Judex
8 parameters, 12 scenarios for Turkish LLMs.
EvalOps Framework: an evaluation platform that compares models side by side using 8 parameters and 12 scenario sets. Define your own scenarios, run them continuously, share the results.
8 Evaluation Parameters
Adherence to complex multi-step instructions.
Factual answers and reference-grounded consistency.
Detection of harmful, manipulative, or non-compliant content.
Demographic, cultural, and social bias analysis.
Multi-step inference, symbolic logic, deep analysis.
Quality of expression, structure, audience fit.
Stability under prompt variation.
Ability to show reasoning and source.
- P01Instruction Following
Adherence to complex multi-step instructions.
- P02TruthfulnessFactual Alignment
Factual answers and reference-grounded consistency.
- P03Safety & Compliance
Detection of harmful, manipulative, or non-compliant content.
- P04Bias & Fairness
Demographic, cultural, and social bias analysis.
- P05Depth & Reasoning
Multi-step inference, symbolic logic, deep analysis.
- P06Clarity & CommunicationClarity of Communication
Quality of expression, structure, audience fit.
- P07RobustnessConsistency & Robustness
Stability under prompt variation.
- P08Explainability
Ability to show reasoning and source.
12 Evaluation Scenarios
- S01General Knowledge & Q&AKnowledge
- S02Technical Explanation & Expert ContentTechnical
- S03Educational & Instructional ContentEducation
- S04Health & Sensitive AdviceCritical
- S05Legal & Official InformationCritical
- S06Finance & Decision SupportCritical
- S07Creative Content GenerationCreative
- S08Harmful Content & Safety BoundarySafety
- S09Social Topics & BiasEthics
- S10Multilingual & Cross-cultural UseLanguage
- S11Prompt Variation & ConsistencyRobustness
- S12Justification & ExplainabilityExplainability
| Model | Instruction | Truthfulness | Safety | Overall |
|---|---|---|---|---|
| model-tr-large | 86 | 92 | 78 | 85 |
| model-x-7b | 74 | 81 | 70 | 75 |
| model-y-70b | 91 | 88 | 85 | 88 |
* Sample demo data · real results in the Judex panel