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cs.CL2025
Looking for the Inner Music: Probing LLMs' Understanding of Literary Style
Rebecca M. M. Hicke, David Mimno
Recent work has demonstrated that language models can be trained to identify the author of much shorter literary passages than has been thought feasible for traditional stylometry.…
cs.CL2024
Stronger Random Baselines for In-Context Learning
Gregory Yauney, David Mimno
Evaluating the in-context learning classification performance of language models poses challenges due to small dataset sizes, extensive prompt-selection using the validation set, a…
cs.CL2024
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model
Jacob Eisenstein, Daniel Andor, Bernd Bohnet +2
Explainable question answering systems should produce not only accurate answers but also rationales that justify their reasoning and allow humans to check their work. But what sort…