Datasets:
chapter_id stringlengths 16 16 | family stringclasses 6
values | template_families listlengths 1 4 | target_topic_id int32 1 199 | ablation stringclasses 1
value | template_ids listlengths 1 5 | style_topic_ids listlengths 3 3 | model stringclasses 2
values | prompt_kind stringclasses 2
values | temperature float32 0.4 0.4 | seed int32 20.3M 20.3M | prompt_chars int32 5.28k 9.79k | response_chars int32 0 18.9k | response_text stringlengths 0 18.9k | response_reasoning stringlengths 144 33.3k | hx_exchange_id stringlengths 36 36 | latency_ms int32 6.14k 52.3k | prompt_tokens int32 1.29k 2.46k | completion_tokens int32 1.52k 8.19k | reasoning_tokens int32 438 8.19k | cost_usd float32 0.01 0.03 | created_at timestamp[us, tz=UTC]date 2026-06-07 22:59:38 2026-06-08 21:13:02 | audit_run_id stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8fc927a681ee1c82 | 03_directive_governance | [
"03_directive_governance",
"07_long_tail"
] | 71 | full | [
"iso27001_annexa_subclass",
"attestation_with_supporting_evidence",
"iso27001_clause_subclass",
"verification_produces_evidence",
"requirement_equiv_specifies_target"
] | [
71,
146,
2
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,608 | 8,201 | 14,862 | # Governance Frameworks: ISO/IEC 27001 Compliance and Evidence Verification
## Scope and Preamble
This chapter delineates the formal ontological structures underpinning information security management systems (ISMS), specifically focusing on the integration of ISO/IEC 27001 controls, clause requirements, and the evid... | 1. **Analyze the Request:**
* **Goal:** Write one chapter of a technical textbook.
* **Topic:** A small number of related concepts based on provided OWL ontology axioms.
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks). Dense, evidence-anc... | 435ed0cf-606e-4d53-bd92-7c3be6aece71 | 11,590 | 2,146 | 6,844 | 3,786 | 0.02365 | 2026-06-08T02:20:20.583000 | 232ea5460ce6e0bf |
b2ba7aa53fe4d237 | 07_long_tail | [
"03_directive_governance",
"07_long_tail"
] | 199 | full | [
"schemaorg_creativework_date",
"requirement_equiv_specifies_target",
"schemaorg_event_starttime",
"schemaorg_event_endtime"
] | [
199,
155,
7
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,609 | 7,540 | 11,835 | # Chapter 4: Governance of Artifacts and Directives in Compliance Frameworks
## 4.1 Scope and Preamble
This chapter delineates the structural relationships governing the creation, publication, and temporal execution of compliance artifacts within a regulated environment. It establishes the formal ontology required to... | 1. **Analyze the Request:**
* **Goal:** Write a single chapter of a technical textbook.
* **Topic:** Teach a small number of related concepts precisely (based on provided OWL ontology axioms).
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance framework... | 6b2c13f2-8993-4d33-a1d8-83e7f8917f30 | 10,014 | 2,010 | 6,228 | 3,563 | 0.02165 | 2026-06-08T02:20:45.282000 | 232ea5460ce6e0bf |
c8c05acfc5668f7d | 03_directive_governance | [
"03_directive_governance"
] | 75 | full | [
"policy_equiv_jurisdiction_and_scope",
"attestation_signed_by",
"policy_min_one_enforcer",
"requirement_equiv_specifies_target",
"attestation_min_one_signer"
] | [
75,
64,
128
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,610 | 7,768 | 11,135 | # Chapter 4: Governance Structures in Sustainable Infrastructure Compliance
This chapter delineates the formal governance structures necessary for the enforcement of sustainable infrastructure standards, specifically within the context of municipal and regulatory frameworks. It provides a rigorous examination of direc... | 1. **Analyze the Request:**
* **Goal:** Write a technical textbook chapter.
* **Topic:** A small number of related concepts based on OWL ontology axioms provided.
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks). Dense, evidence-anchored, ... | 07217d94-2370-443f-b638-4d6c57f497d1 | 7,572 | 2,073 | 4,625 | 2,162 | 0.017383 | 2026-06-08T02:21:07.352000 | 232ea5460ce6e0bf |
22e4ad24193ca971 | 07_long_tail | [
"03_directive_governance",
"07_long_tail"
] | 13 | full | [
"control_only_addresses_threat_class",
"hipaa_safeguard_physical",
"hipaa_safeguard_admin",
"hipaa_safeguard_technical"
] | [
13,
176,
47
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,611 | 7,456 | 11,378 | # Chapter 7: Governance Frameworks for Risk Addressal and Safeguard Implementation
## 7.1 Scope and Applicability
This chapter establishes the mandatory directives for the classification, implementation, and auditing of risk control measures within the enterprise information security environment. The content herein d... | 1. **Analyze the Request:**
* **Goal:** Write one chapter of a technical textbook.
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks). Dense, evidence-anchored prose. Match the register of the provided style references (SFPE dues notice, RPU Boar... | ba15f353-65eb-4cb4-9fb1-7916ed729e16 | 10,623 | 2,024 | 6,549 | 3,943 | 0.022276 | 2026-06-08T02:21:32.550000 | 232ea5460ce6e0bf |
6b9de69f513dc49b | 04_ebpf_kernel | [
"04_ebpf_kernel"
] | 64 | full | [
"ebpfprogram_verified_safe"
] | [
64,
76,
46
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,612 | 5,449 | 11,539 | # Chapter 7: Governance of Kernel Space Artifacts and Verification Protocols
## 7.1 Scope and Preamble
This chapter delineates the formal governance framework governing the lifecycle management of extended Berkeley Packet Filter (eBPF) programs within controlled computing environments. It establishes the ontological ... | 1. **Analyze the Request:**
* **Goal:** Write one chapter of a technical textbook (1500-3000 words).
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks, regulatory guides). Dense, evidence-anchored prose. High-quality PDF style.
* **Style Ref... | ce150cdb-fb2f-4020-b97c-e42eda50703c | 10,645 | 1,401 | 5,200 | 2,846 | 0.017164 | 2026-06-08T02:21:57.628000 | 232ea5460ce6e0bf |
ca37329051fef908 | 04_ebpf_kernel | [
"04_ebpf_kernel"
] | 46 | full | [
"syscall_audited_by"
] | [
46,
188,
54
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,613 | 5,411 | 9,820 | # Chapter 4: Ontological Mapping of eBPF Audit Provenance
## 4.1 Scope and Preamble
This chapter delineates the formal ontological structures governing kernel-level syscall auditing within extended Berkeley Packet Filter (eBPF) environments. It establishes the requisite definitions for designative information content... | 1. **Analyze the Request:**
* **Goal:** Write a single chapter of a technical textbook.
* **Topic:** A small number of related concepts based on provided OWL ontology axioms.
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks, regulatory guid... | 311f9c21-1d19-4410-8c7a-55daf7783d8c | 9,733 | 1,399 | 5,264 | 3,109 | 0.017336 | 2026-06-08T02:22:21.928000 | 232ea5460ce6e0bf |
851314313059b185 | 04_ebpf_kernel | [
"04_ebpf_kernel"
] | 149 | full | [
"kernelhook_max_one_program_attached",
"ebpfprogram_attaches_kernelhook_xref",
"ebpfprogram_subclass",
"ebpfprogram_only_attached_to_kprobe"
] | [
149,
38,
132
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,614 | 7,101 | 10,227 | # Chapter 4: Kernel Hook and Program Attachment Constraints
This chapter establishes the formal governance framework for managing eBPF kernel artifacts, specifically focusing on the axiomatic constraints governing the attachment of programs to kernel hooks. The scope encompasses the definition of artifact capacity, th... | 1. **Analyze the Request:**
* **Goal:** Write a single chapter of a technical textbook.
* **Topic:** A small number of related concepts based on provided OWL ontology axioms.
* **Style:** Professional technical documentation (audit reports, compliance handbooks, governance frameworks). Dense, eviden... | 78c9af80-6d60-4f5a-b631-eddf6dac175a | 9,437 | 1,848 | 5,080 | 2,779 | 0.01784 | 2026-06-08T02:22:45.737000 | 232ea5460ce6e0bf |
4df17e1aae60b3f7 | 03_directive_governance | [
"03_directive_governance"
] | 191 | full | ["attestation_with_supporting_evidence","control_with_evidence_requirement","requirement_equiv_speci(...TRUNCATED) | [
191,
70,
126
] | cerebras/zai-glm-4.7 | glm | 0.4 | 20,260,615 | 7,956 | 13,213 | "# Chapter 4: Governance Directives and Evidence Management Frameworks\n\n## 4.1 Scope and Preamble\(...TRUNCATED) | "1. **Analyze the Request:**\n * **Goal:** Write a single chapter of a technical textbook.\n (...TRUNCATED) | c324cb25-cf2b-4a13-b6f7-ed2af32c7eaa | 9,673 | 2,037 | 5,406 | 2,521 | 0.019162 | 2026-06-08T02:23:09.946000 | 232ea5460ce6e0bf |
c858560fb308db74 | 03_directive_governance | [
"03_directive_governance",
"07_long_tail"
] | 5 | full | ["attestation_signed_by","gdpr_article_subclass","attestation_with_supporting_evidence","gdpr_data_s(...TRUNCATED) | [
5,
151,
157
] | xai/grok-4.3 | grok | 0.4 | 20,260,616 | 9,421 | 7,895 | "# Chapter 4: Directive Governance and Attestation Structures in GDPR Compliance\n\nThis chapter def(...TRUNCATED) | "The task is to write a chapter of a technical reference book that teaches ontological concepts thro(...TRUNCATED) | 07184f51-7c4a-4502-84bd-1e08d85be709 | 15,861 | 2,306 | 2,402 | 506 | 0.008753 | 2026-06-08T02:23:40.402000 | 232ea5460ce6e0bf |
aadf6114f915f648 | 07_long_tail | [
"03_directive_governance",
"07_long_tail"
] | 35 | full | ["hipaa_safeguard_physical","control_only_addresses_threat_class","hipaa_safeguard_technical","hipaa(...TRUNCATED) | [
35,
68,
127
] | xai/grok-4.3 | grok | 0.4 | 20,260,617 | 9,654 | 6,245 | "# Chapter 4: DirectiveICE Subclasses for HIPAA and PCI DSS Controls\n\nThis chapter defines five te(...TRUNCATED) | "The task is to write a chapter of a technical reference book that teaches ontological concepts thro(...TRUNCATED) | 2e6e53b2-26a8-4ebd-b8da-5fa143f25000 | 15,497 | 2,336 | 2,484 | 1,044 | 0.008861 | 2026-06-08T02:24:10.309000 | 232ea5460ce6e0bf |
End of preview. Expand in Data Studio
SDG Ontology-Grounded Synthetic Corpus — v0.3 (first cut)
A verifiable, attribution-clean synthetic textbook corpus for relational data-governance metadata, grounded in a BFO 2020 / CCO ontology. Unlike web-retrieval synthetic corpora, every chapter is generated from deterministic ontology axioms (not scraped text), populates a deterministic relational schema, and ships with the generator's reasoning trace.
Part of the Aegir project; the source artifacts live in zndx/sdg-corpora.
Contents
| config / path | rows | description |
|---|---|---|
chapters |
2,235 | textbook chapters — markdown prose + the model's reasoning trace, grounded in cited ontology axioms |
columns |
16,516 | a blind relational column-classification benchmark — columns carry values only (anonymized ids); classify each into the vocabulary |
vocabulary |
548 | the SKOS column-type label space (BFO/CCO-anchored: 7 upper concepts + 540 template leaves) |
ontology/ |
540 templates | the source ontology (7 families) + sdg-vocab.ttl |
Headline numbers: 9,230 relational tables · 16,516 columns · 79,746 cells · 5.79M reasoning tokens, produced for $34.
Why this is different (scale + quality vs the prior release)
| axis | v0.1 (sdg-bertopic-correspondence) |
v0.3 (this) |
|---|---|---|
| units | 1,405 compositions | 2,235 chapters |
| relational tables | 0 | 9,230 |
| columns / cells | 0 / 0 | 16,516 / 79,746 |
| reasoning tokens | 0 | 5.79M |
| controlled vocabulary | none | 548-concept SKOS |
| verifiability | one proxy (R≈0.52) | DDL-valid + 98% structural + flat collapse-trend |
Quality assurance
- No collapse. A deterministic collapse-trend monitor (corpus distinct-n, gzip ratio, TF-IDF inter-chapter nearest-neighbour cosine, structure) binned by generation order is flat across the entire run — the size-controlled mode-collapse signal (intra-bin NN-cosine) holds at 0.5 end-to-end. 0 near-duplicates, 2 exact duplicates, 98% valid structured-table emission.
- Verifiable. Every column is slot-typed from the ontology; the relational schema validates under Trino ∩ Spark. Claims trace to cited Manchester-syntax axioms.
The column-classification benchmark (columns)
A blind task: each column carries sampled values plus opaque table_id/column_id — no
table names, template ids, or labels. The label space is the vocabulary config (548 SKOS
codes). The per-column ground-truth (column → SKOS code) is held out as the benchmark answer
key. Predict a code per column from its values; request scoring against the held-out key.
Reasoning traces (for RL / distillation)
Every chapter in chapters includes response_reasoning — the generator's chain-of-thought
(GLM-4.7 / Grok-4.3). 5.79M reasoning tokens total, paired with verifiable, ontology-grounded
outputs.
Methodology
Ontology retrieval (verbalized Manchester axioms — the WHAT) + FinePDFs style anchors (the HOW) → weighted GLM-4.7 / Grok-4.3 mix → markdown chapter + populated DDL tables + a verifiable JSON schema → multi-scorer verification. Architecturally a descendant of textbook_quality (Vik Paruchuri), with web retrieval replaced by deterministic ontology retrieval so every claim is verifier-checkable.
License
Apache-2.0. The corpus is synthetic and attribution-clean (no scraped source text).
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