# Relation Extraction on TACRED v1.0 (full) Source: [Relation Extraction on TACRED v1.0 (full)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:42.087Z Evaluation of model performance on the full split 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 v1.0 (full) | | Metric | Micro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | SURE-PEGASUS-large | 75.1 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | IRE-RoBERTa-large | 74.6 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | NLI-DeBERTa | 73.9 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large-cnn | 73.6 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large | 73.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SURE-BART-large-xsum | 73.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | LUKE | 72.7 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | KnowPrompt | 72.4 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | K-Adapter | 72 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | KnowBERT | 71.5 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | MTB | 71.5 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | RoBERTa | 71.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | NLI-RoBERTa | 71 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | SpanBERT | 70.8 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | R-BERT | 69.1 | Not recorded | 68fa6dbe1e209131cea3bcb4 | | RECENT | 67.3 | Not recorded | 68fa6dbe1e209131cea3bcb4 | ### SURE-PEGASUS-large Micro F1: 75.1. Result ID: 698fe3793a6c314849fc964a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"PEGASUS-large"}. This record does not assert independent reproduction. ### IRE-RoBERTa-large Micro F1: 74.6. Result ID: 698fe3793a6c314849fc9642. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based","Backbone architecture":"RoBERTa-large"}. This record does not assert independent reproduction. ### NLI-DeBERTa Micro F1: 73.9. Result ID: 698fe3793a6c314849fc9645. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Backbone architecture":"DeBERTa"}. This record does not assert independent reproduction. ### SURE-BART-large-cnn Micro F1: 73.6. Result ID: 698fe3793a6c314849fc9648. [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 Micro F1: 73.3. Result ID: 698fe3793a6c314849fc9647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Summarization-based","Backbone architecture":"BART-large"}. This record does not assert independent reproduction. ### SURE-BART-large-xsum Micro F1: 73.3. Result ID: 698fe3793a6c314849fc9649. [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. ### LUKE Micro F1: 72.7. Result ID: 698fe3793a6c314849fc9641. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### KnowPrompt Micro F1: 72.4. Result ID: 698fe3793a6c314849fc9646. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Implementation":"Re-implemented"}. This record does not assert independent reproduction. ### K-Adapter Micro F1: 72. Result ID: 698fe3793a6c314849fc9640. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### KnowBERT Micro F1: 71.5. Result ID: 698fe3793a6c314849fc963c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### MTB Micro F1: 71.5. Result ID: 698fe3793a6c314849fc963f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### RoBERTa Micro F1: 71.3. Result ID: 698fe3793a6c314849fc963d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### NLI-RoBERTa Micro F1: 71. Result ID: 698fe3793a6c314849fc9644. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Indirect Supervision","Backbone architecture":"RoBERTa"}. This record does not assert independent reproduction. ### SpanBERT Micro F1: 70.8. Result ID: 698fe3793a6c314849fc963b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### R-BERT Micro F1: 69.1. Result ID: 698fe3793a6c314849fc963e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. ### RECENT Micro F1: 67.3. Result ID: 698fe3793a6c314849fc9643. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method paradigm":"Classification-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.