Search Results for author: Jarad Forristal

Found 3 papers, 0 papers with code

A Block Metropolis-Hastings Sampler for Controllable Energy-based Text Generation

no code implementations7 Dec 2023 Jarad Forristal, Niloofar Mireshghallah, Greg Durrett, Taylor Berg-Kirkpatrick

Recent work has shown that energy-based language modeling is an effective framework for controllable text generation because it enables flexible integration of arbitrary discriminators.

Language Modelling Large Language Model +1

Assessing Out-of-Domain Language Model Performance from Few Examples

no code implementations13 Oct 2022 Prasann Singhal, Jarad Forristal, Xi Ye, Greg Durrett

We address the task of predicting out-of-domain (OOD) performance in a few-shot fashion: given a few target-domain examples and a set of models with similar training performance, can we understand how these models will perform on OOD test data?

Language Modelling Natural Language Inference

A Novel Fast Exact Subproblem Solver for Stochastic Quasi-Newton Cubic Regularized Optimization

no code implementations19 Apr 2022 Jarad Forristal, Joshua Griffin, Wenwen Zhou, Seyedalireza Yektamaram

ARC methods are a relatively new family of optimization strategies that utilize a cubic-regularization (CR) term in place of trust-regions and line-searches.

Second-order methods

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