# Results extraction (task, dataset, metric, score) on NLP-TDMS Exp

Source: [Results extraction (task, dataset, metric, score) on NLP-TDMS Exp](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp>)

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

Data updated: 2026-02-26T05:52:45.212Z

Evaluation of model performance on the NLP-TDMS Exp dataset, focusing on extracting task, dataset, metric, and score information, measured using Macro and Micro 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 | Results extraction (task, dataset, metric, score) |
| Dataset (including any stated split) | NLP-TDMS Exp |
| Metric | Micro Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Micro%20Precision>): Higher is better; unit: PERCENT.

- [Micro Recall](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Micro%20Recall>): Higher is better; unit: PERCENT.

- [Micro F1 Score](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Micro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1 Score](<https://www.sota2.com/research/sota/results-extraction-task-dataset-metric-score-on-nlp-tdms-exp.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| AXCELL | 27.4 | Not recorded | 68fa676e1e209131cea162f2 |
| TDMS-IE | 6.8 | Not recorded | 68fa676e1e209131cea162f2 |

### AXCELL

Micro Precision: 27.4. Result ID: 698d347a8b517eb4331fc6ec.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TDMS-IE

Micro Precision: 6.8. Result ID: 698d347a8b517eb4331fc6eb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f81e209131cea0d8dd.md>)

[Implementation](<https://github.com/IBM/science-result-extractor>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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