datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
GLM-5.3-Flash-BF16-Teacher-Logits
GLM-5.3-Flash BF16 teacher logits
This dataset contains full-vocabulary float32 teacher logits from the immutable
zai-org/GLM-5.3-Flash-BF16 revision a6c167b62691b2bac901344b65cb651a70f53e43.
It keeps the sealed final KLD panel qualification-only and publishes the
separate non-final calibration panel under role-specific paths.
Qualification-only final windows: 25
Qualification-only final prediction positions: 51175
Vocabulary size: 154880
Teacher receipt:… See the full description on the dataset page: https://huggingface.co/datasets/brandonmusic/GLM-5.3-Flash-BF16-Teacher-Logits.brandvoice-marketing-briefs
BrandVoice Marketing Briefs
Generic AI writes like a robot. This trains it to write like a brand.
The loop is closed. The LoRA adapter
trained on this data scored +24.3% copy quality (7.0 to 8.7) with a 56% win rate against its
base, on Adaption's held-out judge. Dataset, weights, evaluation, and reproduction are all public.
A corpus of real marketing copy. 6,339 lines scraped from the live pages of 83 brands (the actual
Stripe, Liquid Death, Ramp, Duolingo copy)… See the full description on the dataset page: https://huggingface.co/datasets/manifesta/brandvoice-marketing-briefs.brand-voice-spec
Brand Voice Spec
A machine-readable format for steering an LLM toward a specific brand voice, with a complete worked example. The point is not the example brand. The point is the method: treat brand voice as data a model can load and enforce, and as a living artifact that learns from its own corrections.
Most brand voice lives in a slide deck no model can read. When an LLM writes copy, it falls back to the median of its training data: hedging, buzzwords, passive voice, the… See the full description on the dataset page: https://huggingface.co/datasets/thehonestape/brand-voice-spec.startrektng-mega-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.mega
Type
Megagraph (cross-season merged)
Episodes
177… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-mega-narrative-kg.doctorwho-s08-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s08
Type
Season database
Episodes
25
Total nodes
4,721
Total edges
16,749
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s08-narrative-kg.doctorwho-s02-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s02
Type
Season database
Episodes
39
Total nodes
4,968
Total edges
19,488
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s02-narrative-kg.startrektng-s01-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s01
Type
Season database
Episodes
26
Total nodes
7,791… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s01-narrative-kg.doctorwho-s11-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s11
Type
Season database
Episodes
26
Total nodes
4,024
Total edges
14,318
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s11-narrative-kg.turkish-brand-bias-evaluations
Turkish Brand Bias Evaluations / Türkçe Marka Yanlılığı Değerlendirmeleri
Furkan Karlı tarafından Türkçe ürün ve hizmet önerilerindeki marka görünürlüğünü
incelemek amacıyla oluşturulmuş LLM değerlendirme veri setidir.
An LLM evaluation dataset curated by Furkan Karlı to study brand visibility in
Turkish product and service recommendations.
Veri seti özeti
300 tamamlanmış ve judge edilmiş yanıt
Domainler: VPN (150) ve kozmetik (150)
Koşullar: web araması kapalı… See the full description on the dataset page: https://huggingface.co/datasets/furkankarli/turkish-brand-bias-evaluations.doctorwho-s03-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s03
Type
Season database
Episodes
45
Total nodes
5,650
Total edges
23,313
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s03-narrative-kg.startrektng-s02-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s02
Type
Season database
Episodes
22
Total nodes
6,918… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s02-narrative-kg.doctorwho-s07-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s07
Type
Season database
Episodes
25
Total nodes
3,969
Total edges
14,438
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s07-narrative-kg.brandon-tiny-instruct
Brandon-Tiny Instruct Dataset
Instruction fine-tuning dataset used to train Brandon-Tiny-10M-Instruct.
Dataset Details
Train: 70,253 examples
Validation: 6,701 examples
Format: ChatML (system/user/assistant messages)
Language: English
Composition
~57,000 curated chat instructions (general knowledge, creative writing, explanations)
~19,944 reasoning/Chain-of-Thought examples (math, logic, science)
~200 pretrain replay examples (text continuation, catastrophic… See the full description on the dataset page: https://huggingface.co/datasets/xaskasdf/brandon-tiny-instruct.startrektng-s03-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s03
Type
Season database
Episodes
26
Total nodes
7,998… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s03-narrative-kg.doctorwho-s04-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s04
Type
Season database
Episodes
43
Total nodes
6,313
Total edges
24,457
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s04-narrative-kg.doctorwho-s09-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s09
Type
Season database
Episodes
26
Total nodes
4,104
Total edges
14,259
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s09-narrative-kg.brand-manifesto
The Napkin Company — Brand Manifesto
Public brand corpus for The Napkin Company (TNC). Custom-printed paper napkins for hospitality, weddings, corporate events, and luxury programs.
This repository is the canonical source corpus for The Napkin Company's brand, mission, catalog, and voice. Public mirrors and archival records are available through GitHub, GitLab, Zenodo, Hugging Face, OSF, and Harvard Dataverse. It is published under CC0 so it can be freely indexed… See the full description on the dataset page: https://huggingface.co/datasets/TheNapkinCompany/brand-manifesto.startrektng-s07-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s07
Type
Season database
Episodes
25
Total nodes
7,305… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s07-narrative-kg.doctorwho-s06-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s06
Type
Season database
Episodes
44
Total nodes
6,743
Total edges
27,272
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s06-narrative-kg.doctorwho-s10-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s10
Type
Season database
Episodes
26
Total nodes
4,123
Total edges
14,470
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s10-narrative-kg.happyvalley2-mega-narrative-kg
Happy Valley - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Happy Valley screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
happyvalley2.mega
Type
Megagraph (cross-season merged)
Episodes
12
Seasons merged
1, 2
Total nodes
5,627… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/happyvalley2-mega-narrative-kg.startrektng-s05-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s05
Type
Season database
Episodes
26
Total nodes
7,597… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s05-narrative-kg.startrektng-s04-narrative-kg
Star Trek: The Next Generation - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Star Trek: The Next Generation screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
startrektng.s04
Type
Season database
Episodes
26
Total nodes
7,840… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/startrektng-s04-narrative-kg.doctorwho-s12-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s12
Type
Season database
Episodes
20
Total nodes
3,160
Total edges
11,042
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s12-narrative-kg.dracula-s01-narrative-kg
Dracula - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Dracula screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
dracula.s01
Type
Season database
Episodes
3
Total nodes
1,804
Total edges
5,769
Schema version
1.1.0
Exported… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/dracula-s01-narrative-kg.genesis-of-the-daleks-narrative-kg
[DEPRECATED] Doctor Who - Genesis of the Daleks Narrative Knowledge Graph
This dataset has been superseded. The complete Classic Doctor Who collection (all 26 seasons plus a unified megagraph) is now available:
Individual seasons: doctorwho-s01-narrative-kg through doctorwho-s26-narrative-kg
Unified megagraph (703 episodes, 337,795 relationships): doctorwho-mega-narrative-kg
Genesis of the Daleks (Season 12) specifically: doctorwho-s12-narrative-kg
The new datasets use Schema… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/genesis-of-the-daleks-narrative-kg.doctorwho-s25-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s25
Type
Season database
Episodes
14
Total nodes
2,794
Total edges
8,984
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s25-narrative-kg.doctorwho-s26-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s26
Type
Season database
Episodes
14
Total nodes
2,830
Total edges
9,194
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s26-narrative-kg.doctorwho-s13-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s13
Type
Season database
Episodes
26
Total nodes
4,046
Total edges
13,494
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s13-narrative-kg.doctorwho-s21-narrative-kg
Doctor Who - Narrative Knowledge Graph
A rich narrative knowledge graph extracted from Doctor Who screenplays using the
Fabula pipeline. Contains characters,
locations, objects, organizations, events, themes, and conflict arcs with full
participation semantics and Graph Gravity importance tiers.
Dataset Overview
Metric
Value
Source database
doctorwho.s21
Type
Season database
Episodes
26
Total nodes
4,702
Total edges
16,427
Schema version
1.2.0… See the full description on the dataset page: https://huggingface.co/datasets/brandburner/doctorwho-s21-narrative-kg.