Publications

Conformal Language Modeling

2023.

PDF Project

LAIT: Efficient Multi-Segment Encoding in Transformers with Layer-Adjustable Interaction

Annual Meeting of the Association for Computational Linguistics (ACL), 2023.

PDF Project

PropSegmEnt: A Large-Scale Corpus for Proposition-Level Segmentation and Entailment Recognition

Findings of ACL, 2023.

PDF Dataset Project

Conformal Risk Control

2023.

PDF Project

UL2: Unifying Language Learning Paradigms

In International Conference on Learning Representations (ICLR), 2023.

PDF Code

Confident Adaptive Language Modeling

In Neural Information Processing Systems (NeurIPS), 2022.

PDF Code Project Blog

Transformer Memory as a Differentiable Search Index

In Neural Information Processing Systems (NeurIPS), 2022.

PDF Video

Stretching Sentence-pair NLI Models to Reason over Long Documents and Clusters

Findings of EMNLP, 2022.

PDF Dataset Project

Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation

In Empirical Methods in Natural Language Processing (EMNLP), 2022.

PDF Code Dataset

Conformal Prediction Sets with Limited False Positives

In International Conference on Machine Learning (ICML), 2022.

PDF Project Slides

ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning

In International Conference on Learning Representations (ICLR), 2022.

PDF Video

Robust and Efficient Deep Learning for Misinformation Prevention

Massachusetts Institute of Technology, 2021.

PDF Project

Programming Puzzles

In Neural Information Processing Systems, track on Datasets and Benchmarks (NeurIPS), 2021.

PDF Code Dataset Poster Slides

Consistent Accelerated Inference via Confident Adaptive Transformers

In Empirical Methods in Natural Language Processing (EMNLP), 2021.

PDF Code Project Project Poster Slides

Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence

In North American Chapter of the Association for Computational Linguistics (NAACL), 2021.

PDF Code Dataset Project Poster Slides Video News article

Few-shot Conformal Prediction with Auxiliary Tasks

In International Conference on Machine Learning (ICML), 2021.

PDF Code Project Video

Efficient Conformal Prediction via Cascaded Inference with Expanded Admission

In International Conference on Learning Representations (ICLR), 2021.

PDF Code Project Project Video

Exploiting Rules to Enhance Machine Learning in Extracting Information From Multi-Institutional Prostate Pathology Reports

In American Society of Clinical Oncology Journal (JCO), 2020.

PDF Project

Distilling the Evidence to Augment Fact Verification Models

In Workshop on Fact Extraction and VERification (FEVER workshop at ACL), 2020.

PDF Project

The Limitations of Stylometry for Detecting Machine-Generated Fake News

In Computational Linguistics (CL), 2020.

PDF Dataset Project News article

Humpty Dumpty: Controlling Word Meanings via Corpus Poisoning

In IEEE Symposium on Security and Privacy (IEEE S&P), 2020.

PDF Project Video

Automatic Fact-guided Sentence Modification

In AAAI Conference on Artificial Intelligence (AAAI), 2020.

PDF Code Project News article

Towards Debiasing Fact Verification Models

In Empirical Methods in Natural Language Processing (EMNLP), 2019.

PDF Code Project Slides Video News article

A Deep Learning Model to Triage Screening Mammograms: A Simulation Study

In Radiological Society of North America, 2019.

PDF Code Project

Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing

In North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL), 2019.

PDF Code Project Slides Video

A Deep Learning Mammography-based Model for Improved Breast Cancer Risk Prediction

In Radiological Society of North America, 2019.

PDF Code Project News article

Deep Learning Model to Assess Cancer Risk on the Basis of a Breast MR Image Alone

In American Journal of Roentgenology (AJR), 2019.

PDF Code Project

Mammographic breast density assessment using deep learning: clinical implementation

In Radiological Society of North America, 2018.

PDF Code Project News article

Optical Flow Requires Multiple Strategies (but only one network)

In Computer Vision and Pattern Recognition conference (CVPR), 2017.

PDF Code Project Poster Slides