# Element Grounding on Multimodal-Mind2Web Cross-Task

Source: [Element Grounding on Multimodal-Mind2Web Cross-Task](<https://www.sota2.com/research/sota/element-grounding-on-multimodal-mind2web-cross-task>)

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

Data updated: 2026-02-26T05:41:56.676Z

Evaluation of Element Grounding performance on the Multimodal-Mind2Web Cross-Task dataset, typically measured using Element Accuracy.

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 | Element Grounding |
| Dataset (including any stated split) | Multimodal-Mind2Web Cross-Task |
| Metric | Element Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Element Accuracy](<https://www.sota2.com/research/sota/element-grounding-on-multimodal-mind2web-cross-task.md?metric=Element%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Element Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| UGround-V1-7B | 50.7 | Not recorded | 68fa79851e209131cea7dfab |
| UGround-V1-2B | 48.6 | Not recorded | 68fa79851e209131cea7dfab |
| UGround-V1-7B | 48.5 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 47.7 | Not recorded | 68fa79851e209131cea7dfab |
| UGround-V1-2B | 47.7 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 46.6 | Not recorded | 68fa79851e209131cea7dfab |
| Choice | 46.4 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 45.1 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 44.6 | Not recorded | 68fa79851e209131cea7dfab |
| Choice | 42.4 | Not recorded | 68fa79851e209131cea7dfab |
| SeeClick | 33.5 | Not recorded | 68fa79851e209131cea7dfab |
| SeeClick | 32.1 | Not recorded | 68fa79851e209131cea7dfab |
| SeeClick | 30.7 | Not recorded | 68fa79851e209131cea7dfab |
| SeeClick | 29.7 | Not recorded | 68fa79851e209131cea7dfab |
| SoM | 29.6 | Not recorded | 68fa79851e209131cea7dfab |
| SoM | 27 | Not recorded | 68fa79851e209131cea7dfab |

### UGround-V1-7B

Element Accuracy: 50.7. Result ID: 698b51ee8d67a41d0a6d0f33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### UGround-V1-2B

Element Accuracy: 48.6. Result ID: 698b51ee8d67a41d0a6d0f32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### UGround-V1-7B

Element Accuracy: 48.5. Result ID: 698c52c237894ef7d9cd7ffe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### UGround

Element Accuracy: 47.7. Result ID: 698b51ee8d67a41d0a6d0f31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### UGround-V1-2B

Element Accuracy: 47.7. Result ID: 698c52c237894ef7d9cd7ffd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### UGround

Element Accuracy: 46.6. Result ID: 698c52c237894ef7d9cd7ffc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### Choice

Element Accuracy: 46.4. Result ID: 698b51ee8d67a41d0a6d0f2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e28.md>)

Recorded evaluation configuration: {"Input":"Image + Text","Planner":"GPT-4"}. This record does not assert independent reproduction.

### UGround

Element Accuracy: 45.1. Result ID: 698b51ee8d67a41d0a6d0f2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4"}. This record does not assert independent reproduction.

### UGround

Element Accuracy: 44.6. Result ID: 698c52c237894ef7d9cd7ffa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4"}. This record does not assert independent reproduction.

### Choice

Element Accuracy: 42.4. Result ID: 698c52c237894ef7d9cd7ff7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e28.md>)

Recorded evaluation configuration: {"Input":"Image + Text","Planner":"GPT-4"}. This record does not assert independent reproduction.

### SeeClick

Element Accuracy: 33.5. Result ID: 698c52c237894ef7d9cd7ffb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

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

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### SeeClick

Element Accuracy: 32.1. Result ID: 698b51ee8d67a41d0a6d0f30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

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

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4o"}. This record does not assert independent reproduction.

### SeeClick

Element Accuracy: 30.7. Result ID: 698c52c237894ef7d9cd7ff9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

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

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4"}. This record does not assert independent reproduction.

### SeeClick

Element Accuracy: 29.7. Result ID: 698b51ee8d67a41d0a6d0f2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

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

Recorded evaluation configuration: {"Input":"Image (SeeAct-V)","Planner":"GPT-4"}. This record does not assert independent reproduction.

### SoM

Element Accuracy: 29.6. Result ID: 698b51ee8d67a41d0a6d0f2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e28.md>)

Recorded evaluation configuration: {"Input":"Image + Text","Planner":"GPT-4"}. This record does not assert independent reproduction.

### SoM

Element Accuracy: 27. Result ID: 698c52c237894ef7d9cd7ff8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e28.md>)

Recorded evaluation configuration: {"Input":"Image + Text","Planner":"GPT-4"}. This record does not assert independent reproduction.

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