Facet-Probe - Evidence Chunk Order: leaderboard

Metric: Flip rate (% of items whose normalized answer changes across six sampled orderings of evidence passages in a flat context (HotpotQA, MuSiQue); lower is better). Source: arxiv.org. Saturation forecast: Around December 2026. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)13
2Gemini 3 Flash (Preview)20
3GPT-5.5 (Medium)23
4Claude Opus 4.7 (Thinking)24
5Claude Sonnet 4.6 (Thinking)28
6GPT-5.4 Mini (Medium)40
7Qwen 3.5 9B41
8Qwen 3.5 4B47
9Qwen 3.5 2B57
10MedGemma-4B-IT58
11Qwen 3.5 0.8B72

Interactive version: theaggregate.ai/benchmark?slug=facet-probe-evidence-chunk-order · How It Works · Data refreshed daily, snapshot 2026-09-26.