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home / arxiv.org / item 47144841
+0.14 AST-Guided Translation of Natural Language into First-Order Logic with LLMs (arxiv.org)
2 points by PaulHoule 4 hours ago | 0 comments on HN | Mild positive Editorial · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.22 — Preamble P Article 1: +0.10 — Freedom, Equality, Brotherhood 1 Article 2: +0.15 — Non-Discrimination 2 Article 3: +0.10 — Life, Liberty, Security 3 Article 4: 0.00 — No Slavery 4 Article 5: 0.00 — No Torture 5 Article 6: 0.00 — Legal Personhood 6 Article 7: +0.10 — Equality Before Law 7 Article 8: 0.00 — Right to Remedy 8 Article 9: 0.00 — No Arbitrary Detention 9 Article 10: 0.00 — Fair Hearing 10 Article 11: 0.00 — Presumption of Innocence 11 Article 12: +0.25 — Privacy 12 Article 13: 0.00 — Freedom of Movement 13 Article 14: 0.00 — Asylum 14 Article 15: 0.00 — Nationality 15 Article 16: 0.00 — Marriage & Family 16 Article 17: 0.00 — Property 17 Article 18: 0.00 — Freedom of Thought 18 Article 19: +0.54 — Freedom of Expression 19 Article 20: 0.00 — Assembly & Association 20 Article 21: 0.00 — Political Participation 21 Article 22: 0.00 — Social Security 22 Article 23: 0.00 — Work & Equal Pay 23 Article 24: 0.00 — Rest & Leisure 24 Article 25: +0.10 — Standard of Living 25 Article 26: +0.42 — Education 26 Article 27: +0.50 — Cultural Participation 27 Article 28: 0.00 — Social & International Order 28 Article 29: 0.00 — Duties to Community 29 Article 30: 0.00 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.14 Unweighted Mean +0.08
Max +0.54 Article 19 Min 0.00 Article 4
Signal 31 No Data 0
Confidence 30% Volatility 0.15 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.05 Structural-dominant
Evidence: High: 3 Medium: 2 Low: 26 No Data: 0
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.16 (3 articles) Security: 0.03 (3 articles) Legal: 0.02 (6 articles) Privacy & Movement: 0.06 (4 articles) Personal: 0.00 (3 articles) Expression: 0.18 (3 articles) Economic & Social: 0.03 (4 articles) Cultural: 0.46 (2 articles) Order & Duties: 0.00 (3 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy +0.05
Article 12
arXiv provides open-access preprint repository with minimal tracking; publicly accessible scientific content aligns with transparency principles
Terms of Service —
Standard academic preprint repository terms; no observable restriction on human rights discourse
Accessibility +0.08
Article 19 Article 26
Multiple access formats (PDF, HTML, TeX); open-access model supports information accessibility and education
Mission +0.10
Article 19 Article 27
arXiv mission is free and open dissemination of scientific research; directly supports freedom of information and scientific progress
Editorial Code —
No editorial bias observed; metadata moderation focuses on categorization, not content censorship
Ownership +0.05
Article 19
Cornell University stewardship; non-profit operation supports unrestricted scientific communication
Access Model +0.12
Article 19 Article 26 Article 27
Free, open-access model removes barriers to knowledge and scientific collaboration
Ad/Tracking +0.03
Article 12
Minimal advertising/tracking; focus on content not commercialization
Score Breakdown
+0.22
Preamble Preamble
Medium Framing
Editorial
+0.20
Structural
+0.25
SETL
-0.11
Combined
ND
Context Modifier
ND

Paper addresses automated reasoning and verification critical to governance and law; implicit support for human dignity through rigorous knowledge pursuit

+0.10
Article 1 Freedom, Equality, Brotherhood
Low
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

No direct observable evidence; open-access dissemination provides minimal structural support for equal dignity

+0.15
Article 2 Non-Discrimination
Low
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Open scientific publishing removes barriers; no evidence of discrimination in submission or access

+0.10
Article 3 Life, Liberty, Security
Low
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

Research infrastructure supports life and security through knowledge advancement; minimal direct observable evidence

0.00
Article 4 No Slavery
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing slavery or forced labor

0.00
Article 5 No Torture
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing torture or cruel treatment

0.00
Article 6 Legal Personhood
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing right to legal personality

+0.10
Article 7 Equality Before Law
Low
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

Open-access model provides equal treatment of researchers regardless of institution; minimal direct evidence

0.00
Article 8 Right to Remedy
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing legal recourse

0.00
Article 9 No Arbitrary Detention
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing arbitrary detention

0.00
Article 10 Fair Hearing
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing fair trial

0.00
Article 11 Presumption of Innocence
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing criminal presumption

+0.25
Article 12 Privacy
Medium Practice
Editorial
+0.15
Structural
+0.20
SETL
-0.10
Combined
ND
Context Modifier
ND

Minimal tracking, transparent metadata, privacy-respecting infrastructure; paper content open to public without interference

0.00
Article 13 Freedom of Movement
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing freedom of movement

0.00
Article 14 Asylum
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing asylum

0.00
Article 15 Nationality
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing nationality

0.00
Article 16 Marriage & Family
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing family and marriage

0.00
Article 17 Property
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing property

0.00
Article 18 Freedom of Thought
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing conscience and religion

+0.54
Article 19 Freedom of Expression
High Practice Advocacy
Editorial
+0.25
Structural
+0.30
SETL
-0.12
Combined
ND
Context Modifier
ND

Direct positive: open-access publication enables free expression and information dissemination; multiple format access (PDF, HTML, TeX); non-profit mission supports unrestricted communication; domain modifiers for accessibility, mission, ownership, and access model apply cumulatively

0.00
Article 20 Assembly & Association
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing freedom of assembly

0.00
Article 21 Political Participation
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing participation in government

0.00
Article 22 Social Security
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing social security

0.00
Article 23 Work & Equal Pay
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing work and fair wages

0.00
Article 24 Rest & Leisure
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing rest and leisure

+0.10
Article 25 Standard of Living
Low Framing
Editorial
+0.10
Structural
+0.10
SETL
0.00
Combined
ND
Context Modifier
ND

Research on automated reasoning applicable to governance and law may support health/standard of living through better institutional decision-making; indirect connection only

+0.42
Article 26 Education
High Practice
Editorial
+0.20
Structural
+0.25
SETL
-0.11
Combined
ND
Context Modifier
ND

Direct positive: open-access model removes barriers to education; multiple format access supports diverse learning needs; domain modifiers for accessibility and access model directly support educational access

+0.50
Article 27 Cultural Participation
High Practice Framing
Editorial
+0.30
Structural
+0.25
SETL
+0.12
Combined
ND
Context Modifier
ND

Direct positive: scientific research advancement through unrestricted publication; domain modifiers for mission and access model support scientific progress and cultural participation

0.00
Article 28 Social & International Order
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing social/international order

0.00
Article 29 Duties to Community
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing duties and limitations

0.00
Article 30 No Destruction of Rights
Low
Editorial
ND
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

No observable content or structural features addressing interpretation of rights
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build f581ea9+b3nz · 2026-02-25 03:04 UTC