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+0.29 Fast KV Compaction via Attention Matching (arxiv.org)
73 points by cbracketdash 4 days ago | 15 comments on HN | Mild positive Editorial · vv3.4 · 2026-02-24
Article Heatmap
Preamble: +0.25 — Preamble P Article 1: +0.20 — Freedom, Equality, Brotherhood 1 Article 2: +0.18 — Non-Discrimination 2 Article 3: +0.15 — 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: +0.35 — Privacy 12 Article 13: +0.40 — Freedom of Movement 13 Article 14: +0.20 — Asylum 14 Article 15: +0.25 — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: +0.22 — Property 17 Article 18: +0.18 — Freedom of Thought 18 Article 19: +0.57 — Freedom of Expression 19 Article 20: +0.20 — Assembly & Association 20 Article 21: +0.15 — Political Participation 21 Article 22: +0.25 — Social Security 22 Article 23: +0.15 — Work & Equal Pay 23 Article 24: +0.10 — Rest & Leisure 24 Article 25: +0.20 — Standard of Living 25 Article 26: +0.47 — Education 26 Article 27: +0.47 — Cultural Participation 27 Article 28: +0.38 — Social & International Order 28 Article 29: +0.15 — 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 +0.29 Unweighted Mean +0.26
Max +0.57 Article 19 Min +0.10 Article 24
Signal 21 No Data 10
Confidence 35% Volatility 0.13 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.01 Structural-dominant
Evidence: High: 3 Medium: 11 Low: 7 No Data: 10
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.21 (3 articles) Security: 0.15 (1 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.30 (4 articles) Personal: 0.20 (2 articles) Expression: 0.31 (3 articles) Economic & Social: 0.17 (4 articles) Cultural: 0.47 (2 articles) Order & Duties: 0.26 (2 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
+0.25
Preamble Preamble
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

arXiv infrastructure enables equal dignity and fundamental freedoms through open scientific dissemination; structural design supports international cooperation and human progress

+0.20
Article 1 Freedom, Equality, Brotherhood
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Open-access platform treats all researchers as equal; no discrimination in submission or access

+0.18
Article 2 Non-Discrimination
Medium Practice
Editorial
ND
Structural
+0.18
SETL
ND
Combined
ND
Context Modifier
ND

No visible discrimination by status, origin, or other characteristic in repository structure

+0.15
Article 3 Life, Liberty, Security
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Open scientific communication supports secure and safe knowledge environment; limited direct relevance

ND
Article 4 No Slavery

No observable content regarding slavery or servitude

ND
Article 5 No Torture

No observable content regarding torture or cruel treatment

ND
Article 6 Legal Personhood

No observable content regarding right to life and legal personhood

ND
Article 7 Equality Before Law

No observable content regarding equality before law

ND
Article 8 Right to Remedy

No observable content regarding legal remedy

ND
Article 9 No Arbitrary Detention

No observable content regarding arbitrary detention

ND
Article 10 Fair Hearing

No observable content regarding fair trial

ND
Article 11 Presumption of Innocence

No observable content regarding criminal responsibility

+0.35
Article 12 Privacy
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND

Open-access platform with minimal privacy intrusion; metadata publicly available but not exploitative; supports privacy through transparent operation

+0.40
Article 13 Freedom of Movement
Medium Practice
Editorial
ND
Structural
+0.40
SETL
ND
Combined
ND
Context Modifier
ND

No visible restrictions on movement of information; international scientific collaboration supported

+0.20
Article 14 Asylum
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Open-access platform welcomes researchers regardless of origin; asylum/refuge not directly relevant

+0.25
Article 15 Nationality
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

No citizenship restrictions on participation; supports nationality rights through inclusive design

ND
Article 16 Marriage & Family

No observable content regarding marriage and family

+0.22
Article 17 Property
Low Practice
Editorial
ND
Structural
+0.22
SETL
ND
Combined
ND
Context Modifier
ND

Authors receive attribution and credit; open-access model protects intellectual property through proper citation infrastructure

+0.18
Article 18 Freedom of Thought
Low Practice
Editorial
ND
Structural
+0.18
SETL
ND
Combined
ND
Context Modifier
ND

No visible censorship; platform neutral to ideological content; limited direct relevance to thought/conscience

+0.57
Article 19 Freedom of Expression
High Advocacy Practice Coverage
Editorial
+0.55
Structural
+0.60
SETL
-0.17
Combined
ND
Context Modifier
ND

Strong positive: URL is academic preprint abstract exemplifying freedom of expression and information. Open-access model removes barriers to opinion sharing and information access. Multiple formats (PDF, HTML, TeX) support diverse consumption. arXiv explicitly facilitates unrestricted scientific communication.

+0.20
Article 20 Assembly & Association
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Open repository structure supports peaceful assembly and association of scientific community; no restrictions visible

+0.15
Article 21 Political Participation
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Participation in governance not directly relevant; platform enables open scientific discourse supporting democratic principles

+0.25
Article 22 Social Security
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

Open-access enables social participation through knowledge access; supports community involvement in scientific progress

+0.15
Article 23 Work & Equal Pay
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Platform enables choice of work (research participation); free access supports equal opportunity

+0.10
Article 24 Rest & Leisure
Low Practice
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

Rest and leisure minimally relevant; open-access model reduces work burden for knowledge access

+0.20
Article 25 Standard of Living
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Access to scientific knowledge supports adequate standard of living and health protection

+0.47
Article 26 Education
High Advocacy Practice Coverage
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND

Moderate-strong positive: Open-access preprint repository directly supports education and scientific development. Free access removes financial barriers. Multiple formats support diverse learning needs. arXiv mission explicitly advances human technical and moral improvement.

+0.47
Article 27 Cultural Participation
High Advocacy Practice
Editorial
+0.50
Structural
+0.45
SETL
+0.16
Combined
ND
Context Modifier
ND

Moderate-strong positive: Platform enables participation in scientific progress and culture. Open dissemination of research protects right to benefit from scientific advancement. Authors credited; intellectual property protected through citation.

+0.38
Article 28 Social & International Order
Medium Practice
Editorial
+0.40
Structural
+0.35
SETL
+0.14
Combined
ND
Context Modifier
ND

Open-access infrastructure supports social and international order enabling human rights. arXiv facilitates cross-border scientific collaboration.

+0.15
Article 29 Duties to Community
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Limited direct relevance; open scientific discourse supports community obligation to promote rights

ND
Article 30 No Destruction of Rights

No observable content attempting to destroy or limit rights and freedoms
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