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V*

A vision-centric benchmark for high-level multimodal reasoning and perception quality.

Benchmark score on V* — May 13, 2026

BenchLM mirrors the published score view for V*. Kimi K2.6 leads the public snapshot at 96.9% , followed by Qwen3.6 Plus (96.9%) and Qwen3.5 397B (95.8%). BenchLM does not use these results to rank models overall.

10 modelsMultimodal & GroundedCurrentDisplay onlyUpdated May 13, 2026

The published V* snapshot is tightly clustered at the top: Kimi K2.6 sits at 96.9%, while the third row is only 1.1 points behind. The broader top-10 spread is 29.9 points, so the benchmark still separates strong models even when the leaders cluster.

10 models have been evaluated on V*. The benchmark falls in the Multimodal & Grounded category. This category carries a 12% weight in BenchLM.ai's overall scoring system. V* is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About V*

Year

2026

Tasks

Frontier multimodal reasoning tasks

Format

Vision-centric reasoning benchmark

Difficulty

Frontier multimodal

BenchLM tracks V* as a display-only frontier multimodal benchmark reference outside the current weighted schema.

BenchLM freshness & provenance

Version

V* 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

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.

Benchmark score table (10 models)

1
96.9%
2
96.9%
3
95.8%
4
94.7%
5
93.7%
6
93.2%
7
92.7%
8
88.0%
9
75.9%
10
67.0%

FAQ

What does V* measure?

A vision-centric benchmark for high-level multimodal reasoning and perception quality.

Which model scores highest on V*?

Kimi K2.6 by Moonshot AI currently leads with a score of 96.9% on V*.

How many models are evaluated on V*?

10 AI models have been evaluated on V* on BenchLM.

Last updated: May 13, 2026 · BenchLM version V* 2026

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