56 citations · 140 across the 34 of their papers we have counts for
31 papers · 1 filter
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…
SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks
Srivatsa Kundurthy, Clara Na, Michael Handley +5
We consider the task of end-to-end spreadsheet generation, where language models produce spreadsheet artifacts to satisfy users' explicit and implicit constraints, specified in nat…
FicSim: A Dataset for Multi-Faceted Semantic Similarity in Long-Form Fiction
Natasha Johnson, Amanda Bertsch, Maria-Emil Deal +1
As language models become capable of processing increasingly long and complex texts, there has been growing interest in their application within computational literary studies. How…
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
Jared Fernandez, Clara Na, Vashisth Tiwari +3
As large language models (LLMs) scale in size and adoption, their computational and environmental costs continue to rise. Prior benchmarking efforts have primarily focused on laten…
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…
Structured Extraction of Process Structure Properties Relationships in Materials Science
Amit K Verma, Zhisong Zhang, Junwon Seo +4
With the advent of large language models (LLMs), the vast unstructured text within millions of academic papers is increasingly accessible for materials discovery, although signific…