Hope Speech and Help Speech: Surfacing Positivity Amidst Hate -- LTI Colloquium

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Whole-channel inclusion: Language Technologies Institute at Carnegie Mellon (LTI at CMU) is an honest teaching channel (title sample + 3 transcripts read: The transcripts show substantive academic colloquium talks with structured technical explanations of NLP research, consistent with genuine teaching content.); this title passed a strict title check (sonnet) after a labelling pass.

A 54-minute video from Language Technologies Institute at Carnegie Mellon (LTI at CMU): “Hope Speech and Help Speech: Surfacing Positivity Amidst Hate -- LTI Colloquium”.

Video by Language Technologies Institute at Carnegie Mellon (LTI at CMU), played through YouTube's embedded player.