BioMysteryBench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Terminus 2, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Terminus 2, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 79.259 % 73.333 %
Vals AI Source details Data as of: 10/12/2026
Code Migration Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
57.473 %
Higher measured value 61.033 % Vals AI Source details Data as of: 10/12/2026
CyberBench v1.1 Overall Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
65.357 %
Higher measured value 73.631 % Vals AI Source details Data as of: 10/12/2026
EMB Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 73.556 % 71.917 %
Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Overall Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
58.633 %
Higher measured value 59.061 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Overall · Task fully resolved Test details Test setup not documented as identical No direct winner Version: 1 Metric: task resolution rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.667 %
Higher measured value 21.667 % Vals AI Source details Data as of: 10/12/2026
IOI Overall Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 84.333 % 79.833 %
Vals AI Source details Data as of: 10/14/2026
Legal Research Bench Overall · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 55.288 % 53.365 %
Vals AI Source details Data as of: 10/12/2026
LegalBench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
86.974 %
Higher measured value 87.418 % Vals AI Source details Data as of: 10/13/2026
MedCode Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 63.57 % 49.932 %
Vals AI Source details Data as of: 10/13/2026
MedScribe Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 90.985 % 89.335 %
Vals AI Source details Data as of: 10/13/2026
MysteryMechanism Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 37.387 % 35.135 %
Vals AI Source details Data as of: 10/12/2026
ProgramBench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: fully resolved rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0.5 %
Vals AI Source details Data as of: 10/12/2026
ProofBench Overall Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 99 % 94 %
Vals AI Source details Data as of: 10/12/2026
Public Benefits Bench v1.1 Overall Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 76.928 % 73.748 %
Vals AI Source details Data as of: 10/12/2026
SRE Bench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: fully solved rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 12.214 % 11.832 %
Vals AI Source details Data as of: 10/14/2026
Tax Agent Bench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 45.548 % 42.997 %
Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 4.0 Overall Test details Test setup not documented as identical No direct winner Version: 4.0 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
53.535 %
Higher measured value 58.081 % Vals AI Source details Data as of: 10/13/2026
Terminal-Bench Science Overall Test details Test setup not documented as identical No direct winner Version: 0.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
27.143 %
Higher measured value 37.143 % Vals AI Source details Data as of: 10/14/2026
Vals Index Overall Test details Test setup not documented as identical No direct winner Version: 2.1 Metric: weighted index score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.674 %
Higher measured value 64.566 % Vals AI Source details Data as of: 10/13/2026
Vibe Code Bench 1-100 Overall Test details Test setup not documented as identical No direct winner Version: 1.0 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
28.533 %
Higher measured value 33.978 % Vals AI Source details Data as of: 10/14/2026
Vibe Code Bench v1.1 Overall Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Harness: OpenHands Muse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 88.404 % 85.996 %
Vals AI Source details Data as of: 10/12/2026
BioMysteryBench Hard Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Terminus 2, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Terminus 2, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 43.137 % 33.333 %
Vals AI Source details Data as of: 10/12/2026
Code Migration CLI Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
53.297 %
Higher measured value 58.044 % Vals AI Source details Data as of: 10/12/2026
CyberBench v1.1 Patch Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 85.714 % 83.929 %
Vals AI Source details Data as of: 10/12/2026
EMB Comps Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
75.171 %
Higher measured value 80.89 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Adjustments Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
54.617 %
Higher measured value 56.668 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Antitrust Competition · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.319 %
Higher measured value 94.928 % Vals AI Source details Data as of: 10/12/2026
IOI IOI 2024 Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 100 % 75.333 %
Vals AI Source details Data as of: 10/14/2026
Legal Research Bench Administrative / Regulatory · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 65.152 % 63.636 %
Vals AI Source details Data as of: 10/12/2026
LegalBench Conclusion Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 91.56 % 90.323 %
Vals AI Source details Data as of: 10/13/2026
ProgramBench Almost Resolved Test details Test setup not documented as identical No direct winner Version: 1 Metric: almost-resolved rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 41.5 % 8 %
Vals AI Source details Data as of: 10/12/2026
SRE Bench Capability Score Test details Test setup not documented as identical No direct winner Version: 1 Metric: capability score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 31.107 % 17.748 %
Vals AI Source details Data as of: 10/14/2026
Tax Agent Bench Controversy & Precedence Analysis Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
23.295 %
Higher measured value 26.667 % Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 4.0 Hardware Test details Test setup not documented as identical No direct winner Version: 4.0 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
33.333 %
Higher measured value 46.667 % Vals AI Source details Data as of: 10/13/2026
Terminal-Bench Science Earth Sciences Test details Test setup not documented as identical No direct winner Version: 0.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
12.5 %
Higher measured value 62.5 % Vals AI Source details Data as of: 10/14/2026
Vals Index Code Migration Test details Test setup not documented as identical No direct winner Version: 2.1 Metric: benchmark score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
56.68 %
Higher measured value 60.256 % Vals AI Source details Data as of: 10/13/2026
BioMysteryBench Human-solvable Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Terminus 2, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Terminus 2, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 87.671 % 82.648 %
Vals AI Source details Data as of: 10/12/2026
Code Migration COBOL Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/12/2026
CyberBench v1.1 PoC Test details Test setup not documented as identical No direct winner Version: 1.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
45 %
Higher measured value 63.333 % Vals AI Source details Data as of: 10/12/2026
EMB Dataroom Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 87.681 % 85.257 %
Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) All-Pass Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
47.708 %
Higher measured value 49.037 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Antitrust Competition · Task fully resolved Test details Test setup not documented as identical No direct winner Version: 1 Metric: task resolution rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 20 % Vals AI Source details Data as of: 10/12/2026
IOI IOI 2025 Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 87.167 % 85.5 %
Vals AI Source details Data as of: 10/14/2026
Legal Research Bench Administrative / Regulatory · Weighted partial credit Test details Test setup not documented as identical No direct winner Version: 1 Metric: weighted partial-credit score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
92.676 %
Higher measured value 92.809 % Vals AI Source details Data as of: 10/12/2026
LegalBench Interpretation Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 85.84 % 84.991 %
Vals AI Source details Data as of: 10/13/2026
ProgramBench Fully Resolved Test details Test setup not documented as identical No direct winner Version: 1 Metric: fully resolved rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0.5 %
Vals AI Source details Data as of: 10/12/2026
SRE Bench Fully Solved Test details Test setup not documented as identical No direct winner Version: 1 Metric: fully solved rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 12.214 % 11.832 %
Vals AI Source details Data as of: 10/14/2026
Tax Agent Bench Controversy & Precedence Analysis Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
70.021 %
Higher measured value 76.097 % Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 4.0 Media Test details Test setup not documented as identical No direct winner Version: 4.0 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/13/2026
Terminal-Bench Science Engineering Sciences Test details Test setup not documented as identical No direct winner Version: 0.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/14/2026
Vals Index EMB Test details Test setup not documented as identical No direct winner Version: 2.1 Metric: benchmark score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 73.556 % 71.917 %
Vals AI Source details Data as of: 10/13/2026
Code Migration Code Quality Test details Test setup not documented as identical No direct winner Version: 1 Metric: mean reviewer code-quality rating Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 4.75 / 5 4.244 / 5
Vals AI Source details Data as of: 10/12/2026
EMB DCF Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 70.018 % 66.579 %
Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Comparables Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 47.42 % 46.809 %
Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Arbitration International Dispute Resolution · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
90.323 %
Higher measured value 95.699 % Vals AI Source details Data as of: 10/12/2026
IOI IOI 2026 Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
65.833 %
Higher measured value 78.667 % Vals AI Source details Data as of: 10/14/2026
Legal Research Bench Business & Commercial · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 62.791 % 58.14 %
Vals AI Source details Data as of: 10/12/2026
LegalBench Issue Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 91.878 % 91.014 %
Vals AI Source details Data as of: 10/13/2026
ProgramBench Raw Pass Rate Test details Test setup not documented as identical No direct winner Version: 1 Metric: raw test pass rate Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 82.273 % 24.187 %
Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Current & Temporal Analysis Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
49.879 %
Higher measured value 56.614 % Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 4.0 ML Test details Test setup not documented as identical No direct winner Version: 4.0 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 72.727 % 66.667 %
Vals AI Source details Data as of: 10/13/2026
Terminal-Bench Science Life Sciences Test details Test setup not documented as identical No direct winner Version: 0.1 Metric: accuracy Scoring: Higher is better Claude Opus 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
31.579 %
Higher measured value 36.842 % Vals AI Source details Data as of: 10/14/2026
Vals Index Finance Agent v2 Test details Test setup not documented as identical No direct winner Version: 2.1 Metric: benchmark score Scoring: Higher is better Claude Opus 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
58.633 %
Higher measured value 59.061 % Vals AI Source details Data as of: 10/13/2026