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: bank_credit_cycles
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evaluator: null
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evaluated_at: '2026-02-23T00:37:51.279509'
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overall_score: 4.0
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scores:
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- name: definition_precision
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value: 4.0
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max_value: 5.0
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rationale: The definition clearly describes a specific economic phenomenon - recurring
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patterns of credit expansion followed by contraction in banking systems. It avoids
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circularity and identifies the key mechanism of over-extension followed by corrective
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restriction.
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- name: source_grounding
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value: 3.0
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max_value: 5.0
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rationale: While Smith does discuss banking behavior and credit in Book II, Chapter
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2, the specific framing of "cycles" as a recurring systemic pattern may impose
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a more modern analytical framework than Smith explicitly articulated. Smith focuses
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more on individual bank behaviors than cyclical patterns.
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- name: domain_placement
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value: 5.0
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max_value: 5.0
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rationale: '"General Theory" is the appropriate domain placement as this concept
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deals with broad systemic patterns in banking and their economy-wide effects,
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rather than specific operational mechanisms or particular institutional arrangements.'
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- name: vsm_relevance
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value: 4.0
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max_value: 5.0
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rationale: This entity maps well to S2 (coordination/anti-oscillation) as it directly
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concerns oscillatory behavior in the banking system that affects economic coordination.
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It also has relevance to S4 (intelligence) regarding how banks respond to environmental
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conditions.
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- name: explanatory_value
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value: 4.0
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max_value: 5.0
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rationale: The entity provides genuine explanatory power by identifying a structural
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mechanism that connects individual bank decision-making to broader economic effects.
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It illuminates how micro-level banking behaviors aggregate into macro-level economic
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patterns rather than merely naming a surface phenomenon.
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---
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# Evaluation: Bank Credit Cycles
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## definition_precision — 4.0 / 5.0
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The definition clearly describes a specific economic phenomenon - recurring patterns of credit expansion followed by contraction in banking systems. It avoids circularity and identifies the key mechanism of over-extension followed by corrective restriction.
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## source_grounding — 3.0 / 5.0
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While Smith does discuss banking behavior and credit in Book II, Chapter 2, the specific framing of "cycles" as a recurring systemic pattern may impose a more modern analytical framework than Smith explicitly articulated. Smith focuses more on individual bank behaviors than cyclical patterns.
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## domain_placement — 5.0 / 5.0
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"General Theory" is the appropriate domain placement as this concept deals with broad systemic patterns in banking and their economy-wide effects, rather than specific operational mechanisms or particular institutional arrangements.
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## vsm_relevance — 4.0 / 5.0
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This entity maps well to S2 (coordination/anti-oscillation) as it directly concerns oscillatory behavior in the banking system that affects economic coordination. It also has relevance to S4 (intelligence) regarding how banks respond to environmental conditions.
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## explanatory_value — 4.0 / 5.0
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The entity provides genuine explanatory power by identifying a structural mechanism that connects individual bank decision-making to broader economic effects. It illuminates how micro-level banking behaviors aggregate into macro-level economic patterns rather than merely naming a surface phenomenon.
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