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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---
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entity_slug: productive_abilities
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evaluator: null
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evaluated_at: '2026-02-23T06:09:50.132455'
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overall_score: 1.6
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scores:
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- name: definition_precision
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value: 1.0
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max_value: 5.0
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rationale: There is no definition provided at all, making this entity completely
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imprecise. Without any definitional content, it's impossible to assess whether
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the concept is distinct or merely a vague umbrella term.
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- name: source_grounding
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value: 2.0
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max_value: 5.0
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rationale: While "productive abilities" could relate to Smith's discussions of labor
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productivity and skill development, without specific textual grounding or context
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provided, it's unclear whether this represents a concept Smith actually articulated
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or is an interpretive overlay. The complete absence of source chapter information
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further undermines confidence in its grounding.
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- name: domain_placement
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value: 1.0
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max_value: 5.0
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rationale: With no domain specified and no definition or context provided, it's
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impossible to assess whether this entity is correctly categorized. The entity
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exists in a conceptual vacuum without any thematic anchoring.
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- name: vsm_relevance
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value: 3.0
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max_value: 5.0
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rationale: '"Productive abilities" could potentially map to S1 (primary operations)
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as it likely relates to the operational capabilities of economic actors, but without
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a clear definition, this mapping remains speculative. The concept is not inherently
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VSM-neutral, but its current form makes precise placement impossible.'
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- name: explanatory_value
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value: 1.0
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max_value: 5.0
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rationale: Without any definition, context, or elaboration, this entity provides
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zero explanatory power. It merely presents a label without illuminating any mechanisms,
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relationships, or structural elements from Smith's work.
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---
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# Evaluation: Productive Abilities
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## definition_precision — 1.0 / 5.0
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There is no definition provided at all, making this entity completely imprecise. Without any definitional content, it's impossible to assess whether the concept is distinct or merely a vague umbrella term.
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## source_grounding — 2.0 / 5.0
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While "productive abilities" could relate to Smith's discussions of labor productivity and skill development, without specific textual grounding or context provided, it's unclear whether this represents a concept Smith actually articulated or is an interpretive overlay. The complete absence of source chapter information further undermines confidence in its grounding.
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## domain_placement — 1.0 / 5.0
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With no domain specified and no definition or context provided, it's impossible to assess whether this entity is correctly categorized. The entity exists in a conceptual vacuum without any thematic anchoring.
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## vsm_relevance — 3.0 / 5.0
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"Productive abilities" could potentially map to S1 (primary operations) as it likely relates to the operational capabilities of economic actors, but without a clear definition, this mapping remains speculative. The concept is not inherently VSM-neutral, but its current form makes precise placement impossible.
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## explanatory_value — 1.0 / 5.0
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Without any definition, context, or elaboration, this entity provides zero explanatory power. It merely presents a label without illuminating any mechanisms, relationships, or structural elements from Smith's work.
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