mlsanityData to 14 Oct 2026

SCORE: Story Coherence and Retrieval Enhancement for AI Narratives

arXiv 2503.23512 ↗First posted 30 Mar 2025cs.CLcited by 42

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Abstract (arXiv)

Large Language Models (LLMs) can generate creative and engaging narratives from user-specified input, but maintaining coherence and emotional depth throughout these AI-generated stories remains a challenge. In this work, we propose SCORE, a framework for Story Coherence and Retrieval Enhancement, designed to detect and resolve narrative inconsistencies. By tracking key item statuses and generating episode summaries, SCORE uses a Retrieval-Augmented Generation (RAG) approach to identify related episodes and enhance the overall story structure. Experimental results from testing multiple LLM-generated stories demonstrate that SCORE significantly improves the consistency and stability of narrative coherence compared to baseline GPT models, providing a more robust method for evaluating and refining AI-generated narratives.

Key facts. Cited by 42 papers in the map (data through 14 Oct 2026). Builds on 26 of its 51 references that are in the map. First posted on arXiv 30 Mar 2025.

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26 of 51 references.

References · 26

  1. 2020Language Models are Few-Shot Learnerscited by 32,419
  2. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 14,132
  3. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
  4. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,326
  5. 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,568
  6. 2022LaMDA: Language Models for Dialog Applicationscited by 1,220
  7. 2024A Survey on the Memory Mechanism of Large Language Model based Agentscited by 634
  8. 2024The Faiss librarycited by 376
  9. 2021All That's 'Human' Is Not Gold: Evaluating Human Evaluation of Generated Textcited by 287
  10. 2020Evaluation of Text Generation: A Surveycited by 277
  11. 2024TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methodscited by 249
  12. 2024DUET: Dual Clustering Enhanced Multivariate Time Series Forecastingcited by 107
14 more
  1. 2022Of Human Criteria and Automatic Metrics: A Benchmark of the Evaluation of Story Generationcited by 75
  2. 2024SEED-Story: Multimodal Long Story Generation with Large Language Modelcited by 73
  3. 2024Self-evolving Agents with reflective and memory-augmented abilitiescited by 52
  4. 2022Towards Visual-Prompt Temporal Answering Grounding in Medical Instructional Videocited by 43
  5. 2024Do Language Models Enjoy Their Own Stories? Prompting Large Language Models for Automatic Story Evaluationcited by 32
  6. 2021More but Correct: Generating Diversified and Entity-revised Medical Responsecited by 31
  7. 2024EasyTime: Time Series Forecasting Made Easycited by 30
  8. 2024What Makes a Good Story and How Can We Measure It? A Comprehensive Survey of Story Evaluationcited by 17
  9. 2023RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Modelscited by 9
  10. 2024Guiding and Diversifying LLM-Based Story Generation via Answer Set Programmingcited by 9
  11. 2021Bilateral Personalized Dialogue Generation with Contrastive Learningcited by 8
  12. 2024FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization systemcited by 8
  13. 2024Assessing Language Models' Worldview for Fiction Generationcited by 3
  14. 2024Generating Visual Stories with Grounded and Coreferent Characterscited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 34; 2026: 8.

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  5. 2025Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architecturescited by 9
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  11. 2025Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challengecited by 5
  12. 2025Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMscited by 5
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  2. 2025A Survey of Link Prediction in N-ary Knowledge Graphscited by 4
  3. 2025Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systemscited by 3
  4. 2025Coherent Multimodal Reasoning with Iterative Self-Evaluation for Vision-Language Modelscited by 3
  5. 2025Re:Verse -- Can Your VLM Read a Manga?cited by 3
  6. 2025Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findingscited by 2
  7. 2025Human-AI Co-Creation: A Framework for Collaborative Design in Intelligent Systemscited by 2
  8. 2025The Structural Scalpel: Automated Contiguous Layer Pruning for Large Language Modelscited by 2
  9. 2026Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narrativescited by 2
  10. 2025Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Modelscited by 1
  11. 2025Large Language Models for Zero-Shot Multicultural Name Recognitioncited by 1
  12. 2025CAP-LLM: Context-Augmented Personalized Large Language Models for News Headline Generationcited by 1
  13. 2025Coarse-to-Fine Personalized LLM Impressions for Streamlined Radiology Reportscited by 1
  14. 2025Context-Aware Multi-Turn Visual-Textual Reasoning in LVLMs via Dynamic Memory and Adaptive Visual Guidancecited by 1
  15. 2026Spoiler Alert: Narrative Forecasting as a Metric for Tension in LLM Storytellingcited by 1
  16. 2025Revolutionizing Radiology Workflow with Factual and Efficient CXR Report Generationcited by 0
  17. 2025Unlocking Compositional Control: Self-Supervision for LVLM-Based Image Generationcited by 0
  18. 2025VL-MedGuide: A Visual-Linguistic Large Model for Intelligent and Explainable Skin Disease Auxiliary Diagnosiscited by 0
  19. 2025Multi-Modal Machine Learning Framework for Predicting Early Recurrence of Brain Tumors Using MRI and Clinical Biomarkerscited by 0
  20. 2025A Multimodal Deep Learning Framework for Early Diagnosis of Liver Cancer via Optimized BiLSTM-AM-VMD Architecturecited by 0
  21. 2025Leveraging Vision-Language Large Models for Interpretable Video Action Recognition with Semantic Tokenizationcited by 0
  22. 2025Enhancing Factual Accuracy and Citation Generation in LLMs via Multi-Stage Self-Verificationcited by 0
  23. 2025Contextualized Multimodal Lifelong Person Re-Identification in Hybrid Clothing Statescited by 0
  24. 2025ParlAI Vote: A Web Platform for Analyzing Gender and Political Bias in Large Language Modelscited by 0
  25. 2026LitVISTA: A Benchmark for Narrative Orchestration in Literary Textcited by 0
  26. 2026SAGE: Hierarchical LLM-Based Literary Evaluation through Ontology-Grounded Interpretive Dimensionscited by 0
  27. 2026BOOKMARKS: Efficient Active Storyline Memory for Role-playingcited by 0
  28. 2026Local Spatiotemporal Convolutional Network for Robust Gait Recognitioncited by 0
  29. 2026Towards High-Level Semantic Intelligencecited by 0
  30. 2026SAGE: A Hierarchical Framework for Evaluating Interpretive Literary Quality in Narrativescited by 0

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  6. 2024Are Large Language Models Capable of Generating Human-Level Narratives?
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