# Leaderboard Extraction on PWC LEADERBOARDS

Source: [Leaderboard Extraction on PWC LEADERBOARDS](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards>)

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

Data updated: 2026-02-26T05:52:45.268Z

Evaluation of Leaderboard Extraction performance on the PWC LEADERBOARDS dataset, reporting Micro and Macro 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 | Leaderboard extraction |
| Dataset (including any stated split) | PWC LEADERBOARDS |
| Metric | Micro Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Micro Precision](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Micro%20Precision>): Higher is better; unit: PERCENT.

- [Micro Recall](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Micro%20Recall>): Higher is better; unit: PERCENT.

- [Micro F1 Score](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Micro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1 Score](<https://www.sota2.com/research/sota/leaderboard-extraction-on-pwc-leaderboards.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| AXCELL | 25.4 | Not recorded | 68fa75d71e209131cea6a2b2 |
| INSTRUCTE+ | 23.9 | Not recorded | 68fa75d71e209131cea6a2b2 |
| INSTRUCTE | 20.1 | Not recorded | 68fa75d71e209131cea6a2b2 |

### AXCELL

Micro Precision: 25.4. Result ID: 699402463a6c3148491a4ca5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a2b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676e1e209131cea162f2.md>)

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

Recorded evaluation configuration: {"type":"supervised"}. This record does not assert independent reproduction.

### INSTRUCTE+

Micro Precision: 23.9. Result ID: 699402463a6c3148491a4ca7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a2b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a2b2.md>)

[Implementation](<https://github.com/bflashcp3f/schema-to-json>)

Recorded evaluation configuration: {"backbone":"code-davinci-002","enhancement":"AXCELL cell selection capabilities"}. This record does not assert independent reproduction.

### INSTRUCTE

Micro Precision: 20.1. Result ID: 699402463a6c3148491a4ca6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a2b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a2b2.md>)

[Implementation](<https://github.com/bflashcp3f/schema-to-json>)

Recorded evaluation configuration: {"backbone":"code-davinci-002"}. This record does not assert independent reproduction.

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