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Sam Ringer

2 accepted papers

2023

Discovering Language Model Behaviors with Model-Written Evaluations

ACL 2023findings

As language models (LMs) scale, they develop many novel behaviors, good and bad, exacerbating the need to evaluate how they behave. Prior work creates evaluations with crowdwork (which is time-consuming and expensive) or existing data sources (which are not always available). Here, we automatically…

2020

Hierarchical Quantized Autoencoders

NeurIPS 2020poster

Despite progress in training neural networks for lossy image compression, current approaches fail to maintain both perceptual quality and abstract features at very low bitrates. Encouraged by recent success in learning discrete representations with Vector Quantized Variational Autoencoders (VQ-VAEs)…