# Attribute Value Extraction on MAVE zero-shot 1.0 (test)

Source: [Attribute Value Extraction on MAVE zero-shot 1.0 (test)](<https://www.sota2.com/research/sota/attribute-value-extraction-on-mave-zero-shot-1-0-test>)

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

Data updated: 2026-02-26T05:58:19.763Z

Evaluation of Attribute Value Extraction performance on the test split of the MAVE 1.0 dataset under zero-shot conditions, reporting Precision, Recall, and F1 scores.

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 | Attribute Value Extraction |
| Dataset (including any stated split) | MAVE zero-shot 1.0 (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/attribute-value-extraction-on-mave-zero-shot-1-0-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/attribute-value-extraction-on-mave-zero-shot-1-0-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/attribute-value-extraction-on-mave-zero-shot-1-0-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| MAVEQA | 85.56 | Not recorded | 68fa6b681e209131cea2e242 |
| MAVEQA | 83.5 | Not recorded | 68fa6b681e209131cea2e242 |
| AVEQA | 81.97 | Not recorded | 68fa6b681e209131cea2e242 |
| AVEQA | 80.95 | Not recorded | 68fa6b681e209131cea2e242 |
| AVEQA | 62.13 | Not recorded | 68fa6b681e209131cea2e242 |
| MAVEQA | 48.57 | Not recorded | 68fa6b681e209131cea2e242 |
| AVEQA | 39.1 | Not recorded | 68fa6b681e209131cea2e242 |
| MAVEQA | 10.06 | Not recorded | 68fa6b681e209131cea2e242 |
| AVEQA | 0 | Not recorded | 68fa6b681e209131cea2e242 |
| MAVEQA | 0 | Not recorded | 68fa6b681e209131cea2e242 |

### MAVEQA

Precision: 85.56. Result ID: 698e88b6ffc3901de09e6bb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Implementation](<https://github.com/google-research-datasets/MAVE>)

Recorded evaluation configuration: {"Attribute":"Resolution","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MAVEQA

Precision: 83.5. Result ID: 698e88b6ffc3901de09e6bbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Implementation](<https://github.com/google-research-datasets/MAVE>)

Recorded evaluation configuration: {"Attribute":"Food Processor Capacity","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AVEQA

Precision: 81.97. Result ID: 698e88b6ffc3901de09e6bb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Attribute":"Food Processor Capacity","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AVEQA

Precision: 80.95. Result ID: 698e88b6ffc3901de09e6bb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Attribute":"Resolution","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AVEQA

Precision: 62.13. Result ID: 698e88b6ffc3901de09e6bb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Attribute":"Special Occasion","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MAVEQA

Precision: 48.57. Result ID: 698e88b6ffc3901de09e6bbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Implementation](<https://github.com/google-research-datasets/MAVE>)

Recorded evaluation configuration: {"Attribute":"Number of Sinks","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AVEQA

Precision: 39.1. Result ID: 698e88b6ffc3901de09e6bb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Attribute":"Number of Sinks","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MAVEQA

Precision: 10.06. Result ID: 698e88b6ffc3901de09e6bb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Implementation](<https://github.com/google-research-datasets/MAVE>)

Recorded evaluation configuration: {"Attribute":"Special Occasion","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### AVEQA

Precision: 0. Result ID: 698e88b6ffc3901de09e6bb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Attribute":"Compatibility","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MAVEQA

Precision: 0. Result ID: 698e88b6ffc3901de09e6bba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b681e209131cea2e242.md>)

[Implementation](<https://github.com/google-research-datasets/MAVE>)

Recorded evaluation configuration: {"Attribute":"Compatibility","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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