Metadata correction for 2023.findings-eacl.188

[juliarozanova]

JSON data block

{
  "anthology_id": "2023.findings-eacl.188",
  "abstract": "Probing strategies have been shown to detect the presence of various linguistic features in large language models; in particular, semantic features intermediate to the “natural logic” fragment of the Natural Language Inference task (NLI). In the case of natural logic, the relation between the intermediate features and the entailment label is explicitly known: as such, this provides a ripe setting for <i>interventional</i> studies on the NLI models’ representations, allowing for stronger causal conjectures and a deeper critical analysis of interventional probing methods. In this work, we carry out new and existing representation-level interventions to investigate the effect of these semantic features on NLI classification: we perform <i>amnesic</i> probing (which removes features as directed by learned linear probes) and introduce the <i>mnestic</i> probing variation (which forgets all dimensions <i>except</i> the probe-selected ones). Furthermore, we delve into the limitations of these methods and outline some pitfalls have been obscuring the effectivity of interventional probing studies."
}

[github-actions]

Found ACL Anthology entry: https://aclanthology.org/2023.findings-eacl.188

[mbollmann]

Fixing hyphenation and spacing. I added some italics tags based on the PDF. Thanks!