Update dataset card: no logo, simple markdown, verified titles

README.md

@@ -12,39 +12,16 @@ tags:
 - project-gutenberg
 size_categories:
 - 1K<n<10K
-pretty_name: H.G. Wells Complete Works
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-dataset_info:
-  features:
-  - name: filename
-    dtype: string
-  - name: title
-    dtype: string
-  - name: text
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 4144132
-    num_examples: 12
-  download_size: 2524440
-  dataset_size: 4144132
+pretty_name: H.G. Wells Corpus
 ---
 
-# H.G. Wells Complete Works Corpus
-
-<div style="text-align: center;">
-  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/1654865912089-62a33fd71424f432574c348b.png" alt="ContextLab" width="100"/>
-</div>
+# ContextLab H.G. Wells Corpus
 
 ## Dataset Description
 
-This dataset contains the complete works of **H.G. Wells** (1866-1946), preprocessed for computational stylometry research. The texts were sourced from [Project Gutenberg](https://www.gutenberg.org/) and cleaned for use in the paper ["A Stylometric Application of Large Language Models"](https://github.com/ContextLab/llm-stylometry) (Stropkay et al., 2025).
+This dataset contains works of **H.G. Wells** (1866-1946), preprocessed for computational stylometry research. The texts were sourced from [Project Gutenberg](https://www.gutenberg.org/) and cleaned for use in the paper ["A Stylometric Application of Large Language Models"](https://github.com/ContextLab/llm-stylometry) (Stropkay et al., 2025).
 
-The corpus includes **12 books** by H.G. Wells, including The Time Machine, The War of the Worlds, The Invisible Man. All text has been converted to **lowercase** and cleaned of Project Gutenberg headers, footers, and chapter headings to focus on the author's prose style.
+The corpus includes **12 books** by H.G. Wells, including The Time Machine, The War of the Worlds, and The Invisible Man. All text has been converted to **lowercase** and cleaned of Project Gutenberg headers, footers, and chapter headings to focus on the author's prose style.
 
 ### Quick Stats
 
@@ -287,8 +264,3 @@ Explore datasets for all 8 authors in the study:
 - [Ruth Plumly Thompson](https://huggingface.co/datasets/contextlab/thompson-corpus)
 - [Mark Twain](https://huggingface.co/datasets/contextlab/twain-corpus)
 - [H.G. Wells](https://huggingface.co/datasets/contextlab/wells-corpus)
-
-### Trained Models
-
-Author-specific GPT-2 models trained on these corpora will be available after training completes:
-- https://huggingface.co/contextlab (browse all models)