RAG-003RAG · Enough to answerlayaeval.ContextSufficiency

Context Sufficiency

Do the sources hold enough to answer without guessing?

FACTS NEEDED TO ANSWERHotel namePriceDates freeAddressEnough to answer
Simulation state:
When it passes

Enough to answer.

Threshold satisfied: evaluation score >= 0.50.

When it fails

Not enough — it would have to guess.

Violation detected: execution flagged for human review or fallback routing.

SDK Specification

ParameterValueDescription
ClassContextSufficiencyPython evaluator class in layaeval
Required Fields"query", "retrieved_context"Arguments expected in the call signature
Default Threshold>= 0.50Passes when quality score is at or above this value
CategoryRAG EvaluationEnough to answer (Is there enough in the pages to answer at all?)

Python Example

pip install layaeval
context-sufficiency.py
1from layaeval import ContextSufficiency
2
3metric = ContextSufficiency(threshold=0.50) # passes at or above 0.50
4
5res = metric(
6 query="What is the capital of France?",
7 retrieved_context="Paris is the capital of France, with 2.1M residents.",
8)
9
10print(res.passed, res.value, res.confidence)

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