AgentWebBench (LLM-Selected Tools) - 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 tool-based prompted selection (the user agent chooses websites from their descriptions and calls a per-website dense retrieval tool, no content agents), thinking mode on; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 49.07 |
| 2 | GPT-5 Mini | 42.55 |
| 3 | DeepSeek V3.2 (Thinking) | 36.17 |
| 4 | Qwen 3 Next 80B A3B (Thinking) | 34.3 |
| 5 | Qwen 3 30B A3B 2507 (Thinking) | 33.29 |
| 6 | Qwen 3 4B 2507 (Thinking) | 33.21 |
| 7 | Qwen 3 14B | 31.12 |
Interactive version: theaggregate.ai/benchmark?slug=agentwebbench-llm-selected-tools-web-search · How It Works · Data refreshed daily, snapshot 2026-10-07.