+0.38 Generalizing Knuth's Pseudocode Architecture to Knowledge

Name: HRCB Evaluation: Generalizing Knuth's Pseudocode Architecture to Knowledge
Item: Generalizing Knuth's Pseudocode Architecture to Knowledge
Rating: 0.695
Author: Human Rights Observatory

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: claude-haiku-4-5-20251001 +0.38 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

+0.38	Generalizing Knuth's Pseudocode Architecture to Knowledge (zenodo.org S:+0.43 )
	33 points by isomorphist 4 days ago \| 5 comments on HN \| Strong positive Low agreement (2 models) Editorial · v3.7 · 2026-03-15 22:13:01 0

Summary Knowledge Access & Scientific Progress Advocates

This preprint advocates for generalizing Knuth's pseudocode architecture to knowledge representation by combining formal systems with natural language, framed as necessary scientific progress enabled by AI reader capacity. The content supports freedom of information and participation in scientific advancement through argument and example. The hosting on Zenodo's open-access platform removes barriers to knowledge access and universal participation in scientific progress.

Rights Tensions 1 pair

Art 19 ↔ Art 27 — Content prioritizes universal knowledge access and scientific information sharing (Article 19) through open systems while framing these as enabling scientific progress benefits (Article 27), but does not address potential tensions between universal access and intellectual property or commercial interests in knowledge commodities.

Article Heatmap

Negative Neutral Positive No Data

Aggregates

+0.38

+0.43

Weighted Mean	+0.69	Unweighted Mean	+0.69
Max	+0.72 Article 19	Min	+0.67 Article 27
Signal	2	No Data	29
Volatility	0.03 (Low)
Negative	0	Channels	E: 0.6 S: 0.4
SETL ℹ	-0.15	Structural-dominant
FW Ratio ℹ	49%	21 facts · 22 inferences
Agreement	Low	2 models · spread ±0.387

Evidence 13% coverage ℹ

 2H  4M  4L  29 ND 

Theme Radar

Editorial Channel

What the content says

+0.40

Article 19 Freedom of Expression

High Advocacy Framing Practice

Editorial

+0.40

SETL

-0.15

The preprint advocates for expanding knowledge representation systems that enable richer expression and transmission of information. Content argues that formal and natural language communication combined supports 'richer representation' than either alone, directly aligned with freedom to seek, receive, and impart information.

+0.35

Article 27 Cultural Participation

High Advocacy Framing Practice

Editorial

+0.35

SETL

-0.14

Content advocates for advancement and shared benefit of scientific and cultural progress. Preprint explicitly argues for generalizing Knuth's architecture to enable 'richer representation' and expanded knowledge communication, framed as necessary progress. Section 5 states 'The necessity: richer representation than either alone can achieve.'

Preamble Preamble

Medium Practice

Content does not directly address human dignity, equal rights, or freedom.

Article 1 Freedom, Equality, Brotherhood

Low Practice

Content does not address human equality or dignity.

Article 2 Non-Discrimination

Medium Practice

Content does not directly address discrimination or equality.

Article 3 Life, Liberty, Security

Content does not address right to life, liberty, or personal security.

Article 4 No Slavery

Content does not address slavery or servitude.

Article 5 No Torture

Content does not address torture or inhuman treatment.

Article 6 Legal Personhood

Content does not address legal personhood or recognition.

Article 7 Equality Before Law

Content does not address legal equality or courts.

Article 8 Right to Remedy

Content does not address legal remedies for violations.

Article 9 No Arbitrary Detention

Content does not address arbitrary arrest or detention.

Article 10 Fair Hearing

Content does not address fair trial or due process.

Article 11 Presumption of Innocence

Content does not address criminal liability or presumption of innocence.

Article 12 Privacy

Low Practice

Content does not address privacy or family.

Article 13 Freedom of Movement

Medium Practice

Content does not directly address freedom of movement.

Article 14 Asylum

Low Practice

Content does not address asylum or refuge.

Article 15 Nationality

Content does not address nationality.

Article 16 Marriage & Family

Content does not address marriage or family.

Article 17 Property

Content does not address property rights.

Article 18 Freedom of Thought

Content does not address freedom of thought or conscience.

Article 20 Assembly & Association

Low Practice

Content does not address freedom of peaceful assembly.

Article 21 Political Participation

Content does not address political participation or voting.

Article 22 Social Security

Content does not address social security or welfare.

Article 23 Work & Equal Pay

Content does not address labor rights, employment, or fair wages.

Article 24 Rest & Leisure

Content does not address rest and leisure.

Article 25 Standard of Living

Content does not address health, food, or standard of living.

Article 26 Education

Medium Practice

Content does not directly address education rights but implicitly assumes education as precondition for reader competence.

Article 28 Social & International Order

Content does not address social and international order.

Article 29 Duties to Community

Content does not address duties or limitations on rights.

Article 30 No Destruction of Rights

Content does not address prevention of rights destruction.

Structural Channel

What the site does

Domain Context Profile

Element	Modifier	Affects	Note
Legal & Terms
Privacy	—		Zenodo operates under CERN governance with standard EU data protection compliance; no privacy-specific signals observed on this URL.
Terms of Service	—		Standard open-access repository terms; no UDHR-specific signals.
Identity & Mission
Mission	+0.15	Article 19 Article 27	Zenodo's mission of open science and knowledge sharing aligns with freedom of expression and participation in scientific progress.
Editorial Code	—		Zenodo hosts preprints; editorial responsibility rests with authors.
Ownership	—		CERN-operated public infrastructure; no ownership-related UDHR signals.
Access & Distribution
Access Model	+0.10	Article 19 Article 27	Open-access model removes barriers to information access and supports universal participation in knowledge.
Ad/Tracking	—		No advertising or tracking observed on Zenodo; non-commercial model.
Accessibility	+0.10	Article 2 Article 19 Article 27	Zenodo provides open, barrier-free access to research outputs; this supports non-discriminatory access to knowledge and information.

+0.45

Article 19 Freedom of Expression

High Advocacy Framing Practice

Structural

+0.45

Context Modifier

+0.30

SETL

-0.15

Zenodo platform provides barrier-free publication and universal access to research; preprint is marked 'Open' with unrestricted download. Infrastructure removes institutional gatekeeping and enables information sharing globally.

+0.40

Article 27 Cultural Participation

High Advocacy Framing Practice

Structural

+0.40

Context Modifier

+0.30

SETL

-0.14

Zenodo as open-access repository removes barriers to participation in scientific progress. Publication enables global contribution to and benefit from knowledge advancement. Infrastructure supports universal participation in scientific progress without gatekeeping.

Preamble Preamble

Medium Practice

Zenodo's open-access infrastructure removes barriers to knowledge dissemination, supporting universal access and equality of opportunity in scientific participation.

Article 1 Freedom, Equality, Brotherhood

Low Practice

Open repository platform treats all authors and readers equally in access and visibility, regardless of affiliation or status.

Article 2 Non-Discrimination

Medium Practice

Open platform removes barriers based on race, color, sex, language, religion, political opinion, national or social origin, property, or birth status.

Article 3 Life, Liberty, Security

No observable structural signals regarding physical security or liberty protections.

Article 4 No Slavery

No observable structural signals regarding labor practices or exploitation.

Article 5 No Torture

No observable structural signals regarding physical harm or degradation.

Article 6 Legal Personhood

No observable structural signals regarding legal status or personhood.

Article 7 Equality Before Law

No observable structural signals regarding legal processes or justice mechanisms.

Article 8 Right to Remedy

No observable structural signals regarding dispute resolution or remedies.

Article 9 No Arbitrary Detention

No observable structural signals regarding arrest or detention.

Article 10 Fair Hearing

No observable structural signals regarding judicial fairness or process.

Article 11 Presumption of Innocence

No observable structural signals regarding criminal justice.

Article 12 Privacy

Low Practice

Open repository does not impose invasive data collection; author and affiliation are minimally disclosed by choice.

Article 13 Freedom of Movement

Medium Practice

Open platform removes geographic and institutional barriers to access; no territorial gatekeeping observed.

Article 14 Asylum

Low Practice

Open platform provides universal access without discrimination based on origin or status.

Article 15 Nationality

No observable structural signals regarding nationality or citizenship.

Article 16 Marriage & Family

No observable structural signals regarding family rights.

Article 17 Property

No observable structural signals regarding property or ownership.

Article 18 Freedom of Thought

No observable structural signals regarding censorship or conscience restrictions.

Article 20 Assembly & Association

Low Practice

Open platform enables collaborative knowledge sharing and community participation in science.

Article 21 Political Participation

No observable structural signals regarding democratic participation or voting mechanisms.

Article 22 Social Security

No observable structural signals regarding social safety nets.

Article 23 Work & Equal Pay

No observable structural signals regarding labor or employment.

Article 24 Rest & Leisure

No observable structural signals regarding working conditions or leisure.

Article 25 Standard of Living

No observable structural signals regarding health or welfare infrastructure.

Article 26 Education

Medium Practice

Open-access publication removes barriers to knowledge access and supports education participation. Zenodo provides unrestricted access to research that enables continuous learning.

Article 28 Social & International Order

No observable structural signals regarding international governance or order.

Article 29 Duties to Community

No observable structural signals regarding duty or responsibility frameworks.

Article 30 No Destruction of Rights

No observable structural signals regarding protection from rights violations.

Supplementary Signals

How this content communicates, beyond directional lean. Learn more

Epistemic Quality ℹ

How well-sourced and evidence-based is this content?

0.64 high claims

Sources		0.7
Evidence		0.6
Uncertainty		0.6
Purpose		0.8

Propaganda Flags ℹ

3 manipulative rhetoric techniques found

3 techniques detected

appeal to authority

Repeated references to Knuth's 1968 work as foundational validation; 'Knuth demonstrated that formal structure combined with natural language content communicates algorithms better.' Used to establish credibility for analogous claim about knowledge representation.

causal oversimplification

Claims that AI systems now 'satisfy' the reader condition and therefore generalization 'is now possible,' without acknowledging other technical, institutional, or conceptual barriers to adoption.

loaded language

Framing of pure formal systems as 'contamination' (Reason 1, Section 4); characterization of formalists as rejecting language due to 'purity mattered more than communication' suggests negative motivation without evidence.

Emotional Tone ℹ

Emotional character: positive/negative, intensity, authority

measured

Valence		+0.4
Arousal		0.3
Dominance		0.6

Transparency ℹ

Does the content identify its author and disclose interests?

0.33

✓ Author ✗ Conflicts ✗ Funding

More signals: context, framing & audience

Solution Orientation ℹ

Does this content offer solutions or only describe problems?

0.56 solution oriented

Reader Agency

0.4

Stakeholder Voice ℹ

Whose perspectives are represented in this content?

0.35 2 perspectives

Speaks: institution

About: institutionindividuals

Temporal Framing ℹ

Is this content looking backward, at the present, or forward?

prospective medium term

Geographic Scope ℹ

What geographic area does this content cover?

global

Complexity ℹ

How accessible is this content to a general audience?

expert high jargon expert

Longitudinal 468 HN snapshots · 78 evals

Audit Trail 98 entries

2026-03-15 22:13	eval_success	Evaluated: Strong positive (0.69)	- -
2026-03-15 22:13	rater_validation_warn	Validation warnings for model claude-haiku-4-5-20251001: 0W 8R	- -
2026-03-15 22:13	eval	Evaluated by claude-haiku-4-5-20251001: +0.69 (Strong positive) 13,543 tokens
2026-03-15 21:41	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 21:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 21:41	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 21:40	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 21:40	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 21:00	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 21:00	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 21:00	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 20:58	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 20:58	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 20:23	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 20:23	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 20:23	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 20:21	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 20:21	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 19:48	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 19:48	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 19:48	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 19:45	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 19:45	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 19:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 19:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 19:11	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 19:06	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 19:06	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 18:26	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 18:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 18:26	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 18:17	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 18:17	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 17:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 17:01	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 15:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 15:51	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 15:24	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 15:12	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 14:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 14:37	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 14:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 13:56	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 13:35	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 13:19	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 12:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 12:40	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 12:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 12:02	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 11:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 11:22	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 10:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 10:39	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 10:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 09:58	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 09:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 09:15	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 08:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 08:33	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 08:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 07:50	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 07:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 07:07	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 06:54	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 06:32	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 06:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 05:57	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 05:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 05:22	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 05:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 04:47	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 04:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 04:12	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 03:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 03:37	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) 0.00
2026-03-15 03:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 02:57	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 02:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 02:20	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 02:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 01:45	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 01:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 01:14	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.04
2026-03-15 01:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 00:46	eval	Evaluated by llama-4-scout-wai-psq: +0.40 (Moderate positive) -0.04
2026-03-15 00:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-15 00:13	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-15 00:10	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
	reasoning Technical paper on knowledge representation
2026-03-14 23:44	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-14 23:35	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-14 23:03	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-14 22:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-14 22:00	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-14 21:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-14 20:57	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-14 20:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.
2026-03-14 19:47	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-14 19:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical paper on generalizing Knuth's pseudocode architecture to knowledge, no explicit human rights discussion.

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-15 23:47:17 UTC