Object Counting on CountBench
71.5AccuracyVisual Para-Thinker++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Visual Para-Thinker++Backbone=Qwen2.5-VL-7B, Training Stage (MAC/RDMAO)=MAC+RDMAO2026.06 | 71.5 | 2,540 | |
| Visual Para-Thinker++Backbone=Qwen2.5-VL-7B, Training Stage (MAC/RDMAO)=MAC only2026.06 | 66.7 | 2,503 | |
| Base MLLM + Multi-Agent DebateBackbone=Qwen2.5-VL-7B2026.06 | 64.5 | 2,854 | |
| Base MLLM + Para-ThinkerBackbone=Qwen2.5-VL-7B, K (Number of Paths/Agents)=42026.06 | 63.5 | 2,456 | |
| Base MLLM + Self-ConsistencyBackbone=Qwen2.5-VL-7B, K (Number of Paths/Agents)=42026.06 | 62 | 2,410 | |
| Base MLLM + Long CoTBackbone=Qwen2.5-VL-7B2026.06 | 59.6 | 605 | |
| Base MLLMBackbone=Qwen2.5-VL-7B, Decoding Strategy=greedy2026.06 | 56.4 | 134 |