LLM Reference
activeLong context

RULER

Metric: RULER Score (higher is better)Introduced: 2024

Flexible benchmark testing effective context utilization across 13 diverse long-context tasks including retrieval, multi-hop reasoning, and aggregation at configurable lengths.

Models ranked

1

tracked on this benchmark

Score band

96.3 – 96.3

best → lowest tracked

Snapshot trend

need ≥2 snapshots

Leaderboard

Tracked models ranked by RULER Score (higher is better).

Compare candidates
#Model variant and provenanceScore
1
Nemotron 3 Super-120B-A12B
Version: RULER (accuracy)Harness: Not recordedEvaluator: Not recordedObserved: Jun 7, 2026Confidence: Not recordedSource
96.3

How to read this benchmark

This benchmark scores models where higher is better. Use scores for directional filtering and shortlisting, not universal quality ranking; then validate pricing, context window, provider availability, and fit for your workload.

Trust this score when

  • There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
  • The model list covers the same version family you can actually deploy today.
  • Top candidates overlap with your required routing and feature requirements.

Be cautious when

  • There is only one benchmark snapshot or the dataset appears stale.
  • The benchmark metric direction is opposite of your decision objective.
  • The score difference between options is narrow and likely within implementation variance.

Related benchmarks

Last reviewed: Apr 15, 2026

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