Meta Muse Glimmer 30B Card - BEAM-128K: leaderboard

BEAM long-context memory evaluation: 400 conversations of about 128K tokens, each probed with a single-turn recall question without tools and graded by GPT-5.4; mean pass@1 over four attempts. Meta Muse Glimmer 30B model card (August 2026); the methodology report gives internal runs for all three models, Glimmer at high reasoning and Gemma 4 31B and Qwen3.6-27B in thinking mode; percent, higher is better.

Metric: Mean Pass@1 (%). Source: huggingface.co. Saturation forecast: Around February 2027. 3 models tracked.

Top models

#ModelScoreOverall rank
1Muse Glimmer 30B (High)65.1#191 (Muse Glimmer 30B)
2Qwen 3.6 27B (Reasoning)63#182 (Qwen 3.6 27B)
3Gemma 4 31B (Reasoning)58.2#212 (Gemma 4 31B)

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

Interactive version: theaggregate.ai/benchmark?slug=meta-muse-glimmer-30b-card-beam-128k · How It Works · Data refreshed daily, snapshot 2026-11-05.