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Narrative / Quest Generation

Text, Narrative & Design

Open Source

  • AN

    AI Native Games: A Survey and Roadmap Discovered by AI

    2026

    A comprehensive survey defining AI-native games where runtime generative AI is constitutive of the core gameplay loop, including dynamic narrative, quest, and dialogue generation. The paper establishes a taxonomy and outlines a technical roadmap for implementing playable, AI-driven game architectures.

    ai-native gameplay-loop quest-generation survey

    arXiv · Paper

  • CB

    ConStory-Bench Discovered by AI

    2026

    A benchmark and evaluation pipeline (ConStory-Checker) designed to evaluate narrative consistency in long-form story generation. It contains 2,000 prompts across four task scenarios and defines a taxonomy of five error categories to detect contradictions in ultra-long narrative generation.

    benchmark consistency evaluation story

    GitHub · arXiv

  • DS

    DOC Story Generation V2 Discovered by AI

    2026

    An updated codebase by Meta Research based on the Detailed Outline Control (DOC) framework, modified to work with modern open-source and chat-based large language models for long-form story generation.

    llm narrative planning storytelling

    GitHub

  • DE

    Drama Engine Discovered by AI

    2026

    A model- and provider-agnostic TypeScript framework for building narrative agents and agentic interactions with large language models, designed to execute directly in browsers for front-end game and story development.

    agent llm narrative typescript

    GitHub

  • DR

    Dramamancer Discovered by AI

    2026

    An interactive narrative system that uses large language models to transform author-created story schemas into player-driven playthroughs, bridging authorial intent and player agency.

    interactive llm narrative storytelling

    GitHub · arXiv · Paper

  • FW

    From World-Gen to Quest-Line Discovered by AI

    2026

    A dependency-aware, multi-stage prompt pipeline for procedural RPG content generation that models narrative dependencies through structured intermediate representations. It decomposes generation into sequential stages: world building, character creation, and quest-line generation.

    llm narrative quest rpg

    GitHub · arXiv

  • IA

    IVIE: A Neuro-symbolic Approach to Incremental and Validated Generation of Interactive Fiction Worlds Discovered by AI

    2026

    An incremental and validated interactive experience generator that combines the creative capabilities of LLMs with symbolic validation. It implements a four-stage pipeline to design settings, characters, and puzzles while ensuring the generated world remains coherent and playable.

    interactive-fiction neuro-symbolic puzzle-design world-generation

    arXiv

  • MC

    MAGNET: Character-Grounded Multi-Agent Story Generation for Long-Form Narratives Discovered by AI

    2026

    A multi-agent goal-driven narrative engine for storytelling that generates long-form stories with persona-grounded character agents proposing actions based on a shared world state and evolving story goals.

    llm multi-agent narrative storytelling

    arXiv · Paper

  • NO

    NovelClaw Discovered by AI

    2026

    A dynamic-memory-first collaborative AI framework for long-form story generation, chapter planning, and coherent narrative writing using multi-agent orchestration and RAG.

    multi-agent narrative rag storytelling

    GitHub

  • SS

    StoryComposerAI: Supporting Human-AI Story Co-Creation Through Decomposition and Linking Discovered by AI

    2026

    A human-AI story co-creation system designed to enhance user control and narrative consistency. It utilizes a decomposition and linking paradigm, allowing creators to break down story ideas into structured components (characters, settings, plot points) and link them visually to generate coherent digital storyboards and narratives.

    co-creation narrative story storyboard

    arXiv · Paper

  • SM

    StorySpark: Module-wise Evolutionary Search for Story Premise Generation Discovered by AI

    2026

    An evolutionary search framework for story premise generation that operates over interpretable narrative modules (background, persona, event, ending, and twist). It uses feedback-driven mutation, recombination, and Pareto-guided selection to generate highly original and coherent story premises that serve as high-quality seeds for downstream narrative generation.

    evolutionary-search llm premise-generation story-generation

    arXiv

  • AS

    All Stories Are One Story Discovered by AI

    2025

    A procedural game narrative generation framework that incorporates emotional arcs as a structural backbone for both story progression and gameplay dynamics. It automatically populates story nodes with characters, items, and gameplay-relevant attributes, adjusting difficulty according to the emotional trajectory.

    emotional-arc narrative pcg rpg

    arXiv

  • BO

    BookWorld Discovered by AI

    2025

    A comprehensive system for constructing and simulating book-based multi-agent societies to enable creative story and narrative generation.

    multi-agent narrative simulation story

    GitHub · arXiv

  • CO

    CoDi Discovered by AI

    2025

    An open-source multi-agent framework that adopts a director-actor paradigm to generate interactive stories from user inputs. It coordinates planner, character, director, and editor agents to maintain narrative goals and adaptively introduce new events.

    agent llm narrative story

    GitHub

  • DL

    Drama Llama Discovered by AI

    2025

    An LLM-powered storylets framework that supports the authoring of responsive, open-ended interactive stories by combining the structural benefits of storylet-based systems with the generative capabilities of LLMs.

    interactive-narrative llm story-generation storylets

    arXiv · Paper

  • GA

    GenQuest: An LLM-based Text Adventure Game for Language Learners Discovered by AI

    2025

    A generative text adventure game system that leverages Large Language Models to dynamically generate branching "choose-your-own-adventure" style narrative quests tailored to a player's proficiency level.

    interactive-fiction llm quest-generation text-adventure

    arXiv · Paper

  • NC

    Narrative Context Protocol Discovered by AI

    2025

    An open-source narrative standard that encodes story structures into structured Storyforms, enabling narrative portability, real-time emergent storytelling, and intent-based constraints for generative AI systems in games.

    interactive-storytelling narrative-protocol open-standard storyform

    arXiv · Paper

  • NT

    Narrative-to-Scene Generation Discovered by AI

    2025

    A lightweight pipeline that transforms short narrative prompts into a sequence of 2D tile-based game scenes, reflecting the temporal structure of stories.

    llm narrative pcg scene

    GitHub · arXiv

  • PA

    PAYADOR: A Minimalist Approach to Grounding Language Models on Structured Data for Interactive Storytelling and Role-playing Games Discovered by AI

    2025

    A neuro-symbolic approach to the world-update problem in interactive storytelling and role-playing games. It grounds large language models on structured data to predict the outcomes of player actions, enabling improvisational and coherent narrative progression.

    interactive-storytelling neuro-symbolic rpg world-update

    GitHub · arXiv

  • QU

    Questgen Discovered by AI

    2025

    A Python library for automatic non-linear quest generation that allows the creation of nested, non-linear quests with events and constraints based on a world description given as predicates.

    narrative pcg procedural-generation quest

    GitHub

  • SC

    SceneDecorator Discovered by AI

    2025

    A scene-oriented story generation framework that addresses scene planning and scene consistency to maintain concept and environmental coherence across generated narrative images.

    consistency scene-planning story-generation text-to-image

    arXiv · Paper

  • SN

    SNAP Discovered by AI

    2025

    A plan-driven framework (Story and Narrative-based Agent with Planning) that structures interactive narratives into cell-based segments with explicit plans. This approach prevents narrative drift and spatiotemporal distortions in LLM-based conversational agents responding to diverse user inputs.

    interactive-fiction llm narrative planning

    arXiv

  • ST

    STORY2GAME Discovered by AI

    2025

    An approach using Large Language Models to generate text-based interactive fiction games by generating a story, populating the world, and building the code for actions in a game engine.

    game-engine interactive-fiction llm story

    arXiv

  • AR

    Agents' Room: Narrative Generation through Multi-step Collaboration Discovered by AI

    2024

    A multi-agent narrative generation framework inspired by narrative theory that decomposes story writing into specialized subtasks handled by collaborative agents. It includes the "Tell Me A Story" dataset of complex writing prompts and human-written stories.

    agents llm narrative story-generation

    GitHub · arXiv · Paper

  • CQ

    Collaborative Quest Completion with LLM-driven NPCs Discovered by AI

    2024

    A framework enabling LLM-powered non-player characters to dynamically understand, generate, adapt, and collaboratively execute multi-step game quests alongside human players in Minecraft.

    collaborative-gameplay llm-npc minecraft quest-completion

    arXiv · Paper

  • CM

    CollabStory: Multi-LLM Collaborative Story Generation and Authorship Analysis Discovered by AI

    2024

    A framework and dataset for multi-LLM collaborative story generation, where multiple language models (such as Gemma, OLMo, Orca, Llama, and Mistral) sequentially generate segments of a creative story. It enables the study of collaborative narrative generation, authorship attribution, and credit assignment in machine-generated content.

    dataset llm multi-agent story-generation

    GitHub · arXiv

  • GG

    GENEVA: GENErating and Visualizing branching narratives using LLMs Discovered by AI

    2024

    A prototype tool that leverages GPT-4 to generate and visualize rich narrative graphs with branching and reconverging storylines for dialogue-based RPGs. It represents stories as directed acyclic graphs (DAGs) of narrative beats, allowing game designers to interactively explore and edit alternative plot paths.

    branching llm narrative rpg

    Project · arXiv · Paper

  • GA

    Guiding and Diversifying LLM-Based Story Generation via Answer Set Programming Discovered by AI

    2024

    A hybrid neuro-symbolic approach that uses Answer Set Programming (ASP) to generate diverse story outlines under logical constraints, which are then expanded into full narratives by a Large Language Model (LLM). This method ensures structural coherence and plot diversity in AI-generated stories.

    asp neuro-symbolic planning story-generation

    arXiv

  • PA

    PANGeA Discovered by AI

    2024

    A structured framework that leverages LLMs guided by high-level designer criteria to generate narrative content (settings, key items, NPCs, and dialogue) for turn-based RPGs. It features a custom memory system, a self-reflection validation system, and a Unity plug-in to ensure narrative consistency.

    narrative quest rpg unity

    Project · arXiv

  • PD

    Player-Driven Emergence in LLM-Driven Game Narrative Discovered by AI

    2024

    An exploration of how player interactions with GPT-4-powered NPCs in a text-adventure game can drive emergent narrative progression. The framework automatically converts game logs into a node-graph representation to analyze and visualize the evolution of player-driven story branches.

    emergent-narrative llm npc text-adventure

    arXiv · Paper

  • SA

    SARD: A Human-AI Collaborative Story Generation Discovered by AI

    2024

    A human-AI collaborative story generation system featuring a drag-and-drop visual storyboard interface. It allows writers to decompose narratives into chapters and scenes, visualize story structures as nodes, and interactively guide LLMs to generate coherent multi-chapter stories.

    collaborative narrative story storyboard

    arXiv · Paper

  • SS

    SEED-Story: Multimodal Long Story Generation with Large Language Model Discovered by AI

    2024

    A multimodal story generation framework that utilizes a Multimodal Large Language Model (MLLM) to generate extended narrative texts and corresponding vivid images in an interleaved manner, maintaining narrative consistency and visual coherence across long-form stories.

    mllm multimodal narrative story-generation

    GitHub · arXiv

  • ST

    StoryVerse: Towards Co-authoring Dynamic Plot with LLM-based Character Simulation via Narrative Planning Discovered by AI

    2024

    A plot creation workflow and system that bridges authorial intent and emergent behaviors from LLM-driven character simulation. It introduces "abstract acts" as a narrative planning structure, allowing writers to author high-level plot outlines that are dynamically instantiated into specific character actions based on the game world state.

    narrative quest simulation story

    arXiv · Paper

  • WI

    WHAT-IF: Exploring Branching Narratives by Meta-Prompting Large Language Models Discovered by AI

    2024

    A system that uses zero-shot meta-prompting to generate branching narratives and alternate timelines from a prewritten linear story. It allows players to explore different narrative paths by choosing between decisions generated dynamically by GPT-4.

    branching-narrative interactive-fiction llm meta-prompting

    arXiv

  • M7

    Mistral 7B

    2023

    An efficient open-weights language model frequently used for narrative, quest, and design-document drafting in game writing tools.

    llm open-weights

    GitHub · arXiv

  • DD

    DOC: Detailed Outline Control for Long Story Generation Discovered by AI

    2022

    A framework for improving long-range plot coherence in several-thousand-word stories using a detailed outliner to create hierarchically structured outlines and a detailed controller to enforce them during generation.

    coherence narrative planning storytelling

    arXiv · Paper

  • TA

    Toward Automated Quest Generation in Text-Adventure Games Discovered by AI

    2019

    A methodology for procedurally generating semantically coherent quests in text-adventure games by structuring quests as a series of actions required to progress toward a goal.

    procedural-storytelling quest-generation text-adventure

    arXiv · Paper

Proprietary / Industry Tools

  • CA

    Charisma.ai Discovered by AI

    2026

    An interactive storytelling platform that uses conversational AI to power dynamic characters and branching narrative experiences for games, VR, and training simulations.

    dialogue interactive narrative npc

    Website

  • LO

    LoreWeaver Discovered by AI

    2026

    An AI-powered narrative design platform featuring 'Architect' for extracting and structuring lore from documents into engine-ready exports, and 'Director,' an on-device AI Game Master middleware that generates constraint-validated emergent narratives and dynamic story arcs.

    middleware narrative story world-building

    Website

  • AR

    Arcweave Discovered by AI

    2024

    A collaborative, cloud-based visual narrative design platform for interactive storytelling and game writing. It features an integrated AI assistant for content generation, classification, and quality assurance, alongside native integrations for Unity, Unreal, and Godot.

    dialogue game-design narrative saas

    Website

  • RP

    RPGGO Discovered by AI

    2024

    RPGGO is an AI-powered, no-code platform for creating and playing text-based RPGs, leveraging a generative game engine to produce dynamic narratives, intelligent NPCs with memory, and real-time visuals.

    narrative-generation no-code npc rpg-maker

    Website

  • AD

    articy:draft X Discovered by AI

    2023

    A professional narrative design and database tool for writing interactive stories, managing dialogue trees, and planning quests, featuring AI Extensions that allow creators to generate barks and dialogues directly within the software.

    dialogue narrative quest tool

    Website

  • NO

    NovelAI Discovered by AI

    2021

    NovelAI is a popular commercial AI-assisted storytelling and image generation platform that provides advanced natural language processing models for creative writing, lorebook management, and interactive narrative generation.

    commercial lorebook novel-generation storytelling

    Website