DelistBench - Announcement Status (Web Search): leaderboard

DelistBench (Yao et al., 2026) asks LLMs to reconstruct security-level delisting announcement records for 1,200 securities as of a historical cutoff, a database-assurance task. This board scores only whether each security had a qualifying announcement by the cutoff, with the web search of each provider. Accuracy in percent; higher is better.

Metric: Announcement-status accuracy (%; whether each of 1,200 securities had a qualifying delisting announcement by the historical cutoff, three categories; invalid outputs and abstentions count as errors; web-enabled, provider search). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.6 Flash97.3#72
2DeepSeek V4 Flash (Non-reasoning)94.9#254 (DeepSeek V4 Flash)
3DeepSeek V4 Pro (High)94.7#181 (DeepSeek V4 Pro)
4GPT-5.6 Luna (Low)93.8#117 (GPT-5.6 Luna)
5Gemini 3.5 Flash Lite (Medium)92#300 (Gemini 3.5 Flash Lite)

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

Interactive version: theaggregate.ai/benchmark?slug=delistbench-announcement-status-web-search · How It Works · Data refreshed daily, snapshot 2026-11-12.