datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
GenPoster100K
Dataset Card for GenPoster100K
Dataset Summary
GenPoster-100K is a large-scale dataset for content-aware graphic layout generation introduced in the SEGA paper.
The paper describes it as a high-quality poster dataset with layer-parseable source materials and rich metadata.
This repository provides a Hugging Face datasets loader implementation that reads the source release (BruceW91/GenPoster-100K) and exposes normalized examples with:
poster background image… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/GenPoster100K.creative-writing-sft-50k
Creative Writing SFT (50K)
50,000 ShareGPT-format creative writing conversations across 12 literary forms and 25 themes. Written to demonstrate craft — not just competent completion, but genuine literary quality: specific detail, earned emotion, controlled voice, purposeful structure.
Motivation
Most LLM creative writing training data optimizes for fluency and completion rather than craft. Models learn to produce writing that reads smoothly but relies on clichés… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/creative-writing-sft-50k.CommonCrawl-CreativeCommons
The Common Crawl Creative Commons Corpus (C5)
Raw CommonCrawl crawls, annotated with Creative Commons license information
C5 is an effort to collect Creative Commons-licensed web data in one place.
The licensing information is extracted from the web pages based on whether they link to Creative Commons licenses either overtly in a tags (like in the footer of Wikipedia) or in metadata fields indicating deliberate Creative Commons publication. However, false positives may occur! See… See the full description on the dataset page: https://huggingface.co/datasets/BramVanroy/CommonCrawl-CreativeCommons.Creative_Writing-ShareGPTOriginal Dataset Sources: https://huggingface.co/datasets/Gryphe/ChatGPT-4o-Writing-Prompts, https://huggingface.co/datasets/anthracite-org/nopm_claude_writing_fixed.
(Thank the original dataset creators for their work.) (Nopm) Claude / (Grphye) ChatGPT-4o Syntheticly generated creative writing set's combined.
Update: Used most up to date version of gryphes, chatGPT-4o set, Rejections/Slop Filtered, Min-hash Deduplication using -… See the full description on the dataset page: https://huggingface.co/datasets/ChaoticNeutrals/Creative_Writing-ShareGPT.RL-Claude-Creative-Writing-SFT
RL-Claude-Creative-Writing-SFT
Alpaca-format dataset. Columns: instruction, input, output
from datasets import load_dataset
ds = load_dataset("SLoonker/RL-Claude-Creative-Writing-SFT", split="train")
wildchat_creative_writing_annotated_10kCreative-Writing-High-Quality-1300x
Creative Writing - Part One (Shadow & Skeleton)
This dataset is designed to train Large Language Models (LLMs) in grounded creative writing by enforcing a "Think-Before-You-Write" methodology.
Methodology: Shadow & Skeleton
Most creative writing datasets train models to produce "vibes" or "cinematic descriptions" that often lack physical coherence or psychological depth. This dataset takes a different approach:
Shadow Prompts: We generated 1,000+ isomorphic… See the full description on the dataset page: https://huggingface.co/datasets/Crownelius/Creative-Writing-High-Quality-1300x.Creative_Writing_MultiturnUPDATE 2026: Stronger filtering using a very sophisticated filtering script and new data including a very small subset of https://huggingface.co/datasets/lemon07r/VellumK2T-Fiction-SFT-01 reasoning for thinking with a custom system prompt attached. This is suitable for both instruct non-thinking and thinking models, as I have added a system prompt for these few samples that use the tags <!think!> and </!think!> (without exclamation marks of course).
This is a dataset merge of many, many high… See the full description on the dataset page: https://huggingface.co/datasets/Dampfinchen/Creative_Writing_Multiturn.PKU-PosterLayout
Dataset Card for PKU-PosterLayout
Dataset Summary
PKU-PosterLayout is a content-aware visual-textual poster layout benchmark released with PosterLayout: A New Benchmark and Approach for Content-aware Visual-Textual Presentation Layout. The paper defines the task as arranging predefined text, logo, and underlay elements on a non-empty poster canvas while considering both inter-element and inter-layer relationships. The original benchmark contains 9,974… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/PKU-PosterLayout.smoltalk-creative-writingPubLayNet
Dataset Card for PubLayNet
Dataset Summary
PubLayNet is a large document layout analysis dataset built by automatically matching XML representations and PDF content from more than one million PubMed Central Open Access articles. It contains more than 360,000 document images with COCO-style annotations for common layout elements such as text, title, list, table, and figure regions.
Supported Tasks and Leaderboards
The dataset supports document… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/PubLayNet.Creative-Writing-Gemini3Pro-2700x
Pulitzer Diamond Prose GEMINI Seeds
This dataset contains 2745 high-quality creative writing seeds generated using Gemini 1.5 Pro.
Each entry represents a story opening designed to meet high literary standards, including internal thinking traces used during generation.
How it was made
The data was generated using a custom multi-platform generation engine. Models were prompted with a specialized "Diamond Quality" seed template that enforces strict literary… See the full description on the dataset page: https://huggingface.co/datasets/Crownelius/Creative-Writing-Gemini3Pro-2700x.CreativePSD
Dataset Card for CreativePSD
Dataset Summary
CreativePSD is the PSD-derived graphic design dataset released with PSDesigner. Each example is a poster archive containing PSD tree text, structured layer metadata, tool-call trajectories, source image resources, and stepwise rendered images.
This loader keeps the contents of each poster_*.zip archive: all metadata text/JSON files, all raw_resource images, all rendering_imgs images, and a manifest of every member in… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/CreativePSD.Rico
Dataset Card for Rico
Dataset Summary
Rico is a mobile app UI dataset for building data-driven design applications. The original dataset mines Android apps at runtime and exposes visual, textual, structural, and interactive design properties from more than 9.3k apps across 27 categories and more than 66k unique UI screens. This packaging provides metadata, screenshots, view hierarchies, and semantic annotations as separate configs.
Supported Tasks… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/Rico.CommonCrawl-CreativeCommons-fine
Common Crawl Creative Commons Corpus Fine (C5f)
A filtered version of the Common Crawl Creative Commons Corpus (C5), only retaining samples that are also present in the FineWeb or FineWeb-2 datasets. As such, this dataset contains a high-quality subset of C5.
Created with this script.
For more information, see C5.
Progress
In the v1 release, the following crawls are included
CC-MAIN-2019-30
CC-MAIN-2020-05CC-MAIN-2023-06
CC-MAIN-2024-51
CC-MAIN-2024-46
CC-MAIN-2025-05… See the full description on the dataset page: https://huggingface.co/datasets/BramVanroy/CommonCrawl-CreativeCommons-fine.Japanese-Creative-Writing-39.6k
Japanese-Creative-Writing-39.6k
概要
deepseek-ai/DeepSeek-V3-0324を用いて作成した、約39600件の日本語の小説執筆タスクデータセットです。
全てのデータは2ターンのデータとなっています。また、データセット中の一部データはNSFW表現を含みます。
データの詳細
各データは以下のキーを含みます。
messages: OpenAI messages形式の対話データ
instruction_1: 1ターン目の指示プロンプト
output_1: 1ターン目のアシスタント応答
instruction_2: 2ターン目の指示プロンプト
output_2: 2ターン目のアシスタント応答
1ターン目の指示プロンプトはdeepseek-ai/DeepSeek-V3-0324で合成されています。system promptや2ターン目の指示プロンプトは事前に用意した複数種類からランダムに選択されたものが設定されています。
ライセンス… See the full description on the dataset page: https://huggingface.co/datasets/Aratako/Japanese-Creative-Writing-39.6k.Creative-Writing-Sonnet4.6-800x
Pulitzer Diamond Prose CLAUDE Seeds
This dataset contains 833 high-quality creative writing seeds generated using Claude 4.6 Sonnet.
Each entry represents a story opening designed to meet high literary standards.
How it was made
The data was generated using a custom multi-platform generation engine. Models were prompted with a specialized "Diamond Quality" seed template that enforces strict literary requirements: extreme show-don't-tell, double-labor sentence… See the full description on the dataset page: https://huggingface.co/datasets/Crownelius/Creative-Writing-Sonnet4.6-800x.RL-Claude-Creative-Writing-DPO
RL-Claude-Creative-Writing-DPO
Alpaca-format dataset. Columns: instruction, input, output, rejected
from datasets import load_dataset
ds = load_dataset("SLoonker/RL-Claude-Creative-Writing-DPO", split="train")
Creative-Writing-Sonnet4.6-Cleaned
Creative-Writing-Sonnet4.6-Cleaned
Cleaned creative writing SFT dataset from Sonnet 4.6 (833 samples). Prompts cleaned, thinking traces preserved.
Format
Each line is a JSON object with:
messages: list of message dicts with roles (system, user, assistant)
System: writing quality instructions
User: cleaned creative writing prompt
Assistant: creative writing response (may include <think> traces)
Stats
Metric
Value
Total prompt tokens… See the full description on the dataset page: https://huggingface.co/datasets/Crownelius/Creative-Writing-Sonnet4.6-Cleaned.Creative-Professionals-Agentic-Tasks-1M
Creative Professionals Agentic Tasks (1M)
Abstract
A massive-scale, high-fidelity synthetic task dataset comprising 1,070,917 agentic command operations across 36 creative, technical, and engineering software environments. This dataset is engineered exclusively to stress-test, evaluate, and fine-tune multimodal AI agents designed for Agent Environment operation, complex software interaction, and multi-step reasoning within deep software infrastructures.… See the full description on the dataset page: https://huggingface.co/datasets/yatin-superintelligence/Creative-Professionals-Agentic-Tasks-1M.CreativeEval
CreativeEval
Paper-grouped multidimensional research-ideation evaluation data from CreativeEval.
Contents
The release contains 1,026 complete paper rows. Each row contains a human-written research-paper introduction, the raw reviewer score arrays for provenance, and four mean prediction targets: contribution_mean, soundness_mean, presentation_mean, and overall_score_mean.
All four targets are derived from the human reviewer scores released with the paper. The raw… See the full description on the dataset page: https://huggingface.co/datasets/Samsoup/CreativeEval.PrismLayersPro
PrismLayers: Open Data for High-Quality Multi-Layer Transparent Image Generative Models
We introduce PrismLayersPro, a 20K high-quality multi-layer transparent image dataset with rewritten style captions and human filtering.
PrismLayersPro is curated from our 200K dataset, PrismLayers, generated via MultiLayerFLUX.
Dataset Structure
📑 Dataset Splits (by Style)
The PrismLayersPro dataset is divided into 21 splits based on visual style categories.Each… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/PrismLayersPro.dolly_creative_writing
Dataset Card for "dolly_creative_writing"
More Information needed
Creative-Writing-Part-Two
Creative Writing - Part Two (The Nuclear Dataset)
This dataset represents the "Nuclear" layer of our creative writing training pipeline. While Part One focused on physical and psychological grounding (Shadow & Skeleton), Part Two focuses on dense literary resonance, subtext, and stylistic sophistication.
Methodology: The Nuclear Pipeline
This dataset was built using a multi-phase "Controlled Criticality" approach to ensure maximum signal density without the… See the full description on the dataset page: https://huggingface.co/datasets/Crownelius/Creative-Writing-Part-Two.CGL-Dataset
Dataset Card for CGL-Dataset
Dataset Summary
CGL-Dataset is a poster layout dataset released with Composition-aware Graphic Layout GAN for Visual-Textual Presentation Designs. The paper studies layout generation for a given image, emphasizing that both global semantics and spatial image composition affect where graphic elements should be placed. The original dataset contains 60,548 advertising posters with annotated layout information.
Supported… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/CGL-Dataset.CGL-Dataset-v2
Dataset Card for CGL-Dataset v2
Dataset Summary
CGL-Dataset v2 is an advertising-poster layout dataset released with Relation-Aware Diffusion Model for Controllable Poster Layout Generation. The paper argues that poster layouts should account for both visual-textual relationships and geometry relationships between elements. This version extends CGL-Dataset with richer element annotations, text annotations, and text features for controllable poster layout… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/CGL-Dataset-v2.CommonCrawl-CreativeCommons-strict
Common Crawl Creative Commons Corpus Strict (C5s)
A filtered version of the Common Crawl Creative Commons Corpus (C5), only retaining samples that:
are also present in the FineWeb or FineWeb-2 datasets;
have no license disagreement (all found licenses have the same type; version number might differ);
are not "non-commercial" ("nc" in license);
are not "cc-unknown";
do not have "wiki" in their name (the idea is that you should include Wikipedia and other Wikidata from other… See the full description on the dataset page: https://huggingface.co/datasets/BramVanroy/CommonCrawl-CreativeCommons-strict.Creative-Professionals-Agentic-Tasks-1M
Creative Professionals Agentic Tasks (1M)
Abstract
A massive-scale, high-fidelity synthetic task dataset comprising 1,070,917 agentic command operations across 36 creative, technical, and engineering software environments. This dataset is engineered exclusively to stress-test, evaluate, and fine-tune multimodal AI agents designed for Agent Environment operation, complex software interaction, and multi-step reasoning within deep software infrastructures.… See the full description on the dataset page: https://huggingface.co/datasets/rAVEUK/Creative-Professionals-Agentic-Tasks-1M.Magazine
Dataset Card for Magazine
Dataset Summary
Magazine is a magazine layout dataset released with Content-aware Generative Modeling of Graphic Design Layouts. The paper studies graphic layout generation conditioned on visual and textual content and introduces a large-scale magazine layout dataset with fine-grained layout annotations and keyword labels.
Supported Tasks and Leaderboards
The dataset supports content-aware layout generation, graphic… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/Magazine.wildbench-creative-writing