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06/09/2023
Consistent Explanations in the Face of Model Indeterminacy via Ensembling
This work addresses the challenge of providing consistent explanations f...
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06/08/2023
Degraded Polygons Raise Fundamental Questions of Neural Network Perception
It is well-known that modern computer vision systems often exhibit behav...
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05/29/2023
Baselines for Identifying Watermarked Large Language Models
We consider the emerging problem of identifying the presence and use of ...
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03/09/2023
Learning the Wrong Lessons: Inserting Trojans During Knowledge Distillation
In recent years, knowledge distillation has become a cornerstone of effi...
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01/02/2023
MAUD: An Expert-Annotated Legal NLP Dataset for Merger Agreement Understanding
Reading comprehension of legal text can be a particularly challenging ta...
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11/25/2022
The Naughtyformer: A Transformer Understands Offensive Humor
Jokes are intentionally written to be funny, but not all jokes are creat...
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10/31/2022
Lila: A Unified Benchmark for Mathematical Reasoning
Mathematical reasoning skills are essential for general-purpose intellig...
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06/11/2022
A Dataset and Benchmark for Automatically Answering and Generating Machine Learning Final Exams
Can a machine learn machine learning? We propose to answer this question...
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12/09/2021