2026-10-20UPDATEPlatform updated: 52 models tracked across 42 independent benchmarks including CorpFin • 2026-10-20BENCHCorpFin added to benchmark suite — long credit agreement comprehension evaluations live • 2026-10-19MODELClaude Sonnet 5.5 and Opus 5.5 achieve 75.9% and 75.8% on Excel Modeling Benchmark v1.1 • 2026-10-19MODELTax Agent Bench updated: Claude Fable 5.1 (49.2%) and Gemini 4 Argon (44.6%) lead corporate tax research • 2026-10-18MODELGemini 4 Argon claims #1 rank on Finance Agent (v2) with 65.4% • 2026-10-13MODELGoogle launches Gemini 4 Argon with 1M-token output limit and native multimodal reasoning • 2026-10-06MODELAnthropic completes Claude 5.5 generation with Claude Haiku 5.5, Opus 5.5, and Sonnet 5.5 • 2026-10-20UPDATEPlatform updated: 52 models tracked across 42 independent benchmarks including CorpFin • 2026-10-20BENCHCorpFin added to benchmark suite — long credit agreement comprehension evaluations live • 2026-10-19MODELClaude Sonnet 5.5 and Opus 5.5 achieve 75.9% and 75.8% on Excel Modeling Benchmark v1.1 • 2026-10-19MODELTax Agent Bench updated: Claude Fable 5.1 (49.2%) and Gemini 4 Argon (44.6%) lead corporate tax research • 2026-10-18MODELGemini 4 Argon claims #1 rank on Finance Agent (v2) with 65.4% • 2026-10-13MODELGoogle launches Gemini 4 Argon with 1M-token output limit and native multimodal reasoning • 2026-10-06MODELAnthropic completes Claude 5.5 generation with Claude Haiku 5.5, Opus 5.5, and Sonnet 5.5 •
Domain
42 benchmarks
Forensic financial verification across 50,000 synthetic transaction records spanning four complexity levels from deterministic aggregation to strategic impact modelling.
24 tasks
9 models evaluated
VerificationForensic
1avae-2-0
100.0%
2Claude Opus 4.7
73.0%
3GPT-5.5
71.0%
4Gemini 3.1 Pro
69.0%
FinanceBenchmark (2026)9 / 51 models · Weight: 30 in FB Score
Core financial analyst tasks and equity research evaluated using the Finance Agent (FAB v2) harness.
Variable tasks
44 models evaluated
Agent Tasks
1Gemini 4 Argon
65.4%
2Gemini 3.8 Flash
61.4%
3Muse Spark 1.2
60.6%
4Muse Spark 1.3 Max
60.0%
VALS (2026)44 / 51 models · Weight: 30 in FB Score
Holistic evaluation index measuring agent accuracy, reasoning, coding, and specialized domain proficiency.
Variable tasks
22 models evaluated
VerificationNumericalAgent Tasks
1Claude Opus 5
67.2%
2Claude Fable 5
66.0%
3GPT-5.6 Sol
63.7%
4GPT-5.6 Luna
59.9%
VALS (2026)22 / 51 models · Weight: 30 in FB Score
Financial question answering over real earnings documents and financial statements.
150 tasks
8 models evaluated
Document QA
1GPT-5.5
91.0%
2Claude Opus 4.7
88.0%
3Gemini 3.1 Pro
86.0%
4DeepSeek V4 Pro
85.0%
arXiv:2311.119448 / 51 models · Weight: 20 in FB Score
FinQATier 2
Numerical reasoning over financial documents requiring multi-step computation.
8,281 tasks
8 models evaluated
Numerical
1DeepSeek V4 Pro
87.0%
2Claude Opus 4.7
84.0%
3GPT-5.5
82.0%
4Gemini 3.1 Pro
80.0%
arXiv:2109.001228 / 51 models · Weight: 20 in FB Score
ConvFinQATier 2
Multi-turn conversational financial reasoning over earnings documents.
3,892 tasks
8 models evaluated
Document QA
1GPT-5.5
88.0%
2Claude Opus 4.7
86.0%
3DeepSeek V4 Pro
83.0%
4Gemini 3.1 Pro
82.0%
arXiv:2210.038498 / 51 models · Weight: 20 in FB Score
Evaluates financial calculations and regulatory tax computations on complex mortgage agreements.
Variable tasks
22 models evaluated
NumericalForensic
1Claude Opus 5
72.1%
2Claude Fable 5.1
70.8%
3Claude Opus 4.7
70.3%
4Claude Sonnet 5
70.0%
VALS (2026)22 / 51 models · Weight: 20 in FB Score
Comprehensive benchmark for corporate and individual tax code interpretation and compliance reasoning.
Variable tasks
24 models evaluated
VerificationForensic
1Muse Spark 1.2
80.4%
2Muse Spark 1.1
79.7%
3Claude Fable 5
76.9%
4GPT-5.6 Luna
76.2%
VALS (2026)24 / 51 models · Weight: 20 in FB Score
Graduate-level Google-proof Q&A benchmark across physics, chemistry, biology, and math.
198 tasks
20 models evaluated
NumericalVerification
1GPT-5.6 Sol
95.2%
2Grok 4.6
94.7%
3Qwen 3.8 Max
93.7%
4Claude Opus 5
93.4%
arXiv:2311.1202220 / 51 models · Weight: 20 in FB Score
MMLU ProTier 2
Robust multi-task language understanding reasoning benchmark with reasoning-focused questions.
12,000 tasks
21 models evaluated
NumericalVerification
1Claude Opus 5
91.6%
2Claude Fable 5
91.5%
3Grok 4.6
89.4%
4Grok 4.5
89.2%
arXiv:2406.0157421 / 51 models · Weight: 20 in FB Score
SWE-benchTier 2
Software engineering benchmark evaluating resolution of real-world GitHub issues.
2,294 tasks
22 models evaluated
Agent Tasks
1Claude Opus 5
97.0%
2DeepSeek V4 Pro (0813)
96.4%
3GPT-5.6 Sol
96.2%
4Grok 4.6
95.6%
arXiv:2310.0677022 / 51 models · Weight: 20 in FB Score
CorpFinTier 2
Evaluates understanding and reasoning over long-context credit agreements and complex syndicated loan documentation (CorpFin v2).
134 tasks
13 models evaluated
ForensicVerification
1Claude Opus 5
73.2%
2Claude Fable 5
71.8%
3Kimi K3
71.6%
4Muse Spark 1.1
71.3%
VALS (2026)13 / 51 models · Weight: 20 in FB Score
FinBenTier 3
Holistic financial benchmark covering 35 tasks across 23 financial datasets.
35 tasks
8 models evaluated
Multi-domain
1Gemini 3.1 Pro
85.0%
2Claude Opus 4.7
81.0%
3GPT-5.5
79.0%
4DeepSeek V4 Pro
78.0%
arXiv:2402.126598 / 51 models · Weight: 10 in FB Score
Numerical reasoning over multi-hierarchical tabular and textual financial data.
1,200 tasks
8 models evaluated
Numerical
1DeepSeek V4 Pro
82.0%
2Gemini 3.1 Pro
80.0%
3Claude Opus 4.7
78.0%
4GPT-5.5
76.0%
arXiv:2206.013478 / 51 models · Weight: 10 in FB Score
Multi-document financial audit reasoning requiring cross-document evidence synthesis.
Variable tasks
5 models evaluated
ForensicCompliance
1avae-2-0
88.0%
2Claude Opus 4.7
75.0%
3DeepSeek V4 Pro
73.0%
4GPT-5.5
72.0%
arXiv:2510.088865 / 51 models · Weight: 10 in FB Score
Assesses code refactoring, legacy framework migration, and syntax translation accuracy.
Variable tasks
23 models evaluated
Agent Tasks
1Claude Opus 5
57.5%
2Claude Fable 5
55.1%
3GPT-5.6 Sol
52.9%
4Grok 4.6
44.6%
VALS (2026)23 / 51 models · Weight: 10 in FB Score
Evaluates cybersecurity defense, vulnerability discovery, and exploit mitigation.
Variable tasks
11 models evaluated
Forensic
1GPT-5.6 Sol
88.1%
2GPT-5.6 Luna
83.9%
3Kimi K3
79.0%
4DeepSeek V4 Flash
77.5%
VALS (2026)11 / 51 models · Weight: 10 in FB Score
Evaluating agents on Excel-based financial modeling and spreadsheet valuation tasks (EMB v1.1).
Variable tasks
44 models evaluated
Document QAForensic
1Claude Fable 5.1
76.7%
2Claude Sonnet 5.5
75.9%
3Claude Opus 5.5
75.8%
4Gemini 4 Argon
74.8%
VALS (2026)44 / 51 models · Weight: 10 in FB Score
Evaluates statutory interpretation, precedent discovery, and legal brief synthesis.
Variable tasks
22 models evaluated
Document QAForensic
1Claude Opus 5
55.3%
2Claude Fable 5
49.5%
3GPT-5.6 Sol
48.1%
4Grok 4.6
48.1%
VALS (2026)22 / 51 models · Weight: 10 in FB Score
MedCodeTier 3
Evaluates medical ontology mapping, ICD billing codes, and clinical software tasks.
Variable tasks
20 models evaluated
Verification
1Claude Opus 5
63.6%
2Claude Fable 5
56.1%
3Gemini 3.6 Flash
53.1%
4Muse Spark 1.2
49.4%
VALS (2026)20 / 51 models · Weight: 10 in FB Score
MedScribeTier 3
Clinical consultation documentation, transcription accuracy, and medical reporting.
Variable tasks
20 models evaluated
Document QA
1Claude Opus 5
91.0%
2Muse Spark 1.2
90.1%
3Muse Spark 1.1
88.9%
4Claude Fable 5
88.5%
VALS (2026)20 / 51 models · Weight: 10 in FB Score
Formal mathematical theorem proving and step-by-step rigorous logical deduction.
Variable tasks
13 models evaluated
NumericalVerification
1Claude Opus 5
99.0%
2Claude Fable 5
95.0%
3Kimi K3
87.0%
4GPT-5.6 Sol
83.0%
VALS (2026)13 / 51 models · Weight: 10 in FB Score
SAGETier 3
Structured Agent Goal Execution across multi-modal tools and interactive environments.
Variable tasks
17 models evaluated
Agent Tasks
1Kimi K3
54.3%
2GPT-5.6 Sol
52.6%
3Claude Fable 5
51.9%
4Qwen 3.8 Max
51.3%
VALS (2026)17 / 51 models · Weight: 10 in FB Score
Evaluates civic policy compliance, public benefits eligibility, and regulatory adjudication.
Variable tasks
16 models evaluated
VerificationForensic
1Claude Opus 5
76.9%
2Claude Fable 5
70.4%
3Muse Spark 1.2
68.5%
4Kimi K3
68.3%
VALS (2026)16 / 51 models · Weight: 10 in FB Score
Evaluates end-to-end full-stack frontend/backend generation and interactive software craftsmanship.
Variable tasks
23 models evaluated
Agent Tasks
1Claude Fable 5
90.3%
2Claude Opus 5
88.4%
3Kimi K3
85.0%
4DeepSeek V4 Pro (0813)
82.3%
VALS (2026)23 / 51 models · Weight: 10 in FB Score
Enterprise legal agent evaluation covering contract analysis, clause drafting, and risk assessment.
Variable tasks
22 models evaluated
Agent TasksForensic
1Muse Spark 1.2
25.4%
2Muse Spark 1.1
20.0%
3Grok 4.6
15.8%
4Grok 4.5
12.9%
VALS (2026)22 / 51 models · Weight: 10 in FB Score
IOITier 3
International Olympiad in Informatics algorithmic competitive programming tasks.
Variable tasks
8 models evaluated
Numerical
1Claude Opus 5
91.7%
2GPT-5.6 Sol
86.7%
3Qwen 3.8 Max
73.0%
4GPT-5.6 Luna
72.9%
IOI (2026)8 / 51 models · Weight: 10 in FB Score
Contamination-free competitive programming and code completion benchmark.
Variable tasks
19 models evaluated
Agent Tasks
1Claude Fable 5
89.8%
2Claude Opus 5
89.0%
3Grok 4.6
88.2%
4Gemini 3.6 Flash
88.0%
arXiv:2403.0797419 / 51 models · Weight: 10 in FB Score
Collaboratively built benchmark for measuring legal reasoning in large language models.
Variable tasks
21 models evaluated
Document QAForensic
1Claude Fable 5
88.6%
2Claude Opus 5
87.0%
3GPT-5.6 Sol
87.0%
4Gemini 3.6 Flash
86.5%
arXiv:2308.1146221 / 51 models · Weight: 10 in FB Score
MMMUTier 3
Massive Multi-discipline Multimodal Understanding and Reasoning benchmark for expert AGI.
11,500 tasks
14 models evaluated
Document QANumerical
1Claude Opus 5
89.9%
2Claude Fable 5
89.3%
3GPT-5.6 Sol
88.8%
4Kimi K3
88.2%
arXiv:2311.1650214 / 51 models · Weight: 10 in FB Score
Program synthesis and execution verification across complex algorithmic challenges.
Variable tasks
17 models evaluated
Agent Tasks
1Claude Opus 5
3.0%
2Claude Fable 5
2.0%
3Kimi K3
2.0%
4GPT-5.6 Sol
1.5%
VALS (2026)17 / 51 models · Weight: 10 in FB Score
Measures procedural tool orchestration and software skill invocation.
Variable tasks
17 models evaluated
Agent Tasks
1Grok 4.5
66.0%
2GPT-5.6 Terra
60.6%
3GPT-5.6 Luna
60.5%
4Claude Opus 5
60.4%
VALS (2026)17 / 51 models · Weight: 10 in FB Score
Interactive Linux terminal command execution, shell debugging, and agent environment handling.
Variable tasks
23 models evaluated
Agent Tasks
1GPT-5.6 Sol
85.8%
2Claude Opus 5
84.6%
3Kimi K3
80.9%
4Claude Fable 5
80.5%
VALS (2026)23 / 51 models · Weight: 10 in FB Score
RSI IndexTier 3
Recursive Self-Improvement and recursive cognitive task orchestration index.
Variable tasks
3 models evaluated
Agent TasksNumerical
1Claude Opus 5
30.9%
2GPT-5.6 Sol
28.4%
3Kimi K3
22.1%
VALS (2026)3 / 51 models · Weight: 10 in FB Score
Long-horizon autonomous planning and multi-stage financial forecasting horizon.
Variable tasks
5 models evaluated
ForensicAgent Tasks
1Claude Opus 5
13.7%
2GPT-5.6 Sol
13.0%
3Grok 4.5
6.3%
4Kimi K3
5.2%
VALS (2026)5 / 51 models · Weight: 10 in FB Score
Binary analysis, decompilation reasoning, and software reverse engineering.
Variable tasks
4 models evaluated
Forensic
1GPT-5.6 Sol
30.5%
2Claude Opus 5
12.2%
3Grok 4.5
0.8%
4GLM 5.2
0.0%
VALS (2026)4 / 51 models · Weight: 10 in FB Score
Evaluating agents on research-grade US corporate tax compliance and advisory questions.
Variable tasks
25 models evaluated
ForensicAgent Tasks
1GPT-5.6 Sol
68.0%
2Gemini 3.8 Flash
66.8%
3Qwen 3.8 Max
66.0%
4GPT-5.6 Terra
65.2%
VALS (2026)25 / 51 models · Weight: 10 in FB Score
Evaluates models on complex financial analysis tasks that require retrieval and multi-step reasoning.
Variable tasks
0 models evaluated
ForensicDocument QA
LLM Stats (2026)0 / 51 models · Weight: 10 in FB Score
GDPval-MMTier 3
Multimodal benchmark evaluating AI performance on economically valuable tasks across documents, spreadsheets, and diagrams.
Variable tasks
0 models evaluated
Document QANumerical
arXiv:2510.043740 / 51 models · Weight: 10 in FB Score
Evaluates models on banking and finance tool-use and API interaction workflows.
Variable tasks
0 models evaluated
Agent Tasks
LLM Stats (2026)0 / 51 models · Weight: 10 in FB Score
Evaluates AI model performance on rubric-graded economically valuable knowledge work tasks.
Variable tasks
0 models evaluated
Forensic
LLM Stats (2026)0 / 51 models · Weight: 10 in FB Score
Professional reasoning evaluations on complex financial tasks.
Variable tasks
0 models evaluated
NumericalForensic
LLM Stats (2026)0 / 51 models · Weight: 10 in FB Score