# ChatCVQA

> A conversational visual QA benchmark that tests multi-turn grounded answering over images and documents.

Canonical page: https://benchlm.ai/benchmarks/chatcvqa

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: September 27, 2026

## About ChatCVQA

- Year: 2026
- Tasks: Conversational visual QA
- Format: Multi-turn image-grounded QA
- Difficulty: Conversational multimodal reasoning
- Paper: [Qwen3.6 launch benchmarks](https://qwen.ai/blog?id=qwen3.6)

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.

ChatCVQA is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (0 models)

Benchmark data for this page is coming soon.

## FAQ

### What does ChatCVQA measure?

A conversational visual QA benchmark that tests multi-turn grounded answering over images and documents.

### Which model scores highest on ChatCVQA?

No models have been evaluated on ChatCVQA yet.

### How many models are evaluated on ChatCVQA?

0 AI models have been evaluated on ChatCVQA on BenchLM.

### Does ChatCVQA affect BenchLM's overall score?

Not directly. ChatCVQA is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.