+0.45 LLM Architecture Gallery (sebastianraschka.com S:+0.44 )
250 points by tzury 10 hours ago | 19 comments on HN | Strong positive Contested Low agreement (3 models) Editorial · v3.7 · 2026-03-15 23:08:23 0
Summary Knowledge Access & Scientific Participation Advocates
This LLM architecture gallery advocates for open access to technical knowledge through freely available, well-organized documentation of cutting-edge machine learning models. The content directly engages with Articles 19, 26, and 27 (freedom of information, education, and scientific advancement) through an open-access model, proper attribution practices, and community contribution mechanisms. Structural design includes accessibility features supporting inclusive access.
Article Heatmap
Preamble: +0.31 — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.63 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.76 — Education 26 Article 27: +0.73 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
+0.45
S
+0.44
Weighted Mean +0.62 Unweighted Mean +0.61
Max +0.76 Article 26 Min +0.31 Preamble
Signal 4 No Data 27
Volatility 0.18 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.06 Editorial-dominant
FW Ratio 65% 17 facts · 9 inferences
Agreement Low 3 models · spread ±0.310
Evidence 11% coverage
2H 2M 1L 27 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.31 (1 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.63 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.74 (2 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
+0.55
Article 19 Freedom of Expression
High A: freedom to seek and impart information F: scientific knowledge as publicly shareable P: open access without registration or paywalls
Editorial
+0.55
SETL
+0.17

Page explicitly presents LLM architecture documentation as curated, freely shared technical knowledge. Content structure encourages readers to explore original articles, tech reports, and configuration files—supporting freedom to seek and impart information about scientific and technical subjects.

+0.50
Article 27 Cultural Participation
High A: sharing in scientific advancement F: open science and technical documentation P: free access, attribution-based sharing
Editorial
+0.50
SETL
+0.16

Page directly engages with participation in scientific and technical advancement by curating and sharing detailed documentation of cutting-edge LLM architectures. Gallery supports right to share in scientific progress through organized, freely available technical knowledge.

+0.40
Article 26 Education
Medium A: knowledge access as public good F: technical literacy as developmental right P: free access, accessibility features
Editorial
+0.40
SETL
-0.29

Gallery frames advanced machine learning architecture knowledge as accessible technical resource, implicitly supporting right to education through open knowledge dissemination. Content assumes education should extend to technical and scientific domains.

+0.35
Preamble Preamble
Medium A: knowledge dissemination F: scientific advancement as common heritage
Editorial
+0.35
SETL
+0.19

Content implicitly frames LLM architecture documentation as part of humanity's collective scientific knowledge. Gallery curates and organizes complex technical information for broader accessibility, supporting the Preamble's emphasis on shared human progress.

ND
Article 1 Freedom, Equality, Brotherhood

Technical documentation about LLM architectures does not directly engage with equal rights and human dignity principles.

ND
Article 2 Non-Discrimination
Low P: accessibility features

Content itself does not address discrimination.

ND
Article 3 Life, Liberty, Security

Right to life, liberty, personal security not addressed in technical gallery.

ND
Article 4 No Slavery

Slavery and servitude not engaged with in this technical context.

ND
Article 5 No Torture

Torture and cruel treatment not relevant to technical documentation.

ND
Article 6 Legal Personhood

Right to recognition as person not engaged.

ND
Article 7 Equality Before Law

Equal protection before law not engaged in technical context.

ND
Article 8 Right to Remedy

Right to effective remedy not addressed.

ND
Article 9 No Arbitrary Detention

Arbitrary arrest and detention not engaged.

ND
Article 10 Fair Hearing

Right to fair trial not engaged.

ND
Article 11 Presumption of Innocence

Penal liability and retroactivity not engaged.

ND
Article 12 Privacy

Privacy and family life not addressed in technical documentation.

ND
Article 13 Freedom of Movement

Freedom of movement not engaged.

ND
Article 14 Asylum

Right to asylum not engaged.

ND
Article 15 Nationality

Nationality not engaged.

ND
Article 16 Marriage & Family

Marriage and family not engaged.

ND
Article 17 Property

Property rights not engaged.

ND
Article 18 Freedom of Thought

Freedom of thought and conscience not engaged.

ND
Article 20 Assembly & Association

Freedom of assembly and association not engaged.

ND
Article 21 Political Participation

Political participation not engaged.

ND
Article 22 Social Security

Social security and welfare not addressed.

ND
Article 23 Work & Equal Pay

Work and labor rights not engaged.

ND
Article 24 Rest & Leisure

Rest and leisure not engaged.

ND
Article 25 Standard of Living

Health and welfare not addressed.

ND
Article 28 Social & International Order

Social and international order for rights not engaged.

ND
Article 29 Duties to Community

Community duties and limitations not engaged.

ND
Article 30 No Destruction of Rights

Prevention of destruction of rights not engaged.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy
No privacy policy or data collection mechanism observable on this technical documentation page.
Terms of Service
No ToS visible; not applicable to technical resource gallery.
Identity & Mission
Mission +0.10
Article 19 Article 27
Domain presents itself as educational/research resource on machine learning. Implicit mission supports knowledge sharing and scientific inquiry, both aligned with UDHR freedom of thought/expression and participation in cultural/scientific life.
Editorial Code
No explicit editorial standards or code of conduct observable.
Ownership
Single-author (Sebastian Raschka, PhD) technical resource. No organizational claims or conflicts evident.
Access & Distribution
Access Model +0.15
Article 26 Article 27
Page appears freely accessible without paywall or registration barrier. Open access to educational/technical content supports right to education and participation in scientific advancement.
Ad/Tracking
No visible advertising or tracking pixels observable in provided content; theme preference stored locally only.
Accessibility +0.15
Article 2 Article 26
Page includes skip-to-content navigation and theme toggle (light/dark mode), supporting accessibility for users with visual preferences and motor limitations. Positive structural signal.
+0.55
Article 26 Education
Medium A: knowledge access as public good F: technical literacy as developmental right P: free access, accessibility features
Structural
+0.55
Context Modifier
+0.30
SETL
-0.29

Free access without paywall or registration barrier supports education accessibility. Theme toggle and skip-to-content navigation accommodate diverse learning preferences. Clear organization and fact sheets support pedagogical structure.

+0.50
Article 19 Freedom of Expression
High A: freedom to seek and impart information F: scientific knowledge as publicly shareable P: open access without registration or paywalls
Structural
+0.50
Context Modifier
+0.10
SETL
+0.17

Free access model without registration barriers or paywalls removes structural impediments to information seeking. Linked references (tech reports, config files, original articles) facilitate independent verification and further information pursuit.

+0.45
Article 27 Cultural Participation
High A: sharing in scientific advancement F: open science and technical documentation P: free access, attribution-based sharing
Structural
+0.45
Context Modifier
+0.25
SETL
+0.16

Open-access model enables broad participation in scientific understanding. Community contribution invitation ('file an issue') supports collaborative scientific advancement. Proper attribution and linking support both benefit-sharing and credit to researchers.

+0.25
Preamble Preamble
Medium A: knowledge dissemination F: scientific advancement as common heritage
Structural
+0.25
Context Modifier
0.00
SETL
+0.19

Free, open access to technical resource without paywalls or registration supports the spirit of universal knowledge sharing. Skip-to-content and theme toggle provide structural inclusivity.

ND
Article 1 Freedom, Equality, Brotherhood

No observable structural policies regarding equality or non-discrimination.

ND
Article 2 Non-Discrimination
Low P: accessibility features

Theme toggle and skip-to-content navigation support access regardless of visual preference or motor capability, indirectly supporting non-discrimination in technical access.

ND
Article 3 Life, Liberty, Security

No observable structural signals.

ND
Article 4 No Slavery

No observable structural policies.

ND
Article 5 No Torture

No observable structural signals.

ND
Article 6 Legal Personhood

No observable structural policies.

ND
Article 7 Equality Before Law

No observable structural signals.

ND
Article 8 Right to Remedy

No observable structural policy framework.

ND
Article 9 No Arbitrary Detention

No structural signals.

ND
Article 10 Fair Hearing

No structural signals.

ND
Article 11 Presumption of Innocence

No structural signals.

ND
Article 12 Privacy

No observable privacy policies or collection mechanisms.

ND
Article 13 Freedom of Movement

No structural signals.

ND
Article 14 Asylum

No structural signals.

ND
Article 15 Nationality

No structural signals.

ND
Article 16 Marriage & Family

No structural signals.

ND
Article 17 Property

No structural signals.

ND
Article 18 Freedom of Thought

No structural signals.

ND
Article 20 Assembly & Association

No structural signals.

ND
Article 21 Political Participation

No structural signals.

ND
Article 22 Social Security

No structural signals.

ND
Article 23 Work & Equal Pay

No structural signals.

ND
Article 24 Rest & Leisure

No structural signals.

ND
Article 25 Standard of Living

No structural signals.

ND
Article 28 Social & International Order

No structural signals.

ND
Article 29 Duties to Community

No structural signals.

ND
Article 30 No Destruction of Rights

No structural signals.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.81 low claims
Sources
0.8
Evidence
0.8
Uncertainty
0.7
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.3
Arousal
0.2
Dominance
0.3
Transparency
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.72 solution oriented
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.62 3 perspectives
Speaks: individualsinstitution
About: researcherscommunity
Temporal Framing
Is this content looking backward, at the present, or forward?
present short term
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal 196 HN snapshots · 14 evals
+1 0 −1 HN
Audit Trail 34 entries
2026-03-16 00:05 eval_success PSQ evaluated: g-PSQ=0.528 (3 dims) - -
2026-03-16 00:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.53 (Moderate positive)
2026-03-16 00:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 00:01 model_divergence Cross-model spread 0.62 exceeds threshold (2 models) - -
2026-03-16 00:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-16 00:01 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-15 23:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 23:25 model_divergence Cross-model spread 0.62 exceeds threshold (2 models) - -
2026-03-15 23:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 23:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no explicit human rights discussion
2026-03-15 23:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 23:08 eval_success Evaluated: Strong positive (0.62) - -
2026-03-15 23:08 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 26W 27R - -
2026-03-15 23:08 eval Evaluated by claude-haiku-4-5-20251001: +0.62 (Strong positive) 12,109 tokens -0.03
2026-03-15 22:34 eval_success Evaluated: Strong positive (0.65) - -
2026-03-15 22:34 eval Evaluated by claude-haiku-4-5-20251001: +0.65 (Strong positive) 12,469 tokens
2026-03-15 22:34 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 22W 28R - -
2026-03-15 21:27 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 21:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 21:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 21:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no explicit human rights discussion
2026-03-15 21:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 20:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no explicit human rights discussion
2026-03-15 20:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:13 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 20:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 20:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no explicit human rights discussion
2026-03-15 19:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-15 19:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content, no explicit human rights discussion