Beyond Confidence: Test-Time Scaling for Multi-Turn Search Agents via Retrieval Grounding

Hyunho Kook, Junhyuk So, Tianyu Fu +2

Confidence-based voting aggregates parallel LLM rollouts by weighting each with internal signals such as token log probabilities, and has been actively studied for single-turn reas…