Papers by Jacob Hoover Vigly
Resource-Rational Noisy-Channel Language Processing: Testing the Effect of Algorithmic Constraints on Inferences (2025.emnlp-main)
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| Challenge: | a fundamental question in psycholinguistics is how comprehenders form interpretations of utterances that they hear or see. |
| Approach: | They propose to use a language model as a prior and an error model to encode likelihoods to perform incremental and approximate probabilistic inferences over intended sentences and production errors. |
| Outcome: | The proposed model captures previously established patterns in human sentence processing, and trade-off between human-like noisy-channel inferences and computational resources falls out of the model. |