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Model Comparison
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — — @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.97 Moderate negative 1.00 0.97 — claude-haiku-4-5-20251001 +0.26 +0.28 Mild positive 0.28 -0.04 Knowledge Access & Education
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001 Preamble ND ND 0.17 Article 1 ND ND 0.12 Article 2 ND ND ND Article 3 ND ND ND Article 4 ND ND ND Article 5 ND ND ND Article 6 ND ND ND Article 7 ND ND ND Article 8 ND ND ND Article 9 ND ND ND Article 10 ND ND ND Article 11 ND ND ND Article 12 ND ND 0.32 Article 13 ND ND 0.27 Article 14 ND ND 0.22 Article 15 ND ND ND Article 16 ND ND ND Article 17 ND ND ND Article 18 ND ND 0.33 Article 19 ND ND 0.43 Article 20 ND ND 0.22 Article 21 ND ND ND Article 22 ND ND 0.32 Article 23 ND ND ND Article 24 ND ND ND Article 25 ND ND ND Article 26 ND ND 0.38 Article 27 ND ND 0.33 Article 28 ND ND 0.27 Article 29 ND ND 0.22 Article 30 ND ND ND
Summary Knowledge Access & Education Acknowledges
Wikipedia's article on Nagle's algorithm is a neutral, freely accessible technical reference that implicitly supports multiple UDHR articles through its open-access, multilingual, and accessible design. The content does not explicitly engage with human rights discourse but structurally advances rights to education (Article 26), freedom of expression (Article 19), privacy (Article 12), and participation in scientific life (Article 27) through barriers-free access, security infrastructure, and collaborative knowledge-sharing mechanisms. No hostile or undermining signals detected.
Article Heatmap
Preamble: +0.17 — Preamble P Article 1: +0.12 — 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: +0.32 — Privacy 12 Article 13: +0.27 — Freedom of Movement 13 Article 14: +0.22 — 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: +0.33 — Freedom of Thought 18 Article 19: +0.43 — Freedom of Expression 19 Article 20: +0.22 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: +0.32 — 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: +0.38 — Education 26 Article 27: +0.33 — Cultural Participation 27 Article 28: +0.27 — Social & International Order 28 Article 29: +0.22 — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Aggregates
Weighted Mean +0.28 Unweighted Mean +0.28 Max +0.43 Article 19 Min +0.12 Article 1 Signal 13 No Data 18 Volatility 0.08 (Low) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ -0.04
Structural-dominant FW Ratio ℹ 58% 41 facts · 30 inferences Agreement Low 2 models · spread ±0.336
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.15 (2 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.27 (3 articles) Personal: 0.33 (1 articles) Expression: 0.33 (2 articles) Economic & Social: 0.32 (1 articles) Cultural: 0.35 (2 articles) Order & Duties: 0.24 (2 articles) Editorial Channel
What the content says
+0.40
Medium A: Technical information freely accessible and shareable P: No censorship of algorithm documentation; open contribution model
Algorithm documentation freely available for reading and understanding. Format supports freedom of expression through open wiki editing.
FW Ratio: 57%
Observable Facts
Article accessible without paywall, registration, or authentication requirement. Edit restrictions absent: 'wgRestrictionEdit':[]. 14 language versions enable expression across linguistic communities. No content censorship or removal barriers observed. Inferences
Absence of access barriers supports freedom to receive and impart information. Open edit model enables freedom of expression through collaborative contribution. Multilingual availability supports expression across language boundaries. +0.40
Medium A: Free, accessible technical education supporting human development
Algorithm documentation serves educational function, enabling technical skill development without cost barriers. Neutral, well-structured presentation supports learning.
FW Ratio: 57%
Observable Facts
Article accessible without cost, registration, or paywalls. Domain context profile confirms 100% alt text coverage. Language attribute present for internationalization. 14 language versions enable technical education in multiple languages. Inferences
Free access removes economic barriers to technical education. Complete alt-text coverage supports educational access for visually impaired users. Multilingual availability democratizes technical knowledge across language boundaries. +0.35
Medium A: Content supports freedom of thought through objective algorithmic documentation P: No forced ideological content or manipulation
Technical algorithm documentation presents information neutrally without ideological coercion. Format supports individual reasoning about network protocols.
FW Ratio: 50%
Observable Facts
Article presents algorithmic concept without ideological framing or mandatory viewpoint. Page metadata includes 'wgIsProbablyEditable':true and 'wgRestrictionEdit':[], indicating open editability. Inferences
Neutral technical framing respects reader's autonomy in forming conclusions. Open editability supports multiple perspectives on subject matter. +0.35
Medium A: Technical documentation enables participation in scientific and cultural life
Algorithm documentation contributes to global scientific knowledge commons. Open format supports participation in technical culture.
FW Ratio: 60%
Observable Facts
Algorithm documentation freely accessible for learning and reference. Creative Commons license enables derivative learning and adaptation. Wiki model permits community participation in knowledge creation. Inferences
Free access supports participation in global technical knowledge culture. Open licensing enables cultural and scientific participation beyond traditional institutional barriers. +0.30
Medium P: Open-access model supports social and cultural participation
Algorithm documentation supports intellectual participation in global technical community.
FW Ratio: 60%
Observable Facts
No economic barriers to access algorithm documentation. Multilingual format enables technical participation across cultural communities. Editable model allows users to contribute regardless of background. Inferences
Open access removes social and economic barriers to technical participation. Multilingual support enables cross-cultural intellectual engagement. +0.25
Medium P: Multilingual content supports freedom of movement and residence
Algorithm documentation available in 14 languages, enabling movement of knowledge across linguistic boundaries.
FW Ratio: 50%
Observable Facts
Page header displays interlanguage links for Deutsch, Español, Français, עברית, فارسی, Esperanto, Euskara, and others. Language selector positioned prominently at top of article. Inferences
Multilingual availability enables people of different linguistic communities to access identical content. Global language support facilitates intellectual mobility across borders. +0.25
Medium P: Open-access infrastructure establishes social order supporting rights
Algorithm documentation implicitly supports social order based on technical competence and knowledge access rather than restriction.
FW Ratio: 60%
Observable Facts
Content organization enables systematic access to technical knowledge. No artificial restrictions or gatekeeping on material. Security headers protect user interactions with knowledge infrastructure. Inferences
Open knowledge infrastructure supports social order based on competence rather than exclusion. Security protections enable confident participation in knowledge communities. +0.20
Medium P: No third-party tracking; user privacy protected structurally
Article does not explicitly address privacy; technical content is neutral on this dimension.
FW Ratio: 50%
Observable Facts
Domain context profile documents absence of third-party trackers. No invasive tracking mechanisms observed in page markup. Inferences
Absence of third-party tracking signals structural commitment to privacy protection. Lack of cookie tracking reduces surveillance risk to users. +0.20
Low F: Global open-access model supports asylum and refuge through knowledge access
No explicit asylum or refuge content; framing is neutral and universally accessible.
FW Ratio: 67%
Observable Facts
Content accessible from any geographic location without geo-blocking. No user location detection or restrictions observed. Inferences
Absence of geographic access restrictions supports equitable knowledge access regardless of immigration status. +0.20
Medium P: Community participation enabled through wiki model
Algorithm article supports collective learning and knowledge-sharing communities.
FW Ratio: 67%
Observable Facts
Article metadata shows multiple editors and revision history indicating collective authorship. Wiki model enables users to form editing communities around topics. Inferences
Open editing enables users to associate with knowledge communities. +0.20
Low P: Technical article respects duty to others in knowledge community
Algorithm documentation implicitly acknowledges technical community responsibilities through neutral, accurate presentation.
FW Ratio: 67%
Observable Facts
Multiple revision history indicating collaborative editing and oversight. Edit model requires community validation of contributions. Inferences
Collaborative editing model enforces responsibility to knowledge community. +0.15
Medium F: Educational framing emphasizing human dignity through knowledge access
Page provides objective technical documentation on Nagle's algorithm; no explicit engagement with dignity, equality, or human rights principles, but format enables access to knowledge that supports human development.
FW Ratio: 60%
Observable Facts
Page displays language selection links for 14 different languages including Deutsch, Español, Français, עברית, and فارسی. Page loads over HTTPS with security headers present. Article content presents technical algorithm description without paywalls or access restrictions. Inferences
Multilingual availability supports equitable access to technical knowledge across linguistic communities. Open-access model aligns with dignity principles by removing economic barriers to learning. +0.10
Medium F: Neutral technical documentation; equal treatment of subject matter across users
Article treats algorithmic concept with equal rigor regardless of reader background; no discriminatory framing observed.
FW Ratio: 67%
Observable Facts
Page displays 'wgUserName':null, indicating no login requirement. Article content accessible without account creation or membership barriers. Inferences
Absence of user barriers suggests structural commitment to equal access. ND
Low P: Open-access model does not discriminate by protected characteristics
Technical content makes no reference to discrimination, protected characteristics, or equality principles.
FW Ratio: 50%
Observable Facts
Page accessible without demographic information collection for basic viewing. Inferences
Lack of access gatekeeping based on personal characteristics supports non-discrimination structurally. ND
Medium P: Security infrastructure protects user safety and integrity
No editorial content addressing right to life or security.
FW Ratio: 50%
Observable Facts
Domain context profile confirms HTTPS, HSTS, and Content Security Policy headers implemented. Inferences
Security headers protect user communications from unauthorized access, supporting integrity and safety. ND
Technical algorithm article contains no reference to slavery or servitude.
ND
Article does not address torture or cruel treatment.
ND
Technical algorithm content does not engage with right to recognition before the law.
ND
No editorial engagement with equality before the law beyond implicit neutrality.
ND
Algorithm documentation does not address effective remedies for human rights violations.
ND
No reference to arbitrary arrest or detention.
ND
Algorithm article does not address fair trial or impartial tribunal.
ND
No engagement with criminal law or criminal responsibility.
ND
Technical algorithm article does not address nationality or state membership.
ND
Low P: No family data collection for algorithm documentation
No editorial reference to marriage or family.
FW Ratio: 50%
Observable Facts
Article accessible without requiring personal or family demographic data. Inferences
Absence of family-related data collection protects family privacy. ND
Medium P: Open-access model does not appropriate content; proper attribution maintained
Wikipedia article follows encyclopedic standards of attribution.
FW Ratio: 60%
Observable Facts
Page metadata includes 'wgCurRevisionId':1310712676 and 'wgRevisionId':1310712676, enabling version tracking. Content model marked as 'wikitext' with editable status. Wikipedia operates under CC-BY-SA license requiring attribution. Inferences
Revision tracking enables verification of content ownership and contribution history. CC-BY-SA license protects author rights while enabling knowledge sharing. ND
Algorithm documentation does not address political participation or governance.
ND
Algorithm article does not address labor rights or employment.
ND
Technical documentation does not address rest and leisure.
ND
Algorithm article does not address health or social security.
ND
Low P: Technical documentation cannot be interpreted to destroy other rights
Algorithm is neutral technical concept with no interpretive danger to other rights.
FW Ratio: 50%
Observable Facts
Content is technical reference material without advocacy for rights violations. Inferences
Neutral technical framing prevents weaponization against other rights.
Structural Channel
What the site does
Element Modifier Affects Note br_tracking +0.05 Preamble ¶5 Article 12 Article 19
No third-party trackers detected br_security +0.05 Article 3 Article 12
Security headers: HTTPS, HSTS, CSP br_accessibility 0.00 Article 26 Article 27 ¶1
Accessibility: lang attr, 100% alt text br_consent 0.00 Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
+0.35
Medium A: Technical information freely accessible and shareable P: No censorship of algorithm documentation; open contribution model
No paywalls, registration requirements, or content filtering observed. Wikipedia's edit model enables any user to contribute and modify. No third-party trackers limiting expression.
+0.35
Medium P: Open-access model supports social and cultural participation
Free access enables users from any social or economic background to participate in technical knowledge communities. Multilingual availability supports cross-cultural participation.
+0.35
Medium A: Free, accessible technical education supporting human development
No paywall, no registration requirement, and full alt-text coverage (confirmed in domain context profile) support equitable access for users with disabilities. Multilingual availability supports education across linguistic communities.
+0.30
Medium P: Multilingual content supports freedom of movement and residence
14-language version availability observed; content accessible regardless of linguistic location.
+0.30
Medium A: Content supports freedom of thought through objective algorithmic documentation P: No forced ideological content or manipulation
No forced consent banners or ideological framing. Open editing model permits diverse perspective contributions.
+0.30
Medium A: Technical documentation enables participation in scientific and cultural life
Open-access model enables participation in technical and scientific knowledge communities regardless of economic status. No copyright restrictions prevent engagement with material.
+0.30
Medium P: Open-access infrastructure establishes social order supporting rights
Wikipedia's institutional structure removes artificial barriers to knowledge that enable broader social participation. Security infrastructure protects user rights.
+0.25
Medium P: No third-party tracking; user privacy protected structurally
Domain context profile confirms no third-party trackers detected. No cookie consent banner required. HTTPS protects communications privacy.
+0.25
Low F: Global open-access model supports asylum and refuge through knowledge access
Open-access model without geographic restrictions supports knowledge access for displaced and refugee populations.
+0.25
Medium P: Community participation enabled through wiki model
Wikipedia enables user-driven assembly and association through edit contributions and talk pages. No ban on participation or community formation observed.
+0.25
Low P: Technical article respects duty to others in knowledge community
Wikipedia's wiki model enforces collaborative responsibility through edit oversight and community standards. No individual appropriation of knowledge.
+0.20
Medium F: Educational framing emphasizing human dignity through knowledge access
Wikipedia's open-access model and multilingual availability (14 language versions observed) support inclusive knowledge distribution. HTTPS and security headers protect user integrity.
+0.15
Medium F: Neutral technical documentation; equal treatment of subject matter across users
No user authentication required to access content; no differential treatment of users based on observable characteristics.
ND
Low P: Open-access model does not discriminate by protected characteristics
No evidence of discrimination in access model; content available to all users equally.
ND
Medium P: Security infrastructure protects user safety and integrity
HTTPS encryption, HSTS headers, and CSP implementation observed in domain context profile protect user sessions from interception and injection attacks.
ND
No structural signals regarding forced labor or servitude.
ND
No structural elements engaged with this right.
ND
No structural signals relevant to legal personality.
ND
No differential structural treatment.
ND
No remedial mechanisms present.
ND
Not applicable to technical documentation.
ND
No judicial or legal process elements present.
ND
ND
No nationality-based access restrictions observed.
ND
Low P: No family data collection for algorithm documentation
No collection of family or marriage information for article access.
ND
Medium P: Open-access model does not appropriate content; proper attribution maintained
Wikipedia's edit history, attribution, and license frameworks protect against arbitrary property appropriation. Content licensed under CC-BY-SA with attribution required.
ND
Wikipedia is not a political governance structure; no democratic participation elements relevant.
ND
No employment-related structural elements.
ND
Not applicable to algorithm reference material.
ND
No health or welfare elements present.
ND
Low P: Technical documentation cannot be interpreted to destroy other rights
No structural mechanisms for misusing platform to undermine other rights.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.69 low claims
Sources 0.7 Evidence 0.7 Uncertainty 0.6 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.1 Arousal 0.2 Dominance 0.3
Does the content identify its author and disclose interests?
0.50
✗ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.65 solution oriented
Whose perspectives are represented in this content?
0.55 2 perspectives
Speaks: institution
About: community
Is this content looking backward, at the present, or forward?
present unspecified
What geographic area does this content cover?
global How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal
42 HN snapshots · 11 evals
Audit Trail
30 entries all eval pipeline all models llama-4-scout-wai-psq llama-4-scout-wai claude-haiku-4-5-20251001
newest first
2026-03-16 03:27 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - - 2026-03-16 03:27
eval
Evaluated by llama-4-scout-wai-psq : +0.44 (Moderate positive) 0.00 2026-03-16 03:25 eval_success Lite evaluated: Moderate negative (-0.39) - - 2026-03-16 03:25 model_divergence Cross-model spread 0.67 exceeds threshold (2 models) - - 2026-03-16 03:25
eval
Evaluated by llama-4-scout-wai : -0.39 (Moderate negative) 0.00 reasoning Technical article on Nagle's algorithm, no human rights discussion
2026-03-16 03:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-16 00:46 eval_success Evaluated: Mild positive (0.28) - - 2026-03-16 00:46 model_divergence Cross-model spread 0.67 exceeds threshold (2 models) - - 2026-03-16 00:46 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 13W 18R - - 2026-03-16 00:46
eval
Evaluated by claude-haiku-4-5-20251001 : +0.28 (Mild positive) 13,102 tokens 2026-03-12 20:38 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - - 2026-03-12 20:38
eval
Evaluated by llama-4-scout-wai-psq : +0.44 (Moderate positive) 0.00 2026-03-12 19:40 eval_success Lite evaluated: Moderate negative (-0.39) - - 2026-03-12 19:40
eval
Evaluated by llama-4-scout-wai : -0.39 (Moderate negative) 0.00 reasoning Technical article on Nagle's algorithm, no human rights discussion
2026-03-12 19:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-12 18:13 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - - 2026-03-12 18:13
eval
Evaluated by llama-4-scout-wai-psq : +0.44 (Moderate positive) 0.00 2026-03-12 18:11 eval_success Lite evaluated: Moderate negative (-0.39) - - 2026-03-12 18:11
eval
Evaluated by llama-4-scout-wai : -0.39 (Moderate negative) 0.00 reasoning Technical article on Nagle's algorithm, no human rights discussion
2026-03-12 18:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-12 16:46 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - - 2026-03-12 16:46
eval
Evaluated by llama-4-scout-wai-psq : +0.44 (Moderate positive) 0.00 2026-03-12 16:44 eval_success Lite evaluated: Moderate negative (-0.39) - - 2026-03-12 16:44
eval
Evaluated by llama-4-scout-wai : -0.39 (Moderate negative) 0.00 reasoning Technical article on Nagle's algorithm, no human rights discussion
2026-03-12 16:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-12 15:26 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - - 2026-03-12 15:26
eval
Evaluated by llama-4-scout-wai-psq : +0.44 (Moderate positive) 2026-03-12 15:26 eval_success Lite evaluated: Moderate negative (-0.39) - - 2026-03-12 15:26
eval
Evaluated by llama-4-scout-wai : -0.39 (Moderate negative) reasoning Technical article on Nagle's algorithm, no human rights discussion
2026-03-12 15:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -