A conversational visual QA benchmark that tests multi-turn grounded answering over images and documents.
BenchLM is tracking ChatCVQA 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 ChatCVQA. GPT-5.2 leads the public snapshot at 82.1% , followed by Qwen3.6 Plus (81.5%) and Gemini 3 Pro (81.4%). BenchLM does not use these results to rank models overall.
GPT-5.2
OpenAI
gpt-5-2
Qwen3.6 Plus
Alibaba
qwen3-6-plus
Gemini 3 Pro
gemini-3-pro
The published ChatCVQA snapshot is tightly clustered at the top: GPT-5.2 sits at 82.1%, while the third row is only 0.7 points behind. The broader top-10 spread is 13.6 points, so the benchmark still separates strong models even when the leaders cluster.
6 models have been evaluated on ChatCVQA. The benchmark falls in the Multimodal & Grounded category. This category carries a 12% weight in BenchLM.ai's overall scoring system. ChatCVQA is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Year
2026
Tasks
Conversational visual QA
Format
Multi-turn image-grounded QA
Difficulty
Conversational multimodal reasoning
ChatCVQA matters because many multimodal products are conversational rather than single-turn. It evaluates whether a model can sustain grounded image understanding across follow-up questions.
Version
ChatCVQA 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 conversational visual QA benchmark that tests multi-turn grounded answering over images and documents.
GPT-5.2 currently leads the published ChatCVQA snapshot with a tracked score of 82.1%. BenchLM shows this benchmark for display only and does not use it in overall rankings.
6 AI models are included in BenchLM's mirrored ChatCVQA snapshot, based on the public leaderboard captured on April 10, 2026.
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