# Relation Extraction on TACRED 1% v1.0 (train) Source: [Relation Extraction on TACRED 1% v1.0 (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:42.018Z Evaluation of model performance on the 1% training subset of the TACRED v1.0 dataset for Relation Extraction, typically measured using Micro F1 score. 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 | Relation Extraction | | Dataset (including any stated split) | TACRED 1% v1.0 (train) | | Metric | Micro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro F1 | Result date | Report paper | | --- | --- | --- | --- | | NLI-DeBERTa | 63.7 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | NLI-RoBERTa | 56.1 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-PEGASUS-large | 52 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | KnowPrompt | 51 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large-cnn | 50.4 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large-xsum | 50.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | IRE-RoBERTa-large | 46.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large | 43.6 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | RECENT | 40 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | LUKE | 17 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | K-Adapter | 13.8 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | RoBERTa | 7.7 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SpanBERT | 0 | Not recorded | 68fa6dbe1e209131cea3bcb4 | ### NLI-DeBERTa Micro F1: 63.7. Result ID: 698fe3793a6c314849fc961b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Backbone architecture":"DeBERTa"}. This record does not assert independent reproduction. ### NLI-RoBERTa Micro F1: 56.1. Result ID: 698fe3793a6c314849fc961a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Backbone architecture":"RoBERTa"}. This record does not assert independent reproduction. ### SURE-PEGASUS-large Micro F1: 52. Result ID: 698fe3793a6c314849fc9620. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"PEGASUS-large"}. This record does not assert independent reproduction. ### KnowPrompt Micro F1: 51. Result ID: 698fe3793a6c314849fc961c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### SURE-BART-large-cnn Micro F1: 50.4. Result ID: 698fe3793a6c314849fc961e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"BART-large-cnn"}. This record does not assert independent reproduction. ### SURE-BART-large-xsum Micro F1: 50.3. Result ID: 698fe3793a6c314849fc961f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"BART-large-xsum"}. This record does not assert independent reproduction. ### IRE-RoBERTa-large Micro F1: 46.3. Result ID: 698fe3793a6c314849fc9618. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Backbone architecture":"RoBERTa-large","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### SURE-BART-large Micro F1: 43.6. Result ID: 698fe3793a6c314849fc961d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"BART-large"}. This record does not assert independent reproduction. ### RECENT Micro F1: 40. Result ID: 698fe3793a6c314849fc9619. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### LUKE Micro F1: 17. Result ID: 698fe3793a6c314849fc9617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### K-Adapter Micro F1: 13.8. Result ID: 698fe3793a6c314849fc9616. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### RoBERTa Micro F1: 7.7. Result ID: 698fe3793a6c314849fc9615. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### SpanBERT Micro F1: 0. Result ID: 698fe3793a6c314849fc9614. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Implementation":"Re-implemented"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.