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Posts

Future Blog Post

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This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.

Blog Post number 4

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Blog Post number 3

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Blog Post number 2

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Blog Post number 1

less than 1 minute read

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portfolio

publications

Completing and validating the Re-aligned Switchboard Dialog Act Corpus

Published in Linguistic Annotation Workshop 20, 2026

Although widely used in dialog act prediction and generation, the Switchboard Dialog Act (SwDA) corpus has performed poorly in models incorporating prosodic information because of misalignment between speech and text data. In this paper, we report our completion of the work begun in Chen et al. (2024) in addressing these misalignment issues with an improved SwDA corpus called RASwDA (Re-Aligned Switchboard Dialog Act Corpus). Now fully re-aligned and validated, RASwDA finally meets standards of accuracy allowing for classification models trained on it to exceed classification benchmarks set by models trained on other Switchboard subcorpora.

Recommended citation: Chen, R., Z. Tao, J. Prado, I. LaManna, R. Puterbaugh, M. Datta, & J. Hirschberg. (2026). "Completing and validating the Re-aligned Switchboard Dialog Act Corpus." Proceedings of the Linguistic Annotation Workshop 20, 173--177. https://doi.org/10.18653/v1/2026.law-main.13.
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Disentangling annotator skill from verifier strictness in cross-verified dialogue annotation

Published in Special Interest Group on Discourse and Dialogue 27, 2026

Some dialogue corpus projects use a verify-after-annotation workflow: a second team member reviews a submitted file and records corrections. The resulting correction count mixes two signals, annotator accuracy and verifier strictness. We separate these signals for RASwDA, an audio-anchored re-alignment of 1,045 Switchboard file sides (105,005 corrections across 977 change logs) produced by five team members in 2024-2025. Verification is crossed: each of three identified annotators was checked by four different verifiers, with overlap in both directions. A cross-classified mixed-effects model on per-file corrections-per-interval assigns 10.8% of the variance to annotator identity, while the verifier random effect collapses to zero (singular fit, stable across seven leave-one-out and response-choice refits). Thus, for this boundary-realignment task, we find no detectable verifier identity effect once annotator identity, batch, and file length are controlled. Boundary placement, not label selection, accounts for 58.5% of corrections corpus-wide. This helps explain why verifier-specific strictness has little room to appear: timestamp adjustments are anchored in the audio, while DA-label changes account for only 3.0% of corrections. We release the action-typed change logs so other projects can run the same annotator-verifier decomposition on their own verification data.

Recommended citation: Zihao, T., J. Prado, I. LaManna, R. Puterbaugh, M. Datta, & J. Hirschberg. (2026). "Disentangling annotator skill from verifier strictness in cross-verified dialogue annotation." Special Interest Group on Discourse and Dialogue 27, 414--422.
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talks

Futurity as modality: Evidence from Kalmyk

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This is a description of your tutorial, note the different field in type. This is a markdown files that can be all markdown-ified like any other post. Yay markdown!

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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