Introduces the Gumbel Machine and β-Hindsight control algorithm to generate rubric-consistent counterfactual student writing similar to a given reference text.
InProceedings of the 18th Conference of the European Chapter of the Association for Compu- tational Linguistics (Volume 1: Long Papers), pages 1876–1898, St
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Gumbel Machine: Counterfactual Student Writing Generation via Gumbel Noise Steering
Introduces the Gumbel Machine and β-Hindsight control algorithm to generate rubric-consistent counterfactual student writing similar to a given reference text.