A harder MMSearch variant for multimodal retrieval and grounded tool-use workflows.
BenchLM is tracking MMSearch-Plus in the local dataset, but exact-source verification records for these rows are still being attached. To avoid a blank benchmark page, BenchLM shows the current tracked rows below as a display-only reference table.
These tracked rows are useful for inspection and spot-checking, but until exact-source attachments are completed they should not be treated as fully verified public benchmark rows.
BenchLM mirrors the published tracked score view for MMSearch-Plus. GLM-5V-Turbo leads the public snapshot at 30.0% , followed by Claude Opus 4.6 (25.6%) and Kimi K2.5 (25.6%). BenchLM does not use these results to rank models overall.
GLM-5V-Turbo
Z.AI
glm-5v-turbo
Claude Opus 4.6
Anthropic
claude-opus-4-6
Kimi K2.5
Moonshot AI
kimi-k2-5
The published MMSearch-Plus snapshot is tightly clustered at the top: GLM-5V-Turbo sits at 30.0%, while the third row is only 4.4 points behind. The broader top-10 spread is 4.4 points, so many of the published scores sit in a relatively narrow band.
3 models have been evaluated on MMSearch-Plus. The benchmark falls in the Multimodal & Grounded category. This category carries a 12% weight in BenchLM.ai's overall scoring system. MMSearch-Plus is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Year
2026
Tasks
Hard multimodal search tasks
Format
Advanced mixed-media retrieval benchmark
Difficulty
Advanced multimodal search
BenchLM tracks MMSearch-Plus as a display-only extension of multimodal search capability.
Version
MMSearch-Plus 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.
A harder MMSearch variant for multimodal retrieval and grounded tool-use workflows.
GLM-5V-Turbo currently leads the published MMSearch-Plus snapshot with a tracked score of 30.0%. BenchLM shows this benchmark for display only and does not use it in overall rankings.
3 AI models are included in BenchLM's mirrored MMSearch-Plus snapshot, based on the public leaderboard captured on April 10, 2026.
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