Reflection Beam Preview 2026-10-05 - AA-LCR: leaderboard

Oct5 prerelease evaluation, publisher says final red-teaming ongoing and weights forthcoming. Beam identity is date-qualified and never merged with final Oct16. Comparator exact printed model labels retained; effort/precision unreported. Public split and context-management qualifiers retained. NR cells explicitly pinned missing; a populated missing cell requires review. Metric: Score (%). Higher is better. Source: https://reflection.ai/blog/introducing-beam

Metric: Score (%). Source: reflection.ai. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K388.7#29
2DeepSeek V4.1 Flash84#35
3Qwen 3.8 Max80.3#31
4GLM-5.379.7#40
5Nemotron 3 Ultra79.3#240
6GLM-5.278.3#71
7Inkling77.3#123

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=reflection-beam-preview-2026-10-05-aa-lcr · How It Works · Data refreshed daily, snapshot 2026-10-17.