Agentic-OPD Study - DeepSearch - NQ: leaderboard

Agentic-OPD v1 Table1, unmodified base checkpoints only. DeepSearch exact-match percent, Wikipedia searchmax4turns, source-defined benchmarktestsets. RLtrained derivatives and unboundGPT5.6/DeepSeekV4.1 tiers omitted; no cross-generation inference.

Metric: Score (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 3B Instruct27.9#5206
2Qwen 2.5 7B Instruct26#2583
3Qwen 3 4B 2507 Instruct25.7#2174

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=agentic-opd-study-deepsearch-nq · How It Works · Data refreshed daily, snapshot 2026-11-12.