16 citations · 18 across the 7 of their papers we have counts for
8 papers
Task Decomposition for Efficient Annotation
Nupoor Gandhi, Emma Strubell
High-quality annotations of structured representations are expensive to collect over large corpora. Manual annotation of structure is laborious, and model-based annotation, althoug…
SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains
Krithika Ramesh, Daniel Smolyak, Zihao Zhao +4
We present SynthTextEval, a toolkit for conducting comprehensive evaluations of synthetic text. The fluency of large language model (LLM) outputs has made synthetic text potentiall…
Beyond Text: Characterizing Domain Expert Needs in Document Research
Sireesh Gururaja, Nupoor Gandhi, Jeremiah Milbauer +1
Working with documents is a key part of almost any knowledge work, from contextualizing research in a literature review to reviewing legal precedent. Recently, as their capabilitie…
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains
Krithika Ramesh, Nupoor Gandhi, Pulkit Madaan +3
The difficulty of anonymizing text data hinders the development and deployment of NLP in high-stakes domains that involve private data, such as healthcare and social services. Poor…
Examining risks of racial biases in NLP tools for child protective services
Anjalie Field, Amanda Coston, Nupoor Gandhi +4
Although much literature has established the presence of demographic bias in natural language processing (NLP) models, most work relies on curated bias metrics that may not be refl…
Mention Annotations Alone Enable Efficient Domain Adaptation for Coreference Resolution
Nupoor Gandhi, Anjalie Field, Emma Strubell
Although recent neural models for coreference resolution have led to substantial improvements on benchmark datasets, transferring these models to new target domains containing out-…
Improving Span Representation for Domain-adapted Coreference Resolution
Nupoor Gandhi, Anjalie Field, Yulia Tsvetkov
Recent work has shown fine-tuning neural coreference models can produce strong performance when adapting to different domains. However, at the same time, this can require a large a…
Multi-dimensional Features for Prediction with Tweets
Nupoor Gandhi, Alex Morales, Dolores Albarracin
With the rise of opioid abuse in the US, there has been a growth of overlapping hotspots for overdose-related and HIV-related deaths in Springfield, Boston, Fall River, New Bedford…