Code Migration Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
39.892 %
Higher measured value 62.552 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
60.154 %
Higher measured value 67.084 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
51.035 %
Higher measured value 56.637 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
5 %
Higher measured value 17.083 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
38.462 %
Higher measured value 50.481 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
62.449 %
Higher measured value 70.23 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
25.84 %
Higher measured value 36.269 % Vals AI Source details Data as of: 10/12/2026
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 Sonnet 4.6: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
51.476 %
Higher measured value 83.089 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
30.333 %
Higher measured value 60.07 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
61.52 %
Higher measured value 79.488 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
48.92 %
Higher measured value 52.67 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.319 %
Higher measured value 93.841 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: 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
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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
10 %
Higher measured value 20 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
68.571 %
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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
78.493 %
Higher measured value 79.232 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
38.795 %
Higher measured value 45.936 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
86.797 %
Higher measured value 90.571 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
57.949 %
Higher measured value 71.362 % Vals AI Source details Data as of: 10/12/2026
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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
3.997 / 5
Higher measured value 4.061 / 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
38.28 %
Higher measured value 51.035 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
41.003 %
Higher measured value 47.933 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
85.663 %
Higher measured value 92.473 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
34.884 %
Higher measured value 48.837 % 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
33.151 %
Higher measured value 50 % Vals AI Source details Data as of: 10/12/2026
EMB LBO Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
52.536 %
Higher measured value 60.69 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
65.77 %
Higher measured value 67.252 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 87.972 % 86.88 %
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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
66.078 %
Higher measured value 77.655 % Vals AI Source details Data as of: 10/12/2026
EMB M&A Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
70.503 %
Higher measured value 76.852 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
65.119 %
Higher measured value 76.768 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
91.45 %
Higher measured value 94.424 % 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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
29.63 %
Higher measured value 37.037 % Vals AI Source details Data as of: 10/12/2026
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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
23.256 %
Higher measured value 39.535 % Vals AI Source details Data as of: 10/12/2026
EMB Misc Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 61.691 % 56.936 %
Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Financial Modeling Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
17.561 %
Higher measured value 22.515 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Banking Finance · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: 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 Civil Litigation · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.434 %
Higher measured value 89.018 % Vals AI Source details Data as of: 10/12/2026
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 Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
56.703 %
Higher measured value 67.563 % Vals AI Source details Data as of: 10/12/2026
EMB Operating Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
58.056 %
Higher measured value 65.354 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) General Qualitative Analysis Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 71.557 % 70.779 %
Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Bankruptcy Restructuring · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
85.813 %
Higher measured value 89.965 % Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Constitutional / Civil Rights · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
34.211 %
Higher measured value 39.474 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Forms & Filings Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.417 %
Higher measured value 23.333 % Vals AI Source details Data as of: 10/12/2026
EMB Scratch Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
64.751 %
Higher measured value 69.002 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) General Quantitative Analysis Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
72.004 %
Higher measured value 77.605 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Bankruptcy Restructuring · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Constitutional / Civil Rights · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.871 %
Higher measured value 89.259 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Forms & Filings Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
65.556 %
Higher measured value 69.85 % Vals AI Source details Data as of: 10/12/2026
EMB Template Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
55.17 %
Higher measured value 65.731 % Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Market Analysis Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
58.461 %
Higher measured value 62.116 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Capital Markets · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
86.667 %
Higher measured value 92.941 % Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Criminal · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
36.842 %
Higher measured value 43.86 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Numbers & Calculations Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2) Precedents Test details Test setup not documented as identical No direct winner Version: 2 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
18.923 %
Higher measured value 32.094 % Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Capital Markets · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Criminal · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
85.796 %
Higher measured value 87.417 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Numbers & Calculations Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value 80.451 % 74.438 %
Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Corporate Governance · Criteria passed Test details Test setup not documented as identical No direct winner Version: 1 Metric: criteria pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
86.986 %
Higher measured value 95.548 % Vals AI Source details Data as of: 10/12/2026
Legal Research Bench Family · All-pass Test details Test setup not documented as identical No direct winner Version: 1 Metric: all-pass rate Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
27.273 %
Higher measured value 36.364 % Vals AI Source details Data as of: 10/12/2026
Tax Agent Bench Rule & Source Lookup Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent Benchmark Corporate Governance · 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 Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value 20 % Vals AI Source details Data as of: 10/12/2026