Naturalistic Causal Probing for Morpho-Syntax (2023 · 19 citations)
Conventional (correlational) probes can show that a property is decodable from a model's representations. They cannot show whether the property actually causes those representations, and correlated linguistic features can inflate their scores. The authors propose causal probing through input-level interventions on…
Hexatagging: Projective Dependency Parsing as Tagging (2023 · 16 citations)
The paper turns projective dependency parsing into tagging. Each word receives a "hexatag" from a finite set that encodes the stack actions of a binarized version of its tree, and all words are tagged in parallel with two linear projections over a pretrained encoder. Because validity depends only on the number of…
Which Spurious Correlations Impact Reasoning in NLI Models? A Visual Interactive Diagnosis through Data-Constrained Counterfactuals (2023 · 4 citations)
NLI models trained on crowdsourced corpora such as SNLI often latch onto surface cues that merely co-occur with a label.

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Updated 30 October 2026