AgentWebBench (Multi-Agent Coordination) - Web Search: leaderboard
Metric: NDCG@5 (%) on 354 MS MARCO Web Search queries whose relevant documents lie in the 100-website ClueWeb22-B corpus, LLM user agent under multi-agent coordination (the user agent plans multi-turn exchanges with website content agents, which retrieve within their own site and answer in natural language), thinking mode on; higher is better. Source: arxiv.org. Saturation forecast: Around May 2028. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 47.08 |
| 2 | GPT-5 Mini | 42.3 |
| 3 | DeepSeek V3.2 (Thinking) | 34.23 |
| 4 | Qwen 3 Next 80B A3B (Thinking) | 34.04 |
| 5 | Qwen 3 30B A3B 2507 (Thinking) | 29.72 |
| 6 | Qwen 3 14B | 27.9 |
| 7 | Qwen 3 4B 2507 (Thinking) | 27.04 |
Interactive version: theaggregate.ai/benchmark?slug=agentwebbench-multi-agent-coordination-web-search · How It Works · Data refreshed daily, snapshot 2026-10-07.