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[D] Seeking Advice - ACL 2026 track selection

Reddit r/MachineLearning / 3/15/2026

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Key Points

  • The Reddit post discusses submitting to ACL 2026 for a mechanistic interpretability study on vision-language models, including techniques like attention head analysis, logit lens, and causal interventions on specific heads.
  • ACL 2026 offers a special theme track on Explainability of NLP Models in addition to the standard Interpretability and Analysis of Models track, and the author is unsure about the practical differences between them.
  • The author wonders whether the theme track is more or less competitive and seeks guidance on which track would be better suited for their work.
  • They are requesting advice from the ACL community on track selection and practical considerations for submitting to ACL 2026.

Hi all, we are submitting to ACL 2026 but are not that familiar with the conference tracks. Our paper is a mechanistic interpretability work on vision-language models: attention head analysis, logit lens, causal interventions on specific heads, that kind of stuff.

ACL 2026 has a special theme track on "Explainability of NLP Models" alongside the standard "Interpretability and Analysis of Models" track.

We are not sure what the practical difference is between the two, and whether the special theme track tends to be more or less competitive than the regular one.

Any advice from people familiar with ACL would be appreciated. Which track would you go with for this type of work?

submitted by /u/kekkodigrano
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