# Event Argument Extraction on MLEE (test)

Source: [Event Argument Extraction on MLEE (test)](<https://www.sota2.com/research/sota/event-argument-extraction-on-mlee-test>)

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

Data updated: 2026-02-26T05:35:01.296Z

Evaluation of Event Argument Extraction performance on the test split of the MLEE dataset, measured using Arg-I and Arg-C 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 | Event Argument Extraction |
| Dataset (including any stated split) | MLEE (test) |
| Metric | Arg-I Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Arg-I Score](<https://www.sota2.com/research/sota/event-argument-extraction-on-mlee-test.md?metric=Arg-I%20Score>): Higher is better; unit: PERCENT.

- [Arg-C Score](<https://www.sota2.com/research/sota/event-argument-extraction-on-mlee-test.md?metric=Arg-C%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Arg-I Score | Result date | Report paper |
| --- | --- | --- | --- |
| DEEIA | 75.2 | Not recorded | 68fa73b21e209131cea5df92 |
| TabEAE-multi | 75.1 | Not recorded | 68fa73b21e209131cea5df92 |
| TSAR | 72.6 | Not recorded | 68fa73b21e209131cea5df92 |
| TSAR | 72.3 | Not recorded | 68fa73b21e209131cea5df92 |
| PAIE | 72.1 | Not recorded | 68fa73b21e209131cea5df92 |
| TabEAE | 71.9 | Not recorded | 68fa73b21e209131cea5df92 |
| PAIE-multi | 71.3 | Not recorded | 68fa73b21e209131cea5df92 |
| BART-Gen | 71 | Not recorded | 68fa73b21e209131cea5df92 |
| EEQA | 70.3 | Not recorded | 68fa73b21e209131cea5df92 |

### DEEIA

Arg-I Score: 75.2. Result ID: 699319783a6c31484913b598.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Implementation](<https://github.com/LWL-cpu/DEEIA>)

Recorded evaluation configuration: {"Scheme":"Prompt-based multi-event","PLM":"ROBERTa-l"}. This record does not assert independent reproduction.

### TabEAE-multi

Arg-I Score: 75.1. Result ID: 699319783a6c31484913b597.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Implementation](<https://github.com/LWL-cpu/DEEIA>)

Recorded evaluation configuration: {"Scheme":"Prompt-based multi-event","PLM":"ROBERTa-l"}. This record does not assert independent reproduction.

### TSAR

Arg-I Score: 72.6. Result ID: 699319783a6c31484913b591.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342cb.md>)

Recorded evaluation configuration: {"Scheme":"Span-based single-event","PLM":"ROBERTa-l"}. This record does not assert independent reproduction.

### TSAR

Arg-I Score: 72.3. Result ID: 699319783a6c31484913b590.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342cb.md>)

Recorded evaluation configuration: {"Scheme":"Span-based single-event","PLM":"BERT-b"}. This record does not assert independent reproduction.

### PAIE

Arg-I Score: 72.1. Result ID: 699319783a6c31484913b594.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea3237d.md>)

[Implementation](<https://github.com/mayubo2333/PAIE>)

Recorded evaluation configuration: {"Scheme":"Prompt-based single-event","PLM":"BART-l"}. This record does not assert independent reproduction.

### TabEAE

Arg-I Score: 71.9. Result ID: 699319783a6c31484913b595.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8d1e209131cea462f4.md>)

Recorded evaluation configuration: {"Scheme":"Prompt-based single-event","PLM":"ROBERTa-l"}. This record does not assert independent reproduction.

### PAIE-multi

Arg-I Score: 71.3. Result ID: 699319783a6c31484913b596.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Implementation](<https://github.com/LWL-cpu/DEEIA>)

Recorded evaluation configuration: {"Scheme":"Prompt-based multi-event","PLM":"BART-l"}. This record does not assert independent reproduction.

### BART-Gen

Arg-I Score: 71. Result ID: 699319783a6c31484913b593.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69bd1e209131cea23ea6.md>)

Recorded evaluation configuration: {"Scheme":"Generation single-event","PLM":"BART-l"}. This record does not assert independent reproduction.

### EEQA

Arg-I Score: 70.3. Result ID: 699319783a6c31484913b592.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693a1e209131cea21007.md>)

Recorded evaluation configuration: {"Scheme":"Generation single-event","PLM":"BART-l"}. This record does not assert independent reproduction.

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