Towards Answering Climate Questionnaires from Unstructured Climate Reports

1 code implementation • 11 Jan 2023 • Daniel Spokoyny, Tanmay Laud, Tom Corringham, Taylor Berg-Kirkpatrick

The topic of Climate Change (CC) has received limited attention in NLP despite its urgency.

Question Answering text-classification +1

Masked Measurement Prediction: Learning to Jointly Predict Quantities and Units from Textual Context

no code implementations • Findings (NAACL) 2022 • Daniel Spokoyny, Ivan Lee, Zhao Jin, Taylor Berg-Kirkpatrick

Physical measurements constitute a large portion of numbers in academic papers, engineering reports, and web tables.

An Empirical Investigation of Contextualized Number Prediction

1 code implementation • EMNLP 2020 • Daniel Spokoyny, Taylor Berg-Kirkpatrick

We conduct a large scale empirical investigation of contextualized number prediction in running text.

Anomaly Detection Sentence

Lagging Inference Networks and Posterior Collapse in Variational Autoencoders

2 code implementations • ICLR 2019 • Junxian He, Daniel Spokoyny, Graham Neubig, Taylor Berg-Kirkpatrick

The variational autoencoder (VAE) is a popular combination of deep latent variable model and accompanying variational learning technique.

Text Generation

Explicit Causal Connections between the Acquisition of Linguistic Tiers: Evidence from Dynamical Systems Modeling

no code implementations • WS 2016 • Daniel Spokoyny, Jeremy Irvin, Fermin Moscoso del Prado Martin