DETOUR (Text, No Memory Agent): leaderboard

Metric: Accuracy (%) on the 254 DETOUR queries without an input file (DETOUR tip-of-the-tongue known-item search answered without the memory agent (ablation: the query, optional input file and a web search tool only, with the BLUR tip-of-the-tongue prompt); GPT-4o judges the final answer against the annotated entity; one run, temperature 0; each model searches with a DuckDuckGo tool except GPT-5, which used OpenAI's native web-search-preview tool); higher is better. Source: arxiv.org. Saturation forecast: Around September 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-531.2#91
2Kimi K2 (Thinking)26.57#236 (Kimi K2)
3Claude Sonnet 4.524.44#138
4Gemini 2.5 Pro19.45#145
5Qwen 3 Next 80B A3B (Thinking)18.8#306 (Qwen 3 Next 80B A3B)
6Llama 4 Maverick10.76#451
7Llama 4 Scout8.48#646

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=detour-text-no-memory-agent · How It Works · Data refreshed daily, snapshot 2026-10-11.