Skilirium

Define business terms

Activity 2 of 8 in Data modelling · Occupation: Data modeller

The outcome: defines business terms in a glossary, free of circularity, homonyms and hidden rules.

Builds on: Capture data requirements.

Which AI model is best at define business terms?

Best result for define business terms: gpt-6-astra (92% test score). Best value: gpt-6.1-sol (92%, within 5 points of the best at $0.077 per run instead of $0.45).

ModelProviderTierTest scoreKnobits mastered (expected)Cost per test run
gemini-4-argonGoogleFlagship85% 88%$0.062
gemini-3.1-pro-previewGoogleFlagship67% 81%$0.20
gpt-6-astraOpenAIFlagship92% 94%$0.45
claude-fable-5-1AnthropicFlagship92% 99%$0.85
gemini-3.8-flashGoogleMid tier85% 94%$0.045
gpt-6.1-solOpenAIMid tier92% 94%$0.077
claude-sonnet-5-5AnthropicMid tier82% 98%$0.23
gemini-3.5-flash-liteGoogleLow cost48% 68%$0.008
gpt-6-lunaOpenAILow cost66% 73%$0.005
claude-haiku-5-5AnthropicLow cost50% 82%$0.018

Test score: mean rubric score on the test tasks for this activity. Knobits mastered: expected share of the activity's knobits the model masters. Cost: mean API cost of one test run at list prices. Method and caveats.

The 20 knobits of this activity

12 that AI does well, 4 it does partly, and 0 where people still lead.

IDKnobitTypeAI exposure (models mastering)
K-201Recognises a definition circular within itselfSkillAI does this well 7/10
K-202Recognises terms defined by each otherSkillAI does this well 7/10
K-203Recognises a negative definitionSkillAI does this partly 3/10
K-204Recognises a definition too broad for its conceptSkillAI does this partly 6/10
K-205Recognises a definition too narrow for its conceptSkillAI does this well 9/10
K-206Recognises a general concept tied to one subject fieldSkillNot tested yet
K-207Recognises a part concept tied to one wholeSkillNot tested yet
K-208Recognises an incomplete extensional definitionSkillAI does this well 10/10
K-209Recognises a hidden definition of a second conceptSkillAI does this partly 5/10
K-210Recognises a definition without a superordinate conceptSkillNot tested yet
K-211Recognises a definition carrying non-defining contentSkillAI does this partly 4/10
K-212Recognises a definition failing the substitution testSkillAI does this well 10/10
K-251Explains intensional definition by superordinate concept and delimiting characteristicsKnowledgeAI does this well 10/10
K-252Explains the substitution principle for definitionsKnowledgeAI does this well 10/10
K-253Explains generic and partitive concept relationsKnowledgeAI does this well 10/10
K-254Explains extensional definitions and their completenessKnowledgeAI does this well 10/10
K-255Explains circularity in definitions and concept systemsKnowledgeAI does this well 7/10
K-256Explains essential and delimiting characteristicsKnowledgeAI does this well 10/10
K-257Explains subject fields and field-specific conceptsKnowledgeNot tested yet
K-213Writes an intensional definition of a business termSkillAI does this well 10/10