
Danqi Chen
dense retrieval
in-context learning
open-domain question answering
prompt
prompting
re-ranking
zero-shot learning
bert
machine translation
text classification
few-shot
reasoning
slot filling
multi-label text classification
evaluation
24
presentations
59
number of views
SHORT BIO
I am an assistant professor of Computer Science at Princeton University and I co-lead the Princeton NLP Group. I am also part of the larger Princeton AIML group and affiliated with Princeton Center for Statistics and Machine Learning (CSML). Previously, I was a visiting scientist at Facebook AI Research (FAIR) in Seattle. I received my PhD from the Computer Science Department at Stanford University in 2018, where I was advised by Christopher Manning and worked in the Stanford NLP Group. Before that, I was an undergraduate student from the Special Pilot CS Class supervised by Andrew Yao at Tsinghua University.
Presentations

Long-Context Language Modeling with Parallel Context Encoding
Howard Yen and 2 other authors

What In-Context Learning "Learns" In-Context: Disentangling Task Recognition and Task Learning
Jane Pan and 3 other authors

Optimizing Test-Time Query Representations for Dense Retrieval
Mujeen Sung and 4 other authors

Optimizing Test-Time Query Representations for Dense Retrieval
Mujeen Sung and 4 other authors

Training Trajectories of Language Models Across Scales
Mengzhou Xia and 7 other authors

Measuring Inductive Biases of In-Context Learning with Underspecified Demonstrations
Chenglei Si and 5 other authors

Should You Mask 15% in Masked Language Modeling?
Alexander Wettig and 3 other authors

Training Language Models with Memory Augmentation
Zexuan Zhong and 2 other authors

Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models
Mengzhou Xia and 4 other authors

MABEL: Attenuating Gender Bias using Textual Entailment Data
Jacqueline He and 3 other authors

Finding Dataset Shortcuts with Grammar Induction
Dan Friedman and 2 other authors

Generating Natural Language Proofs with Verifier-Guided Search
Kaiyu Yang and 2 other authors

Don't Prompt, Search! Mining-based Zero-Shot Learning with Language Models
Mozes van de Kar and 3 other authors

Can Rationalization Improve Robustness?
Howard Chen and 3 other authors

Ditch the Gold Standard: Re-evaluating Conversational Question Answering
Huihan Li and 3 other authors

Structured Pruning Learns Compact and Accurate Models
Mengzhou Xia and 2 other authors