Vals AI multimodal composite across finance, coding, education, and mortgage-tax task families.
BenchLM mirrors the public Vals AI vals_multimodal_index leaderboard captured from vals.ai and updated by Vals on Thu, 18 Jun 2026 20:17:36 GMT. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.
vals_multimodal_index 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.
Year
2026
Tasks
Finance, coding, education, and mortgage-tax components
Format
Composite score
Difficulty
Private multimodal economic-work benchmark composite
BenchLM mirrors the Vals Multimodal Index as a display-only external composite with task-level component scores preserved in the Vals snapshot.
Version
Vals Multimodal Index 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 multimodal composite across finance, coding, education, and mortgage-tax task families.
No models have been evaluated on Vals Multimodal Index yet.
0 AI models are included in BenchLM's mirrored Vals Multimodal Index snapshot, based on the public leaderboard captured on Thu, 18 Jun 2026 20:17:36 GMT.
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