# Event Argument Extraction on WikiEvents (test)

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

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

Data updated: 2026-02-26T05:35:01.128Z

Evaluation of Event Argument Extraction performance on the test split of the WikiEvents dataset, measured using threshold-based metrics and AUC.

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) | WikiEvents (test) |
| Metric | Arg-C |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-C](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Arg-C>): Higher is better; unit: PERCENT.

- [Performance at 0% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%200%25%20Threshold>): Higher is better; unit: SCALAR.

- [Performance at 1% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%201%25%20Threshold>): Higher is better; unit: SCALAR.

- [Performance at 5% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%205%25%20Threshold>): Higher is better; unit: SCALAR.

- [Performance at 10% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%2010%25%20Threshold>): Higher is better; unit: SCALAR.

- [Performance at 20% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%2020%25%20Threshold>): Higher is better; unit: SCALAR.

- [Performance at 100% Threshold](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=Performance%20at%20100%25%20Threshold>): Higher is better; unit: SCALAR.

- [AUC](<https://www.sota2.com/research/sota/event-argument-extraction-on-wikievents-test.md?metric=AUC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Arg-C | Result date | Report paper |
| --- | --- | --- | --- |
| DEEIA | 67 | Not recorded | 68fa73b21e209131cea5df92 |
| SCPRG | 66.4 | Not recorded | 68fa73b21e209131cea5df92 |
| SPEAE | 66.1 | Not recorded | 68fa73b21e209131cea5df92 |
| TabEAE-multi | 66 | Not recorded | 68fa73b21e209131cea5df92 |
| TSAR | 65.8 | Not recorded | 68fa73b21e209131cea5df92 |
| SCPRG | 65.8 | Not recorded | 68fa73b21e209131cea5df92 |
| TSAR | 65.5 | Not recorded | 68fa73b21e209131cea5df92 |
| TabEAE | 65.4 | Not recorded | 68fa73b21e209131cea5df92 |
| PAIE | 65.3 | Not recorded | 68fa73b21e209131cea5df92 |
| RKDE | 63.8 | Not recorded | 68fa73b21e209131cea5df92 |
| HRA | 63.4 | Not recorded | 68fa73b21e209131cea5df92 |
| BART-Gen | 62.4 | Not recorded | 68fa73b21e209131cea5df92 |
| PAIE-multi | 61.7 | Not recorded | 68fa73b21e209131cea5df92 |
| EEQA | 54.5 | Not recorded | 68fa73b21e209131cea5df92 |
| DocMRC | 43.3 | Not recorded | 68fa73b21e209131cea5df92 |

### DEEIA

Arg-C: 67. Result ID: 699319783a6c31484913b58f.

[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.

### SCPRG

Arg-C: 66.4. Result ID: 699319783a6c31484913b584.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e91e209131cea4de83.md>)

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

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

### SPEAE

Arg-C: 66.1. Result ID: 699319783a6c31484913b58b.

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

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

### TabEAE-multi

Arg-C: 66. Result ID: 699319783a6c31484913b58e.

[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-C: 65.8. Result ID: 699319783a6c31484913b582.

[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.

### SCPRG

Arg-C: 65.8. Result ID: 699319783a6c31484913b583.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e91e209131cea4de83.md>)

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

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

### TSAR

Arg-C: 65.5. Result ID: 699319783a6c31484913b581.

[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.

### TabEAE

Arg-C: 65.4. Result ID: 699319783a6c31484913b58c.

[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

Arg-C: 65.3. Result ID: 699319783a6c31484913b58a.

[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.

### RKDE

Arg-C: 63.8. Result ID: 699319783a6c31484913b589.

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

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

### HRA

Arg-C: 63.4. Result ID: 699319783a6c31484913b588.

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

Recorded evaluation configuration: {"Scheme":"Generation single-event","PLM":"T5-l"}. This record does not assert independent reproduction.

### BART-Gen

Arg-C: 62.4. Result ID: 699319783a6c31484913b587.

[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.

### PAIE-multi

Arg-C: 61.7. Result ID: 699319783a6c31484913b58d.

[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.

### EEQA

Arg-C: 54.5. Result ID: 699319783a6c31484913b586.

[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.

### DocMRC

Arg-C: 43.3. Result ID: 699319783a6c31484913b585.

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

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

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