Vals AI benchmark for mortgage and tax document reasoning, including semantic and numerical extraction task views.
BenchLM mirrors the public Vals AI MortgageTax leaderboard captured from https://www.vals.ai/benchmarks/mortgage_tax and updated by Vals on May 16, 2026. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.
MortgageTax is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.
BenchLM mirrors the published mortgagetax score view for MortgageTax. Claude Opus 4.7 leads the public snapshot at 70.27% , followed by Gemini 3.1 Pro Preview (69.40%) and Gemini 3 Pro Preview (69.08%). BenchLM does not use these results to rank models overall.
Claude Opus 4.7
Anthropic
anthropic/claude-opus-4-7
Gemini 3.1 Pro Preview
google/gemini-3.1-pro-preview
Gemini 3 Pro Preview
google/gemini-3-pro-preview
The published MortgageTax snapshot is tightly clustered at the top: Claude Opus 4.7 sits at 70.27%, while the third row is only 1.19 points behind. The broader top-10 spread is 1.95 points, so many of the published scores sit in a relatively narrow band.
74 models have been evaluated on MortgageTax. The benchmark falls in the External benchmark mirrors category. BenchLM tracks this category separately from its weighted global scoring system, so these results are best compared on the dedicated Korean benchmark views. MortgageTax is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Year
2026
Tasks
Mortgage and tax extraction tasks
Format
Accuracy score
Difficulty
Professional mortgage-tax document reasoning
BenchLM mirrors Vals MortgageTax as a display-only finance and document-reasoning benchmark.
Version
MortgageTax 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Vals AI benchmark for mortgage and tax document reasoning, including semantic and numerical extraction task views.
Claude Opus 4.7 currently leads the published MortgageTax snapshot with 70.27% mortgagetax score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
74 AI models are included in BenchLM's mirrored MortgageTax snapshot, based on the public leaderboard captured on May 16, 2026.
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