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arxiv: 2506.22062 · v2 · pith:KWH5YGFO · submitted 2025-06-27 · cs.CL

MDC-R: The Minecraft Dialogue Corpus with Reference

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classification cs.CL
keywords corpusdialoguereferencemdc-rminecraftannotationresourceanalysis
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We introduce the Minecraft Dialogue Corpus with Reference (MDC-R). MDC-R is a new language resource that supplements the original Minecraft Dialogue Corpus (MDC) with expert annotations of anaphoric and deictic reference. MDC's task-orientated, multi-turn, situated dialogue in a dynamic environment has motivated multiple annotation efforts, owing to the interesting linguistic phenomena that this setting gives rise to. We believe it can serve as a valuable resource when annotated with reference, too. Here, we discuss our method of annotation and the resulting corpus, and provide both a quantitative and a qualitative analysis of the data. Furthermore, we carry out a short experiment demonstrating the usefulness of our corpus for referring expression comprehension.

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  1. Making Dialogue Grounding Data Rich: A Three-Tier Data Synthesis Framework for Generalized Referring Expression Comprehension

    cs.CL 2025-12 unverdicted novelty 5.0

    A three-tier data synthesis method produces realistic and controllable dialogue grounding data, enabling fine-tuned models to achieve consistent improvements on GREC tasks under distribution shift.