feat(example): add per-entity LLM evaluations for 985 WoN entities (S3.3)

Batch evaluation of all 988 entities via OpenRouter. 984 succeeded on
first pass; 3 failed (network errors). eval-summary --update-metrics
written with per_entity_mean=3.9556.

Viability dashboard: 6/6 PASS
  redundancy_ratio   0.0061  (max 0.10)
  coverage_ratio     0.6190  (min 0.40)
  coherence_comps    0.0000  (max 3)
  consistency_cycles 0.0000  (max 0)
  granularity_entropy 2.6748 (min 1.0)
  per_entity_mean    3.9556  (min 3.5)

Dimension breakdown (mean across 985 entities):
  definition_precision  3.62
  source_grounding      4.36
  domain_placement      4.56
  vsm_relevance         3.31
  explanatory_value     3.94

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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---
entity_slug: economy_in_taxation
evaluator: null
evaluated_at: '2026-02-23T05:22:23.331576'
overall_score: 4.2
scores:
- name: definition_precision
value: 4.0
max_value: 5.0
rationale: The definition clearly captures a distinct principle about minimizing
collection costs and economic distortion in taxation. It avoids circularity and
specifies measurable criteria (cost not exceeding revenue, avoiding discouragement
of productive activity).
- name: source_grounding
value: 5.0
max_value: 5.0
rationale: This directly corresponds to Smith's fourth maxim of taxation as explicitly
stated in Book V, Chapter 2. Smith indeed emphasizes that taxes should be collected
efficiently without excessive administrative costs or economic interference.
- name: domain_placement
value: 5.0
max_value: 5.0
rationale: '"General Theory" is the appropriate domain placement as this represents
one of Smith''s fundamental theoretical principles of taxation rather than a specific
application or institutional arrangement. It belongs squarely in his systematic
treatment of tax theory.'
- name: vsm_relevance
value: 3.0
max_value: 5.0
rationale: This principle has some relevance to S3 (internal regulation/audit) regarding
efficient resource allocation and monitoring, but it's primarily a normative guideline
rather than a structural system component. It's more of a design principle than
a functional system element.
- name: explanatory_value
value: 4.0
max_value: 5.0
rationale: "This entity illuminates an important mechanism in Smith's tax theory\u2014\
the relationship between collection efficiency and overall economic welfare. It\
\ explains how taxation design affects both government revenue and economic productivity,\
\ providing genuine analytical insight beyond mere description."
---
# Evaluation: Economy In Taxation
## definition_precision — 4.0 / 5.0
The definition clearly captures a distinct principle about minimizing collection costs and economic distortion in taxation. It avoids circularity and specifies measurable criteria (cost not exceeding revenue, avoiding discouragement of productive activity).
## source_grounding — 5.0 / 5.0
This directly corresponds to Smith's fourth maxim of taxation as explicitly stated in Book V, Chapter 2. Smith indeed emphasizes that taxes should be collected efficiently without excessive administrative costs or economic interference.
## domain_placement — 5.0 / 5.0
"General Theory" is the appropriate domain placement as this represents one of Smith's fundamental theoretical principles of taxation rather than a specific application or institutional arrangement. It belongs squarely in his systematic treatment of tax theory.
## vsm_relevance — 3.0 / 5.0
This principle has some relevance to S3 (internal regulation/audit) regarding efficient resource allocation and monitoring, but it's primarily a normative guideline rather than a structural system component. It's more of a design principle than a functional system element.
## explanatory_value — 4.0 / 5.0
This entity illuminates an important mechanism in Smith's tax theory—the relationship between collection efficiency and overall economic welfare. It explains how taxation design affects both government revenue and economic productivity, providing genuine analytical insight beyond mere description.