Code Migration Overall Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
55.065 %
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 Claude Fable 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 73.666 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
56.314 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
11.25 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
49.519 %
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 Claude Fable 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 88.561 % 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 Fable 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 56.07 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
88.522 %
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 Claude Fable 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 Fable 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 95 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
70.433 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
38.281 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
41.414 %
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 Fable 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
15.714 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
61.388 %
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 Claude Fable 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
Higher measured value 90.352 % 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 Claude Fable 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 60.087 % 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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
70.785 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
51.092 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
92.035 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
57.576 %
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 Claude Fable 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 91.775 % 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 Fable 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 33 % 8 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
13.333 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
40 %
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 Fable 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
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
54.635 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
40 %
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 Fable 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 85.362 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
45.694 %
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 Fable 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
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
90.224 %
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 Fable 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 86.863 % 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 Fable 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
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
68.433 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
50 %
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 Claude Fable 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
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 Claude Fable 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 73.666 % 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 Fable 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 4.442 / 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 Fable 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 68.865 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
43.986 %
Higher measured value 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
91.398 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
51.163 %
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 Claude Fable 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 92.064 % 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 Fable 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 76.803 % 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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
53.169 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
42.424 %
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 Claude Fable 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
10.526 %
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 Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
56.314 %
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 Claude Fable 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 65.863 % 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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
68.82 %
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 Claude Fable 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
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 Fable 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 91.374 % 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 Claude Fable 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 83.772 % 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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
70.994 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
25.926 %
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 Claude Fable 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
11.765 %
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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
11.25 %
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 Claude Fable 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 80.566 % 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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
77.263 %
Higher measured value 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 Claude Fable 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
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 Fable 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
LegalBench Rule Tasks Test details Test setup not documented as identical No direct winner Version: 1 Metric: accuracy Scoring: Higher is better Claude Fable 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 88.33 % 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 Claude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Muse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
39.433 %
Higher measured value 46.512 % Vals AI Source details Data as of: 10/12/2026