Code Migration Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
26.745 %
Higher measured value 61.033 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.548 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
57.861 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.5 %
Higher measured value 21.667 % Vals AI Source details Data as of: 10/12/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
30.769 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
83.602 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 55.825 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
76.574 %
Higher measured value 89.335 % Vals AI Source details Data as of: 10/13/2026
ProgramBench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: fully resolved rate Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
31 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
59.472 %
Higher measured value 73.748 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
21.652 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.061 %
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 Gemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
5.714 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
44.786 %
Higher measured value 64.566 % Vals AI Source details Data as of: 10/13/2026
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 Gemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
48.683 %
Higher measured value 85.996 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
17.175 %
Higher measured value 58.044 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
69.788 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
54.869 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
84.42 %
Higher measured value 94.928 % Vals AI Source details Data as of: 10/12/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
43.939 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
81.939 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
1.5 %
Vals AI Source details Data as of: 10/12/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
3.083 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.667 %
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 Gemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
25 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
27.148 %
Higher measured value 60.256 % Vals AI Source details Data as of: 10/13/2026
Code Migration COBOL Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
55.455 %
Higher measured value 70 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
80.921 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
45.706 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 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
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.126 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 88.675 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 0.5 % Vals AI Source details Data as of: 10/12/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
34.209 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 58.333 % 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 Gemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 11.111 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.548 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.789 / 5
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
58.36 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 48.782 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
78.495 %
Higher measured value 95.699 % Vals AI Source details Data as of: 10/12/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
27.907 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
76.014 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 56.356 % 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
26.444 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.061 %
Higher measured value 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 Gemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
5.263 %
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
57.861 %
Higher measured value 59.061 % Vals AI Source details Data as of: 10/13/2026
EMB LBO Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
46.47 %
Higher measured value 59.586 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Disclosure Analysis Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.948 %
Higher measured value 71.553 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Arbitration International Dispute Resolution · Task fully resolved Test details Test setup not documented as identical No direct winner Version: 1 Metric: task resolution rate Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 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
Legal Research Bench Business & Commercial · 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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
84.143 %
Higher measured value 89.811 % Vals AI Source details Data as of: 10/12/2026
LegalBench Rhetoric Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
83.384 %
Higher measured value 83.625 % Vals AI Source details Data as of: 10/13/2026
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 Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
61.648 %
Higher measured value 78.312 % Vals AI Source details Data as of: 10/12/2026
Terminal-Bench 4.0 Operations Test details Test setup not documented as identical No direct winner Version: 4.0 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
7.407 %
Higher measured value 48.148 % Vals AI Source details Data as of: 10/13/2026
Terminal-Bench Science Mathematical Sciences Test details Test setup not documented as identical No direct winner Version: 0.1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 41.176 % Vals AI Source details Data as of: 10/14/2026
Vals Index HLAB Test details Test setup not documented as identical No direct winner Version: 2.1 Metric: benchmark score Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.5 %
Higher measured value 21.667 % Vals AI Source details Data as of: 10/13/2026
EMB M&A Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
68.445 %
Higher measured value 78.304 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Earnings Analysis Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 79.013 % 78.596 %
Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Banking Finance · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
80.669 %
Higher measured value 92.565 % Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Civil Litigation · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
22.222 %
Higher measured value 44.444 % Vals AI Source details Data as of: 10/12/2026
LegalBench Rule Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 87.996 % 87.136 %
Vals AI Source details Data as of: 10/13/2026
Tax Agent Bench Fact-Pattern Analysis Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
16.279 %
Higher measured value 46.512 % Vals AI Source details Data as of: 10/12/2026