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home / srush.github.io / item 47146647
+0.31 Thinking Like Transformer (srush.github.io)
2 points by vinhnx 3 hours ago | 0 comments on HN | NEUTRAL_POSITIVE_LEAN Editorial · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.20 — 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: +0.49 — 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: +0.41 — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — 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
Weighted Mean +0.31 Unweighted Mean +0.23
Max +0.49 Article 19 Min +0.20 Preamble
Signal 4 No Data 26
Confidence ND Volatility 0.14 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.21 Editorial-dominant
FW Ratio 50% 0 facts · 0 inferences
Evidence: High: 0 Medium: 2 Low: 2 No Data: 26
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.20 (1 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.49 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.41 (1 articles) Order & Duties: 0.00 (0 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy —
No privacy policy detected on-domain
Terms of Service —
No terms of service detected on-domain
Accessibility —
Standard HTML structure with semantic markup; no explicit accessibility statement
Mission —
GitHub Pages academic/technical site; no organizational mission statement
Editorial Code —
No editorial code of conduct detected
Ownership —
Personal academic GitHub Pages; sole contributor identified
Access Model +0.15
Article 19 Article 26
Open web access to educational material supports information access rights
Ad/Tracking —
No advertising or tracking mechanisms detected
Score Breakdown
+0.20
Preamble Preamble
Low Framing
Editorial
+0.20
Structural
ND
SETL
ND
Combined
ND
Context Modifier
ND

Educational framing promotes human understanding and intellectual development; no explicit reference to dignity or human rights principles

ND
Article 1 Freedom, Equality, Brotherhood

No observable content addressing equality, dignity, or reasoning/conscience principles

ND
Article 2 Non-Discrimination

No observable content addressing discrimination or protected characteristics

ND
Article 3 Life, Liberty, Security

No observable content addressing security of person or bodily integrity

ND
Article 4 No Slavery

No observable content addressing slavery or servitude

ND
Article 5 No Torture

No observable content addressing torture or cruel treatment

ND
Article 6 Legal Personhood

No observable content addressing right to recognition or legal personality

ND
Article 7 Equality Before Law

No observable content addressing equal protection or discrimination before law

ND
Article 8 Right to Remedy

No observable content addressing judicial remedy or access to courts

ND
Article 9 No Arbitrary Detention

No observable content addressing arbitrary arrest or detention

ND
Article 10 Fair Hearing

No observable content addressing fair trial or due process

ND
Article 11 Presumption of Innocence

No observable content addressing criminal liability or presumption of innocence

ND
Article 12 Privacy

No observable content addressing privacy or protection from interference

ND
Article 13 Freedom of Movement

No observable content addressing freedom of movement within states

ND
Article 14 Asylum

No observable content addressing asylum or protection from persecution

ND
Article 15 Nationality

No observable content addressing nationality or right to state membership

ND
Article 16 Marriage & Family

No observable content addressing marriage or family rights

ND
Article 17 Property

No observable content addressing property rights or protection against deprivation

ND
Article 18 Freedom of Thought

No observable content addressing freedom of thought, conscience, or religion

+0.49
Article 19 Freedom of Expression
Medium Advocacy Practice
Editorial
+0.40
Structural
+0.25
SETL
+0.24
Combined
ND
Context Modifier
ND

Content provides free access to technical knowledge and explanatory material, supporting information access. Editorial explains transformer reasoning accessible to general audience; structural provides open web access

ND
Article 20 Assembly & Association

No observable content addressing freedom of assembly or peaceful association

ND
Article 21 Political Participation

No observable content addressing political participation or voting

ND
Article 22 Social Security

No observable content addressing social security or economic protections

ND
Article 23 Work & Equal Pay

No observable content addressing work rights, employment, or labor protections

ND
Article 24 Rest & Leisure

No observable content addressing rest, leisure, or reasonable working hours

ND
Article 25 Standard of Living

No observable content addressing standard of living, health, or social care

+0.41
Article 26 Education
Medium Advocacy Practice
Editorial
+0.30
Structural
+0.20
SETL
+0.17
Combined
ND
Context Modifier
ND

Educational content with structured explanations advances right to education. Open dissemination supports equal access to learning. No barriers to intellectual development based on background

ND
Article 27 Cultural Participation

No observable content addressing cultural participation or intellectual property

ND
Article 28 Social & International Order

No observable content addressing social and international order for rights realization

ND
Article 29 Duties to Community

No observable content addressing community duties or limitations on rights

ND
Article 30 No Destruction of Rights

No observable content addressing prohibition of rights destruction or limitation beyond UDHR scope
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build 359ddd7+1rs2 · 2026-02-25 03:53 UTC