# Jigsaw Puzzle Solving on MS COCO Jigsaw

Source: [Jigsaw Puzzle Solving on MS COCO Jigsaw](<https://www.sota2.com/research/sota/jigsaw-puzzle-solving-on-ms-coco-jigsaw>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-25T09:17:48.063Z

Evaluation of model performance on solving Jigsaw Puzzles using the MS COCO Jigsaw dataset, measured by Pass@1.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Jigsaw Puzzle Solving |
| Dataset (including any stated split) | MS COCO Jigsaw |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Pass@1](<https://www.sota2.com/research/sota/jigsaw-puzzle-solving-on-ms-coco-jigsaw.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Kimi K2.5 + ETCHR | 70.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Kimi K2.5 | 44.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Gemini-3.1-Flash-Lite + ETCHR | 36 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Gemini-3.1-Flash-Lite | 27.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Qwen3-VL-8B + ETCHR | 13 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| ThinkMorph-7B | 10.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Qwen3-VL-8B | 9.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| DeepEyesV2 | 6.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Thyme | 6.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Bagel-Zebra-CoT | 5.5 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |

### Kimi K2.5 + ETCHR

Pass@1: 70.5. Result ID: 6a141325fbc373592c0b8599.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Kimi K2.5

Pass@1: 44.5. Result ID: 6a141325fbc373592c0b8598.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181b4a8b01e76cc8e2812.md>)

[Implementation](<https://github.com/MoonshotAI/Kimi-K2.5>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Gemini-3.1-Flash-Lite + ETCHR

Pass@1: 36. Result ID: 6a141325fbc373592c0b8597.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Gemini-3.1-Flash-Lite

Pass@1: 27.5. Result ID: 6a141325fbc373592c0b8596.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Qwen3-VL-8B + ETCHR

Pass@1: 13. Result ID: 6a141325fbc373592c0b8595.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### ThinkMorph-7B

Pass@1: 10.5. Result ID: 6a141325fbc373592c0b8593.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690836e23ef7ccd74e5e526c.md>)

[Implementation](<https://github.com/ThinkMorph/ThinkMorph>)

Recorded evaluation configuration: {"Temperature":"0","Max image generations":"10"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Pass@1: 9.5. Result ID: 6a141325fbc373592c0b8594.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### DeepEyesV2

Pass@1: 6.5. Result ID: 6a141325fbc373592c0b8590.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691171652828b7cc6937d492.md>)

[Implementation](<https://github.com/Visual-Agent/DeepEyes>)

Recorded evaluation configuration: {"Temperature":"0","Max tool invocations":"10"}. This record does not assert independent reproduction.

### Thyme

Pass@1: 6.5. Result ID: 6a141325fbc373592c0b8591.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa21e209131cea84434.md>)

Recorded evaluation configuration: {"Temperature":"0","Max tool invocations":"10"}. This record does not assert independent reproduction.

### Bagel-Zebra-CoT

Pass@1: 5.5. Result ID: 6a141325fbc373592c0b8592.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c021e209131cea8bd87.md>)

Recorded evaluation configuration: {"Temperature":"0","Max image generations":"10"}. This record does not assert independent reproduction.

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