Benchmark Almanac

Beam 1.0

Beam 1.0 ranks first on LongBench v2.

Reflection Released 5 Oct 2026
49
Benchmarks with a score
1
Ranked first, out of five or more models
2
In the top three
Reflection Oct 2026

Beam 1.0

Open weights

150.2 #60 of 271
Epoch Capabilities Index
  • IFBench 79.7% #10 /70
  • SciCode 49.7% #10 /47
  • AA-LCR (Artificial Analysis Long Context Reasoning) 79.3% #2 /31

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
LongBench v2 66.9% #1 of 27 Model card
AA-LCR (Artificial Analysis Long Context Reasoning) 79.3% #2 of 31 Model card
IFBench 79.7% #10 of 70 Model card
Humanity's Last Exam 51.2% #33 of 147 Model card
LMArena (Elo) 1,436 #82 of 333 Official leaderboard

Math and science

BenchmarkScoreRankSource
GPQA Diamond 90.5% #25 of 284 Model card
AIME 2026 97.8% #4 of 34 Model card
CritPt 16.3% #7 of 14 Model card
ARC-AGI-2 23.5% #49 of 95 Official leaderboard
ARC-AGI 74% #50 of 92 Official leaderboard
ProofBench 18% #56 of 83 Epoch AI
MysteryMechanism 22.1% #21 of 29 Official leaderboard
ProofBench v1.1 18% #42 of 51 Official leaderboard

Coding

BenchmarkScoreRankSource
SWE-bench Verified 80.9% #9 of 150 Model card
SWE-Bench Pro 65.5% #12 of 77 Model card
SciCode 49.7% #10 of 47 Model card
SWE-bench Multilingual 78% #19 of 70 Model card
Vibe Code Bench 66.4% #49 of 115 Official leaderboard
Code Arena 1,436 #70 of 124 Official leaderboard
Code Migration v1.1 22.9% #25 of 29 Official leaderboard
DeepSWE 44.4% #46 of 51 Model card
IOI v2 (Vals) 22.8% #41 of 45 Official leaderboard
FrontierCode 2.0 2.90% #25 of 26 Official leaderboard
SWE Atlas 34.6% #11 of 11 Model card
SWE-Bench Pro V2 Hard 77.2% #1 of 1 Model card

Agents and tools

BenchmarkScoreRankSource
τ³-bench Banking 38% #4 of 20 Model card
MCP Atlas 78.7% #14 of 40 Model card
BrowseComp 77.4% #34 of 77 Model card
AutomationBench 37% #20 of 41 Model card
Terminal-Bench 2.1 80.1% #26 of 53 Model card
DeepSearchQA 80.1% #14 of 22 Model card
Agent Arena -0.05 #39 of 53 Official leaderboard

Professional work

BenchmarkScoreRankSource
APEX-Agents 48.8% #32 of 56 Epoch AI
Legal Research Bench 28.9% #55 of 88 Official leaderboard
Harvey LAB v1.1 (HLAB-Vals-1.1) 4.58% #27 of 33 Official leaderboard
Excel Modeling Benchmark v1.1 64.7% #31 of 37 Official leaderboard
Tax Agent Bench 8.81% #67 of 79 Official leaderboard
Vals Legal Index 61.8% #29 of 33 Official leaderboard
Vals Index v2.2 43.4% #29 of 32 Official leaderboard
Vals Finance Agent v2.1 51.8% #32 of 35 Official leaderboard
Vals Finance Index 46.5% #32 of 35 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Human Pathogen Capabilities Test v2 (HPCT v2) 59.6% #30 of 71 Official leaderboard
Agentic BAIM-LLM Evaluation (ABLE) 50.5% #9 of 16 Official leaderboard
TxBench-Antibody-Discovery 34% #20 of 28 Official leaderboard
TxBench-Oligo-Discovery 27.4% #24 of 28 Official leaderboard
TxBench-Preclinical-Pharmacology 39.7% #24 of 28 Official leaderboard
BioSecBench-Refusal 3.40% #19 of 22 Official leaderboard
OncologyBench 1.33% #29 of 30 Official leaderboard

Other

BenchmarkScoreRankSource
Vals Science Index 22% #23 of 23 Official leaderboard

Reflection's models over time

Reflection's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 75 100 125 150 175 2023 2024 2025 2026 2027 Beam 1.0 50 75 100 125 150 175 2023 2024 2025 2026 2027 Beam 1.0

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.