Reflection Beam Card - AutomationBench - public split only: leaderboard

Final Oct16 instruction-tuned releases. temp=0.7 top_p=0.99; three numeric variants MUST remain separate; no explicit reasoning effort documented for capability table. Public-only split and with/without tools/context management qualifiers remain in board names. Omniscience is an index, not percent. Avoid Oct5 pre-release scores. Use unique table parent IDs on official model-card HTML, validated against complete headers, row labels and widths; this avoids the README dark/light duplicate tables. Metric: Score (%). Higher is better. Source: https://reflection.ai/beam-model-card

Metric: Score (%). Source: reflection.ai. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScoreOverall rank
1Beam 1.0 (NVFP4)39.8
2Beam 1.0 (BF16)39.3
3Beam 1.0 (FP8)38.2

Interactive version: theaggregate.ai/benchmark?slug=reflection-beam-card-automationbench-public-split-only · How It Works · Data refreshed daily, snapshot 2026-10-17.