Clarify-Then-Search (3 Questions): leaderboard

Metric: Nugget restoration score (0-100): mean restore_score_100, weighted nugget recall with partial credit against the static gold; three clarifying questions (k=3); 518 underspecified Baidu search queries; the evaluated model asks clarifying questions, a closed-book user answerer and a rewriter (ERNIE-4.5-Turbo-128K) build the rewritten query, WebDancer searches, and ERNIE-4.5-Turbo-128K judges coverage of weighted evidence-grounded gold nuggets. Source: arxiv.org. Saturation forecast: Around 2029. 7 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro27.13
2Claude Sonnet 4.527.03
3Kimi K226.57
4DeepSeek V3.226.49
5GPT-5.226.3
6Qwen 3 235B A22B Instruct26.24

Interactive version: theaggregate.ai/benchmark?slug=clarify-then-search-3-questions · How It Works · Data refreshed daily, snapshot 2026-09-29.