HELM Long Context - RULER SQuAD: leaderboard

HELM Long Context run of RULER SQuAD, extractive question answering embedded in long contexts (string match).

Metric: RULER String Match. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 (2025-04-14)88#250
2Gemini 2.0 Flash85#342
3GPT-4.1 Mini82#355
4Llama 4 Maverick Instruct FP878#414
5Gemini 2.0 Flash Lite77#450
6Nova Premier71#437
7Llama 4 Scout Instruct68#539
8Nova Pro59#569
9Nova Lite59#754
10GPT-4.1 Nano56#731

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-long-context-ruler-squad · How It Works · Data refreshed daily, snapshot 2026-10-20.