Papers with character-centric approach

2 papers
Generating Visual Stories with Grounded and Coreferent Characters (2026.tacl-1)

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Challenge: Experimental results show that our model generates visual stories with consistent and coreferent character mentions compared to baselines and state-of-the-art systems.
Approach: They propose a character-centric approach to visual story generation that uses visual and textual character coreference chains to enrich the VIST benchmark.
Outcome: The proposed model generates visual stories with consistent and coreferent character mentions compared to baselines and state-of-the-art systems.
RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing (2025.findings-emnlp)

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Challenge: Existing benchmarks focus on character-centric approach and fail to reflect real-world applications.
Approach: RMTBench is a user-centric bilingual role-playing benchmark featuring 80 diverse characters and over 8,000 dialogue rounds.
Outcome: RMTBench features 80 diverse characters and over 8,000 dialogue rounds.

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