Papers Story Generation
“Story Generation” 태그가 달린 논문 288편 · 필터 해제
Sidecar: Training-Free Semantic Reuse for Character-Consistent Free-form Visual Storytelling
Visual storytelling requires generating images that follow a narrative while preserving consistent character identities across frames. In free-form story generation, a character is fully described only when first introdu…
Visual StorytellingStory GenerationScaling Creative Writing Beyond Story-Centric Data with Attribute-Guided Genre Expansion
High-quality creative writing data for large language models (LLMs) remains dominated by story-centric data, limiting models' ability to follow the structural and functional conventions of diverse creative formats. We pr…
Story GenerationRight in the Right Way: LM Training with Verifiable Rewards and Human Demonstrations
RL with verifiable rewards (RLVR) has emerged as a powerful paradigm for training LMs on tasks with well-defined success metrics, such as code generation and mathematical reasoning. However, current RLVR methods optimize…
Mathematical ReasoningStory GenerationCode GenerationFrom Personas to Plot: Character-Grounded Multi-Agent Story Generation for Long-Form Narratives
Although large language models (LLMs) have demonstrated impressive creative fiction generation, they struggle to maintain narrative consistency and coherent plot lines in long-form stories. In this work, we introduce a u…
Story GenerationUniTemp: Unlocking Video Generation in Any Temporal Order via Bidirectional Distillation
Autoregressive video diffusion models have emerged as a promising approach for long video generation, achieving strong performance in streaming settings. However, existing methods are restricted to forward temporal gener…
Story GenerationVideo GenerationConstrained Semantic Decompression in LLMs through Persian Proverb-Conditioned Story Generation
Transforming a dense, abstract proverb into an engaging and morally faithful narrative requires deep cultural understanding and robust semantic grounding. We frame this problem as a \emph{constrained semantic decompressi…
Story GenerationSpeculative Decoding Across Languages
Speculative decoding has become a crucial component of large language model (LLM) inference, enabling faster generation by drafting multiple tokens and verifying them in parallel. However, small draft models tend to suff…
Story GenerationOne Sentence, One Drama: Personalized Short-Form Drama Generation via Multi-Agent Systems
Existing approaches for digital short-drama production typically rely on one-shot LLM generated scripts and loosely coupled pipelines, which fail to satisfy three key requirements of short-drama generation: (1) narrative…
Story GenerationVideo GenerationAttriStory: Fine-grained Attribute Realization for Visual Storytelling with Diffusion Models
Visual storytelling with diffusion models has made impressive strides in maintaining character consistency across narrative scenes. However, a critical gap remains: while these methods ensure a character remains consiste…
Visual StorytellingStory GenerationChildren's English Reading Story Generation via Supervised Fine-Tuning of Compact LLMs with Controllable Difficulty and Safety
Large Language Models (LLMs) are widely applied in educational practices, such as for generating children's stories. However, the generated stories are often too difficult for children to read, and the operational cost o…
Story GenerationNARRA-Gym for Evaluating Interactive Narrative Agents
Interactive narrative tasks require LLMs to sustain a coherent, evolving story while adapting to a user over multiple turns. However, suitable benchmarks for this setting are limited: existing evaluations often focus on …
Story GenerationStoryAlign: Evaluating and Training Reward Models for Story Generation
Story generation aims to automatically produce coherent, structured, and engaging narratives. Although large language models (LLMs) have significantly advanced text generation, stories generated by LLMs still diverge fro…
Story GenerationText GenerationDATAREEL: Automated Data-Driven Video Story Generation with Animations
Data videos are a powerful medium for visual data based storytelling, combining animated, chart-centric visualizations with synchronized narration. Widely used in journalism, education, and public communication, they hel…
Story GenerationPersonality Shapes Gender Bias in Persona-Conditioned LLM Narratives Across English and Hindi: An Empirical Investigation
Large Language Models (LLMs) are increasingly deployed in persona-driven applications such as education, customer service, and social platforms, where models are prompted to adopt specific personas when interacting with …
Story GenerationSPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models
Large language models (LLMs) are being increasingly used in urban planning, but since gendered space theory highlights how gender hierarchies are embedded in spatial organization, there is concern that LLMs may reproduce…
Story GenerationNoise Steering for Controlled Text Generation: Improving Diversity and Reading-Level Fidelity in Arabic Educational Story Generation
Generating diverse, pedagogically valid stories for Arabic early-grade reading assessments requires balancing tight constraints on vocabulary, reading level, and narrative structure against the need to avoid repetitive p…
Story GenerationText GenerationSkeleton-based Coherence Modeling in Narratives
Modeling coherence in text has been a task that has excited NLP researchers since a long time. It has applications in detecting incoherent structures and helping the author fix them. There has been recent work in using n…
Story GenerationCompetency Questions as Executable Plans: a Controlled RAG Architecture for Cultural Heritage Storytelling
The preservation of intangible cultural heritage is a critical challenge as collective memory fades over time. While Large Language Models (LLMs) offer a promising avenue for generating engaging narratives, their propens…
Story GenerationKnowledge GraphsCustomized Visual Storytelling with Unified Multimodal LLMs
Multimodal story customization aims to generate coherent story flows conditioned on textual descriptions, reference identity images, and shot types. While recent progress in story generation has shown promising results, …
Visual StorytellingStory GenerationAlignment Reduces Expressed but Not Encoded Gender Bias: A Unified Framework and Study
During training, Large Language Models (LLMs) learn social regularities that can lead to gender bias in downstream applications. Most mitigation efforts focus on reducing bias in generated outputs, typically evaluated on…
Story Generation