Retell, Reward, Repeat: Reinforcement Learning for Narrative Theory-Informed Story Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, David Y., Muston, Xanthe, Joshi, Aditya, Sequoiah-Grayson, Sebastian |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Narrative Theory-Driven LLM Methods for Automatic Story Generation and Understanding: A Survey
by: Liu, David Y., et al.
Published: (2026)
by: Liu, David Y., et al.
Published: (2026)
StoryAlign: Evaluating and Training Reward Models for Story Generation
by: Xia, Haotian, et al.
Published: (2026)
by: Xia, Haotian, et al.
Published: (2026)
Generative Floor Plan Design with LLMs via Reinforcement Learning with Verifiable Rewards
by: Lara, Luis, et al.
Published: (2026)
by: Lara, Luis, et al.
Published: (2026)
Crafting Narrative Closures: Zero-Shot Learning with SSM Mamba for Short Story Ending Generation
by: Sharma, Divyam, et al.
Published: (2024)
by: Sharma, Divyam, et al.
Published: (2024)
StoryCoder: Narrative Reformulation for Structured Reasoning in LLM Code Generation
by: Jang, Geonhui, et al.
Published: (2026)
by: Jang, Geonhui, et al.
Published: (2026)
StoryLens: Preference-Aligned Story Rewriting via Context-Aware Narrative Enrichment
by: Cui, Hanwen, et al.
Published: (2026)
by: Cui, Hanwen, et al.
Published: (2026)
From We to Me: Theory Informed Narrative Shift with Abductive Reasoning
by: Patil, Jaikrishna Manojkumar, et al.
Published: (2026)
by: Patil, Jaikrishna Manojkumar, et al.
Published: (2026)
Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation
by: Cao, Meng, et al.
Published: (2024)
by: Cao, Meng, et al.
Published: (2024)
Alternatives To Next Token Prediction In Text Generation -- A Survey
by: Wyatt, Charlie, et al.
Published: (2025)
by: Wyatt, Charlie, et al.
Published: (2025)
Can LLMs Generate Good Stories? Insights and Challenges from a Narrative Planning Perspective
by: Wang, Yi, et al.
Published: (2025)
by: Wang, Yi, et al.
Published: (2025)
Long Story Generation via Knowledge Graph and Literary Theory
by: Shi, Ge, et al.
Published: (2025)
by: Shi, Ge, et al.
Published: (2025)
Rewarding Creativity: A Human-Aligned Generative Reward Model for Reinforcement Learning in Storytelling
by: Li, Zhaoyan, et al.
Published: (2026)
by: Li, Zhaoyan, et al.
Published: (2026)
MirrorStories: Reflecting Diversity through Personalized Narrative Generation with Large Language Models
by: Yunusov, Sarfaroz, et al.
Published: (2024)
by: Yunusov, Sarfaroz, et al.
Published: (2024)
Improving Reinforcement Learning from Human Feedback Using Contrastive Rewards
by: Shen, Wei, et al.
Published: (2024)
by: Shen, Wei, et al.
Published: (2024)
RLMR: Reinforcement Learning with Mixed Rewards for Creative Writing
by: Liao, Jianxing, et al.
Published: (2025)
by: Liao, Jianxing, et al.
Published: (2025)
Secure Code Generation via Online Reinforcement Learning with Vulnerability Reward Model
by: Wu, Tianyi, et al.
Published: (2026)
by: Wu, Tianyi, et al.
Published: (2026)
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning
by: Zhang, Kongcheng, et al.
Published: (2025)
by: Zhang, Kongcheng, et al.
Published: (2025)
From Roots to Rewards: Dynamic Tree Reasoning with Reinforcement Learning
by: Bahloul, Ahmed, et al.
Published: (2025)
by: Bahloul, Ahmed, et al.
Published: (2025)
Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards
by: Liu, Xiaoyuan, et al.
Published: (2025)
by: Liu, Xiaoyuan, et al.
Published: (2025)
Tournament-GRPO: Group-Wise Tournament Rewards for Reinforcement Learning in Open-Ended Long-Form Generation
by: Yang, Zixuan, et al.
Published: (2026)
by: Yang, Zixuan, et al.
Published: (2026)
Generating Visual Stories with Grounded and Coreferent Characters
by: Liu, Danyang, et al.
Published: (2024)
by: Liu, Danyang, et al.
Published: (2024)
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
by: Wen, Xumeng, et al.
Published: (2025)
by: Wen, Xumeng, et al.
Published: (2025)
GRAM: A Generative Foundation Reward Model for Reward Generalization
by: Wang, Chenglong, et al.
Published: (2025)
by: Wang, Chenglong, et al.
Published: (2025)
Lost in Stories: Consistency Bugs in Long Story Generation by LLMs
by: Li, Junjie, et al.
Published: (2026)
by: Li, Junjie, et al.
Published: (2026)
A Close Reading Approach to Gender Narrative Biases in AI-Generated Stories
by: Raffini, Daniel, et al.
Published: (2025)
by: Raffini, Daniel, et al.
Published: (2025)
Reinforcement Learning with Conditional Expectation Reward
by: Xiao, Changyi, et al.
Published: (2026)
by: Xiao, Changyi, et al.
Published: (2026)
A Relative-Budget Theory for Reinforcement Learning with Verifiable Rewards in Large Language Model Reasoning
by: Wachi, Akifumi, et al.
Published: (2026)
by: Wachi, Akifumi, et al.
Published: (2026)
Rewarding Doubt: A Reinforcement Learning Approach to Calibrated Confidence Expression of Large Language Models
by: Bani-Harouni, David, et al.
Published: (2025)
by: Bani-Harouni, David, et al.
Published: (2025)
Incentivizing Parametric Knowledge via Reinforcement Learning with Verifiable Rewards for Cross-Cultural Entity Translation
by: Zhou, Jiang, et al.
Published: (2026)
by: Zhou, Jiang, et al.
Published: (2026)
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
by: Gunjal, Anisha, et al.
Published: (2025)
by: Gunjal, Anisha, et al.
Published: (2025)
StoryWriter: A Multi-Agent Framework for Long Story Generation
by: Xia, Haotian, et al.
Published: (2025)
by: Xia, Haotian, et al.
Published: (2025)
CollabStory: Multi-LLM Collaborative Story Generation and Authorship Analysis
by: Venkatraman, Saranya, et al.
Published: (2024)
by: Venkatraman, Saranya, et al.
Published: (2024)
PAREDA: A Multi-Accent Speech Dataset of Natural Language Processing Research Discussions
by: Jin, Sicheng, et al.
Published: (2026)
by: Jin, Sicheng, et al.
Published: (2026)
Text2Reward: Reward Shaping with Language Models for Reinforcement Learning
by: Xie, Tianbao, et al.
Published: (2023)
by: Xie, Tianbao, et al.
Published: (2023)
Predicting the Target Word of Game-playing Conversations using a Low-Rank Dialect Adapter for Decoder Models
by: Srirag, Dipankar, et al.
Published: (2024)
by: Srirag, Dipankar, et al.
Published: (2024)
Nek Minit: Harnessing Pragmatic Metacognitive Prompting for Explainable Sarcasm Detection of Australian and Indian English
by: Singh, Ishmanbir, et al.
Published: (2025)
by: Singh, Ishmanbir, et al.
Published: (2025)
Balancing Rewards in Text Summarization: Multi-Objective Reinforcement Learning via HyperVolume Optimization
by: Song, Junjie, et al.
Published: (2025)
by: Song, Junjie, et al.
Published: (2025)
Auditing Data Membership in Reinforcement Learning With Verifiable Rewards
by: Liu, Yule, et al.
Published: (2025)
by: Liu, Yule, et al.
Published: (2025)
Inverse Reinforcement Learning with Dynamic Reward Scaling for LLM Alignment
by: Cheng, Ruoxi, et al.
Published: (2025)
by: Cheng, Ruoxi, et al.
Published: (2025)
Regional Tiny Stories: Using Small Models to Compare Language Learning and Tokenizer Performance
by: Patil, Nirvan, et al.
Published: (2025)
by: Patil, Nirvan, et al.
Published: (2025)
Similar Items
-
Narrative Theory-Driven LLM Methods for Automatic Story Generation and Understanding: A Survey
by: Liu, David Y., et al.
Published: (2026) -
StoryAlign: Evaluating and Training Reward Models for Story Generation
by: Xia, Haotian, et al.
Published: (2026) -
Generative Floor Plan Design with LLMs via Reinforcement Learning with Verifiable Rewards
by: Lara, Luis, et al.
Published: (2026) -
Crafting Narrative Closures: Zero-Shot Learning with SSM Mamba for Short Story Ending Generation
by: Sharma, Divyam, et al.
Published: (2024) -
StoryCoder: Narrative Reformulation for Structured Reasoning in LLM Code Generation
by: Jang, Geonhui, et al.
Published: (2026)