PredicateLongBench - Near-Sorted Decoys (LongBench): leaderboard

Metric: Accuracy (%; share of the 93 LongBench v2 documents under 170K tokens used as word lists whose answer is exactly the one word sequence satisfying the predicate, locate the sorted run among 8 same-length near-sorted decoys scattered through the context; up to 16K output tokens including reasoning, an answer past the cap counts as wrong). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Claude Opus 4.6 (Thinking)49
2GPT-5.4 (High)36
3Gemini 3.1 Pro (Preview) (High)11
4GLM-5.12
5GPT-5.4 (Non-reasoning)1
6Claude Opus 4.60
7Qwen 3.5 397B A17B0
8MiniMax-M2.70
9Gemini 3.1 Pro (Preview) (Low)0

Interactive version: theaggregate.ai/benchmark?slug=predicatelongbench-near-sorted-decoys-longbench · How It Works · Data refreshed daily, snapshot 2026-09-29.