAD](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report224.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary224.html))  | Tsun-Han Huang, WEI HSU CHAO  |  
|  [Domain Adaptive Adversarial Feature Disentanglement for Neural Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report225.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary225.html))  | Yichen Li,, Wei Ren, Xuran Wang  |  
|  [Data Augmentation for Robust QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report226.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary226.html))  | Pengfei Xing  |  
|  [Improving the Performance of Previous QA Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report227.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary227.html))  | Cheng-Min Chiang, Yen-Yu Chang  |  
|  [Building a QA System using R-net](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report228.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary228.html))  | Tianyi Liu  |  
|  [Robust QA System with Task-Adaptive Pretraining, Data Augmentation, and Hyperparameter Tuning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report229.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary229.html))  | Emily You, Kun Qian, Xingzi Xu  |  
|  [RobustQA: Adversarial Training with Hyperparameter Tuning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report230.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary230.html))  | Virat Saurabh Singh  |  
|  [Multi-Task Learning and Domain-Specific Models to Improve Robustness of QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report231.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary231.html))  | Anmol Gupta, Meredith Xu  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report232.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary232.html))  | Naoufal Layad, Youssef aitousarrah  |  
|  [Robust QA with Task-Adaptive Pretraining](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report233.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary233.html))  | Jeong O Jeong  |  
|  [Mixture of Experts and Back-Translation to improve QA robustness](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report234.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary234.html))  | Gokul Dharan, Hoang Ngoc Vy Thai  |  
|  [A Dynamic Chunk Reader with Character Level Embeddings for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report235.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary235.html))  | Timothy Leo Wu  |  
|  [Robust QA System with xEDA: Final Report](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report236.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary236.html))  | Alexander William Donovan, Kazuki Mogi  |  
|  [Robust QA on out of domain dataset over pretraining and fine tuning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report237.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary237.html))  | Yueheng Li  |  
|  [Recurrence, Transformers, and Beam Search - Oh My!](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report238.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary238.html))  | Callan Alden Hoskins, Griffin Crosby Young  |  
|  [BiDAF with Explicit Token Linguistic Features](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report239.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary239.html))  | Sifan Ye  |  
|  [Building a QA system (IID SQuAD track)](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report240.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary240.html))  | Han Zhang, Fenglu Hong  |  
|  [SQuAD 2.0 with BiDAF++ and QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report241.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary241.html))  | Xiaoteng Lu, Yiwen Jin  |  
|  [Meta Learning with Data Augmentation for Robust Out-of-domain Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report242.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary242.html))  | Ken Wang, Lisen Deng  |  
|  [BiDAF with Self-Attention for SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report243.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary243.html))  | Michelle Huang  |  
|  [Better Learning with Lesser Data: Meta-Learning with DistiIBERT](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report244.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary244.html))  | Cheuk Hei Yuen, Linxing Yao, Simeng Qu  |  
|  [Answer Pointer Inspired BiDAF And QANet For Machine Comprehension](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report245.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary245.html))  | Bingxian Chen, Fang Qin, Weiyun Jiang  |  
|  [Robust Question Answering: Adversarial Learning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report246.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary246.html))  | Mohak Goyal, Prathyusha Burugupalli, Veer Siraj Shah  |  
|  [Importance Weighting for Robust QA](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report247.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary247.html))  | Elinor Brondwine  |  
|  [Question-Answering with QANet for SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report248.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary248.html))  | Luke Daniel Miller, Martin Luke Altenburg, Swathi Vish Iyer  |  
|  [Combining QANet and Retro-Reader Models](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report249.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary249.html))  | Atem John Aguer, Isaac Kipchirchir Cheruiyot, Michael Cao  |  
|  [QaN I have Your Attention? Exploring Attention in Question-Answering Model Architectures](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report250.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary250.html))  | Paula Anindita Pragati  |  
|  [Robust Question Answering via In-domain Adversarial Training and Out-domain Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report251.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary251.html))  | Kun Guo, Yiyun Gu, Zecheng Zhang  |  
|  [Comparing Model Size and Attention Layer Design Impact on Question-Answer Tasks](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report252.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary252.html))  | Roshini Ravi, Sean William Konz  |  
|  [Pretraining of Transformers on Question Answering without External Data](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report253.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary253.html))  | Jeffrey David Shen  |  
|  [Data Augmentation: Can BERT Do The Work For You?](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report254.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary254.html))  | Hidy Han  |  
|  [RobustQA Using Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report255.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary255.html))  | Rebecca Pattichis  |  
|  [More Explorations with Adversarial Training in Building Robust QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report256.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary256.html))  | Xiyu Wang  |  
|  [Probability-Mixing: Semi-Supervised Learning in Question-Answering with Data Augmentation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report258.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary258.html))  | Dian Huang  |  
|  [The Unanswerable Gap: An Exploration of Approaches for Question Answering on SQuAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report260.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary260.html))  | Eghosa Omorinola Amadin, Ruth-Ann Hazel Armstrong  |  
|  [Self-attention and convolution for question answering on SQuAD 2.0: revisiting QANet](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report261.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary261.html))  | Joachim Andre Sasson, Oualid El Hajouji  |  
|  [Exploration of Attention and Transformers for Question and Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report262.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary262.html))  | Sing Kwan Ng  |  
|  [Building a Robust QA System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report263.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary263.html))  | Ximing Wang  |  
|  [Attention-aware attention (A^3): combining coattention and self-attention for question answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report264.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary264.html))  | Alban Axel Zammit, Pierre Joseph Marcel Chambon  |  
|  [Improve DistilIBERT-based Question Answering model performance on out-of-domain datasets by Mixing Right Experts](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report265.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary265.html))  | Kaikai Sheng  |  
|  [Improved Robustness in Question-Answering via Multiple Techniques](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report266.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary266.html))  | Coco Ding, Jiankai Xiao  |  
|  [QANet on SQUAD 2.0](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report267.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary267.html))  | Siyuan Yuan  |  
|  [Multi-Phase Adaptive Pretraining on DistilBERT for Compact Domain Adaptation](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report268.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary268.html))  | Anthony Acosta Perez  |  
|  [QANet+: Improving QANet for Question Answering](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report269.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary269.html))  | Christopher Frederic Wolff, Moo Jin Kim  |  
|  [Robust Question Answering System](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report270.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary270.html))  | Helena Huang  |  
|  [Augmenting BiDAF with Per-Token Features](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report271.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary271.html))  | Viet Nguyen  |  
|  [Improving Robustness of Question-Answering System Using Domain-adaptive Pretraining, Adversarial Training, Data Augmentation and Finetuning](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_reports/report272.pdf) ([summary](https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1214/reports/final_summaries/summary272.html))  | Ju Zhang, Zhengzhi Lou  |