VIBE
VIBE is a benchmark for entity-centered affective profiling of LLM outputs in Valence-Arousal-Dominance space, introducing a measurement contract with scalar favorability, response-level and target-directed VAD, and an Affective Passport reporting format.
- Released
- 2026-08-04
- Readiness
- Paper only
- Primary field
- General AI
Why it matters
Existing sentiment and emotion benchmarks do not combine target-directed VAD attribution with an explicit scorer contract and passport reporting. VIBE provides a standardized way to report affective profiles, supporting practice-oriented evaluation.
Motivation
Large language models routinely describe socially salient targets, including political figures, countries, religions, organizations, historical events, and social groups, encoding affective framing alongside factual content: a target may appear favorable or threatening, calm or conflictual, powerful or vulnerable.
Primary resources
Benchmark Radar records only publicly supported details and links back to primary sources for verification.