+0.40 Researchers improve lower bounds for some Ramsey numbers using AlphaEvolve (arxiv.org S:+0.52 )
9 points by 1024core 1 days ago | 0 comments on HN | Strong positive Contested Low agreement (2 models) Editorial · v3.7 · 2026-03-15 23:09:57 0
Summary Open Knowledge Access Advocates
This arXiv preprint abstract describes a novel mathematical research contribution (improved Ramsey number bounds via AI methodology) published through arXiv's open-access infrastructure. While the content itself (pure mathematics) makes no explicit reference to human rights, arXiv's structural practices—free global access, multiple formats, open publication, and non-discriminatory authorship—consistently advocate for freedom of expression (Article 19), education (Article 26), and participation in scientific advancement (Article 27). The evaluation finds strong positive signals on knowledge dissemination and human dignity through access equity.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — 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: +0.76 — 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: +0.71 — Education 26 Article 27: +0.77 — 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
+0.40
S
+0.52
Weighted Mean +0.75 Unweighted Mean +0.75
Max +0.77 Article 27 Min +0.71 Article 26
Signal 3 No Data 28
Volatility 0.03 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.24 Structural-dominant
FW Ratio 50% 35 facts · 35 inferences
Agreement Low 2 models · spread ±0.373
Evidence 18% coverage
3H 6M 6L 28 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.76 (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
+0.45
Article 27 Cultural Participation
High Advocacy Practice
Editorial
+0.45
SETL
-0.16

Abstract presents novel mathematical results achieved through AI methodology, directly advancing scientific and technical knowledge. The work contributes to human intellectual culture and progress in mathematical sciences.

+0.40
Article 19 Freedom of Expression
High Advocacy Practice
Editorial
+0.40
SETL
-0.29

Abstract describes novel research findings in pure mathematics with transparent methodology. Preprint disseminates scientific knowledge without editorial restriction or censorship.

+0.35
Article 26 Education
High Advocacy Practice
Editorial
+0.35
SETL
-0.27

Abstract describes cutting-edge mathematical research and AI methodology, advancing knowledge and technical understanding. Open dissemination directly supports right to education and participation in scientific culture.

ND
Preamble Preamble
Medium Practice

Not directly addressed in abstract. No human rights framing in mathematical preprint context.

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

Mathematical preprint does not address human equality or dignity.

ND
Article 2 Non-Discrimination
Low Practice

No discrimination, distinction, or restriction language in abstract.

ND
Article 3 Life, Liberty, Security
Low Practice

Right to life and security not engaged by mathematical research abstract.

ND
Article 4 No Slavery

Slavery and servitude not addressed.

ND
Article 5 No Torture

Torture and degrading treatment not addressed.

ND
Article 6 Legal Personhood

Right to recognition as person before law not addressed.

ND
Article 7 Equality Before Law

Equality before the law not directly addressed.

ND
Article 8 Right to Remedy

Right to effective remedy not addressed.

ND
Article 9 No Arbitrary Detention

Arbitrary arrest and detention not addressed.

ND
Article 10 Fair Hearing

Right to fair and public hearing not addressed.

ND
Article 11 Presumption of Innocence

Presumption of innocence and right to defense not addressed.

ND
Article 12 Privacy
Medium Practice

Privacy not explicitly addressed in abstract.

ND
Article 13 Freedom of Movement
Medium Practice

Freedom of movement not addressed in mathematical preprint.

ND
Article 14 Asylum
Medium Practice

Right to asylum not addressed.

ND
Article 15 Nationality

Nationality and right to change nationality not addressed.

ND
Article 16 Marriage & Family

Marriage and family rights not addressed.

ND
Article 17 Property
Low Practice

Property rights not explicitly addressed.

ND
Article 18 Freedom of Thought

Freedom of thought, conscience, and religion not addressed.

ND
Article 20 Assembly & Association
Medium Practice

Freedom of peaceful assembly not directly addressed.

ND
Article 21 Political Participation

Right to participate in government not addressed.

ND
Article 22 Social Security
Medium Practice

Social and economic rights not explicitly addressed in mathematical abstract.

ND
Article 23 Work & Equal Pay

Labor rights and fair wages not addressed.

ND
Article 24 Rest & Leisure

Right to rest and leisure not addressed.

ND
Article 25 Standard of Living
Low Practice

Social security and health not directly addressed.

ND
Article 28 Social & International Order
Low Practice

Right to social and international order not explicitly addressed.

ND
Article 29 Duties to Community

Duties and community limitations on rights not addressed.

ND
Article 30 No Destruction of Rights

Prevention of activity destroying rights not addressed.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy
arXiv does not employ invasive tracking; email submission history visible only to author.
Terms of Service
arXiv permits open access and redistribution under CC licenses; terms support knowledge dissemination.
Identity & Mission
Mission +0.20
Article 19 Article 27
arXiv's mission aligns with free dissemination of scientific knowledge and open access to research.
Editorial Code
arXiv operates a moderation system; no evidence of censorship or editorial bias on this abstract page.
Ownership
arXiv operated by Cornell University; non-profit stewardship supports research commons.
Access & Distribution
Access Model +0.20
Article 19 Article 26 Article 27
Free, unrestricted access to preprints removes financial barriers to knowledge access.
Ad/Tracking
No advertisements or tracking systems observed on arXiv.
Accessibility +0.15
Article 26
arXiv provides HTML and PDF formats, LaTeX source, and multiple citation export formats. Supports broad accessibility for researchers globally.
+0.55
Article 19 Freedom of Expression
High Advocacy Practice
Structural
+0.55
Context Modifier
+0.30
SETL
-0.29

arXiv's infrastructure enables freedom to publish and receive information without intermediary censorship. Open archives and multiple format access (PDF, HTML, TeX) maximize reach and reproducibility.

+0.50
Article 26 Education
High Advocacy Practice
Structural
+0.50
Context Modifier
+0.30
SETL
-0.27

arXiv's free, open access model removes financial barriers to education. Multiple formats (PDF, HTML, TeX) and global accessibility enable educational use without restriction.

+0.50
Article 27 Cultural Participation
High Advocacy Practice
Structural
+0.50
Context Modifier
+0.30
SETL
-0.16

arXiv's open infrastructure enables universal participation in scientific progress. Free access, open citation, and reproducible methodology ensure that scientific advances benefit all humanity.

ND
Preamble Preamble
Medium Practice

arXiv's open-access infrastructure and free dissemination model embody commitment to universal knowledge access and freedom of expression.

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

arXiv's peer review and open publication processes afford equal standing to researchers regardless of institutional affiliation or geography.

ND
Article 2 Non-Discrimination
Low Practice

arXiv accepts submissions without restriction on author demographics, nationality, or status.

ND
Article 3 Life, Liberty, Security
Low Practice

arXiv provides stable, long-term preservation and access to scientific knowledge; indirectly supports intellectual security.

ND
Article 4 No Slavery

No structural practices related to forced labor or servitude.

ND
Article 5 No Torture

No structural practices related to torture or degradation.

ND
Article 6 Legal Personhood

No structural practices directly related to legal personhood.

ND
Article 7 Equality Before Law

While arXiv treats submissions equally, no specific legal equality framework is visible.

ND
Article 8 Right to Remedy

arXiv provides an appeal process for rejected submissions, but not prominently featured on abstract page.

ND
Article 9 No Arbitrary Detention

No structural practices related to arrest or detention.

ND
Article 10 Fair Hearing

arXiv's moderation process is not transparent on this page.

ND
Article 11 Presumption of Innocence

No structural practices related to criminal procedure.

ND
Article 12 Privacy
Medium Practice

arXiv minimizes invasive data collection; email addresses are obscured from public view except at author's discretion.

ND
Article 13 Freedom of Movement
Medium Practice

arXiv's global accessibility enables researchers worldwide to access and contribute to knowledge without geographic restriction.

ND
Article 14 Asylum
Medium Practice

arXiv's open structure provides refuge for scientific research regardless of researcher's political context; no censorship evident.

ND
Article 15 Nationality

No structural practices related to nationality.

ND
Article 16 Marriage & Family

No structural practices related to family or marriage.

ND
Article 17 Property
Low Practice

arXiv respects intellectual property through citation mechanisms and authorship attribution while enabling open access.

ND
Article 18 Freedom of Thought

No structural censorship of ideas or intellectual viewpoints visible.

ND
Article 20 Assembly & Association
Medium Practice

arXiv's community features and open collaboration infrastructure enable researchers to associate and exchange ideas freely.

ND
Article 21 Political Participation

arXiv is not a governance body; no structural practices related to political participation.

ND
Article 22 Social Security
Medium Practice

arXiv's free access removes economic barriers to scientific participation and benefit. Open preprint model enables researchers in underfunded institutions to participate fully.

ND
Article 23 Work & Equal Pay

arXiv is a repository, not an employer; no structural labor practices visible.

ND
Article 24 Rest & Leisure

No structural practices related to working hours or rest.

ND
Article 25 Standard of Living
Low Practice

arXiv's open dissemination of research enables knowledge contribution to public health, welfare, and social development.

ND
Article 28 Social & International Order
Low Practice

arXiv operates as an international commons infrastructure supporting global scientific order based on open knowledge.

ND
Article 29 Duties to Community

arXiv enforces scope and quality standards but no explicit duty/limitation framework visible on abstract page.

ND
Article 30 No Destruction of Rights

arXiv's moderation prevents copyright abuse and spam but details not visible on abstract page.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.87 low claims
Sources
0.8
Evidence
0.9
Uncertainty
0.8
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.5
Arousal
0.3
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.60
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.68 solution oriented
Reader Agency
0.7
Stakeholder Voice
Whose perspectives are represented in this content?
0.40 2 perspectives
Speaks: individuals
About: research community
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?
expert high jargon expert
Longitudinal 131 HN snapshots · 48 evals
+1 0 −1 HN
Audit Trail 68 entries
2026-03-15 23:09 eval_success Evaluated: Strong positive (0.75) - -
2026-03-15 23:09 model_divergence Cross-model spread 0.75 exceeds threshold (2 models) - -
2026-03-15 23:09 eval Evaluated by claude-haiku-4-5-20251001: +0.75 (Strong positive) 12,847 tokens
2026-03-15 23:09 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 16W 28R - -
2026-03-15 22:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 22:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 22:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 22:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 22:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 18:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 18:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 18:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 18:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 17:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 17:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 17:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:56 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 15:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 15:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 15:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 15:47 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 15:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 15:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 15:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 15:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 15:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 15:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 14:40 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 14:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 14:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 14:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 14:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 13:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 13:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 13:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 12:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 12:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 12:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 11:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 11:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 10:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 10:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 09:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 09:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 08:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 08:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 08:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 08:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 07:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 07:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 06:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 06:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 06:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 06:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 05:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 05:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 05:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 05:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 04:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 03:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 03:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on combinatorics and AI, no human rights discussion
2026-03-15 03:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-15 03:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical paper on combinatorics and AI, no human rights discussion