# Relation Extraction on MUC-6 k\<=1 (evaluation) Source: [Relation Extraction on MUC-6 k\<=1 (evaluation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:14.235Z Evaluation of Relation Extraction performance on the MUC-6 dataset, specifically focusing on results constrained by k\<=1, typically measured using 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 | Relation Extraction | | Dataset (including any stated split) | MUC-6 k\<=1 (evaluation) | | Metric | Precision | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | iDepNN-ADP | 93.7 | Not recorded | 68fa654b1e209131cea095f5 | | iDepNN-SDP | 93.4 | Not recorded | 68fa654b1e209131cea095f5 | | iDepNN-ADP | 93.3 | Not recorded | 68fa654b1e209131cea095f5 | | iDepNN-SDP | 92.8 | Not recorded | 68fa654b1e209131cea095f5 | | iDepNN-ADP | 92.4 | Not recorded | 68fa654b1e209131cea095f5 | | iDepNN-SDP | 92 | Not recorded | 68fa654b1e209131cea095f5 | | i-biRNN | 90.2 | Not recorded | 68fa654b1e209131cea095f5 | | i-biRNN | 87 | Not recorded | 68fa654b1e209131cea095f5 | | graphLSTM | 86.7 | Not recorded | 68fa654b1e209131cea095f5 | | i-biLSTM | 83.3 | Not recorded | 68fa654b1e209131cea095f5 | | i-biRNN | 82.8 | Not recorded | 68fa654b1e209131cea095f5 | | SVM | 81.6 | Not recorded | 68fa654b1e209131cea095f5 | | SVM | 80.8 | Not recorded | 68fa654b1e209131cea095f5 | | SVM | 77.5 | Not recorded | 68fa654b1e209131cea095f5 | | graphLSTM | 72.7 | Not recorded | 68fa654b1e209131cea095f5 | | graphLSTM | 70.3 | Not recorded | 68fa654b1e209131cea095f5 | | i-biLSTM | 68 | Not recorded | 68fa654b1e209131cea095f5 | | i-biLSTM | 67 | Not recorded | 68fa654b1e209131cea095f5 | ### iDepNN-ADP Precision: 93.7. Result ID: 698ca4da3ce6cd2163e10e9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. ### iDepNN-SDP Precision: 93.4. Result ID: 698ca4da3ce6cd2163e10e97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### iDepNN-ADP Precision: 93.3. Result ID: 698ca4da3ce6cd2163e10ea4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### iDepNN-SDP Precision: 92.8. Result ID: 698ca4da3ce6cd2163e10e9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. ### iDepNN-ADP Precision: 92.4. Result ID: 698ca4da3ce6cd2163e10e98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### iDepNN-SDP Precision: 92. Result ID: 698ca4da3ce6cd2163e10ea3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### i-biRNN Precision: 90.2. Result ID: 698ca4da3ce6cd2163e10ea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### i-biRNN Precision: 87. Result ID: 698ca4da3ce6cd2163e10e9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. ### graphLSTM Precision: 86.7. Result ID: 698ca4da3ce6cd2163e10e94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### i-biLSTM Precision: 83.3. Result ID: 698ca4da3ce6cd2163e10e95. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### i-biRNN Precision: 82.8. Result ID: 698ca4da3ce6cd2163e10e96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### SVM Precision: 81.6. Result ID: 698ca4da3ce6cd2163e10e9f. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### SVM Precision: 80.8. Result ID: 698ca4da3ce6cd2163e10e99. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. ### SVM Precision: 77.5. Result ID: 698ca4da3ce6cd2163e10e93. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"0"}. This record does not assert independent reproduction. ### graphLSTM Precision: 72.7. Result ID: 698ca4da3ce6cd2163e10e9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. ### graphLSTM Precision: 70.3. Result ID: 698ca4da3ce6cd2163e10ea0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### i-biLSTM Precision: 68. Result ID: 698ca4da3ce6cd2163e10ea1. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"\<= 3"}. This record does not assert independent reproduction. ### i-biLSTM Precision: 67. Result ID: 698ca4da3ce6cd2163e10e9b. [Reporting paper]() Recorded evaluation configuration: {"train param (k)":"\<= 1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.