Challenge: a corpus of face-to-face interviews is annotated with facial displays, hand gestures and body posture.
Approach: They introduce a multimodal corpus on top of transcribed face-to-face interviews that presents the annotation of facial displays, hand gestures and body posture.
Outcome: The proposed corpus is extracted from a larger corpus of 56 face-to-face interviews (14 hours) the annotations include facial displays, hand gestures and body posture.

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Challenge: a method used to annotate dialogue acts in a multimodal corpus is described . the annotations allow for analysis of how multimodal signals contribute to the structure and content of the dialogues.
Approach: They propose to annotate dialogue acts in a multimodal corpus of first encounter dialogues . they focus on which dialogue acts often follow each other across speakers and which overlap gestural behaviour .
Outcome: The method used to annotate dialogue acts in a multimodal corpus is described.
The POTUS Corpus, a Database of Weekly Addresses for the Study of Stance in Politics and Virtual Agents (2020.lrec-1)

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Challenge: Embodied Conversational Agents (ECAs) are used to generate socially believable agents.
Approach: They propose to use audio-video files of political addresses to generate a corpus of socially believable agents which can be annotated by external observers.
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Merkel Podcast Corpus: A Multimodal Dataset Compiled from 16 Years of Angela Merkel’s Weekly Video Podcasts (2022.lrec-1)

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Challenge: a dataset of 16 years of (almost) weekly Internet podcasts of former german chancellor Angela Merkel is presented.
Approach: They propose to curate a German podcast corpus from 16 years of podcasts of former german chancellor Angela Merkel using audio-visual-text methods.
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The Automatic Annotation of the Semiotic Type of Hand Gestures in Obama’ s Humorous Speeches (L18-1)

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Challenge: Existing studies on hand gestures from video-recorded speeches have not identified them.
Approach: They annotated and analysed hand gestures produced by Barack Obama . they trained machine learning algorithms to classify the semiotic type of hand gesture .
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Praaline: An Open-Source System for Managing, Annotating, Visualising and Analysing Speech Corpora (P18-4)

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Challenge: Praaline is an open-source software system for constituting and managing spoken language and multimodal corpora.
Approach: They present the latest developments of Praaline, an open-source software system for constituting and managing spoken language and multimodal corpora.
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Modeling Collaborative Multimodal Behavior in Group Dialogues: The MULTISIMO Corpus (L18-1)

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Challenge: a corpus of human-computer interactions recorded in multiple modalities is being developed to study and model collaborative aspects of multimodal behavior in groups.
Approach: They propose to use a multimodal corpus to investigate collaborative aspects of multimodal behavior in groups that perform simple tasks.
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Multimodal Corpus of Bidirectional Conversation of Human-human and Human-robot Interaction during fMRI Scanning (2020.lrec-1)

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Challenge: a study of real-life bi-directional conversations combines multimodal corpus with neural, physiological and behavioral data.
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The GermaParl Corpus of Parliamentary Protocols (L18-1)

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Challenge: Parliamentary debates convey the arguments, interpretations and disputes that shape political decision-making.
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A Multimodal Educational Corpus of Oral Courses: Annotation, Analysis and Case Study (2020.lrec-1)

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Challenge: a corpus of spontaneous speech is being developed for educational use . the dataset will be freely available to the research community .
Approach: They propose to use a French speech educational corpus to explore synchronous speech transcription and application in teaching situations.
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Wikinflection Corpus: A (Better) Multilingual, Morpheme-Annotated Inflectional Corpus (2020.lrec-1)

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Challenge: Inflectional corpora with annotated morpheme boundaries are scarce in the NLP community . a generated, multilingual inflectional lexicon with morphological features is not as good as UniMorph's .
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