Fangcun DeepSeek 1017 Report - GDM Oversight Pattern domain review: leaderboard

Fangcun report 2610.35671v1, hosted API evaluations Oct 4–25 2026; Appendix A.1 exact model identities, maximum reasoning effort unless named otherwise, temperature 1/top_p 0.95. GLM 5.3 judge where required. API/format failures excluded by source; common cohort versus successfully completed denominators retained. Primary PDF printed values, not estimated plot heights. Page 40 native prose 45/50 and 10/50 domain-review trials; exact percent conversion. Lower source coverage-exploitation risk. Metric: Native rate (%).

Metric: Native rate (%). Source: arxiv.org. Saturation forecast: Around February 2028. 2 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V4.1 Flash (Max)20#36 (DeepSeek V4.1 Flash)
2DeepSeek V4.1 Flash (1017) (Max)90#25 (DeepSeek V4.1 Flash (1017))

No result here: #2 Claude Opus 5.5, #3 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=fangcun-deepseek-1017-report-gdm-oversight-pattern-domain-review · How It Works · Data refreshed daily, snapshot 2026-10-28.