Creative Captioning: An AI Grand Challenge Based on the Dixit Board Game
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Abstract (arXiv)
We propose a new class of "grand challenge" AI problems that we call creative captioning---generating clever, interesting, or abstract captions for images, as well as understanding such captions. Creative captioning draws on core AI research areas of vision, natural language processing, narrative reasoning, and social reasoning, and across all these areas, it requires sophisticated uses of common sense and cultural knowledge. In this paper, we analyze several specific research problems that fall under creative captioning, using the popular board game Dixit as both inspiration and proposed testing ground. We expect that Dixit could serve as an engaging and motivating benchmark for creative captioning across numerous AI research communities for the coming 1-2 decades.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Sep 2020.
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Citing papers per year: 2022: 1; 2023: 0; 2024: 1; 2025: 1; 2026: 1.
4 papers.
- 2024Survey of Cultural Awareness in Language Models: Text and Beyondcited by 101
- 2022Know your audience: specializing grounded language models with listener subtractioncited by 3
- 2025Can They Dixit? Yes they Can! Dixit as a Playground for Multimodal Language Model Capabilitiescited by 1
- 2026Calibrated Ambiguity in Multimodal Language Models: Humans reach for cultural references, while models describe the picturecited by 0
- 2026Calibrated Ambiguity in Multimodal Language Models: Humans reach for cultural references, while models describe the picture11 Sep 2026
- 2025Can They Dixit? Yes they Can! Dixit as a Playground for Multimodal Language Model Capabilities22 Oct 2025
- 2024Survey of Cultural Awareness in Language Models: Text and Beyond30 Oct 2024
- 2022Know your audience: specializing grounded language models with listener subtraction16 Jun 2022