# Machine-Generated Text Attribution on Social Science Source: [Machine-Generated Text Attribution on Social Science]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:41:13.990Z Evaluation of model capabilities to attribute text generation sources on the Social Science dataset, measured using Full Macro-F1. 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 | Machine-Generated Text Attribution | | Dataset (including any stated split) | Social Science | | Metric | Full Macro-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Full Macro-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Full Macro-F1 | Result date | Report paper | | --- | --- | --- | --- | | Ori. | 90.6 | Not recorded | 6a22589786173ad9c1468b1e | | Ori. | 89.1 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 88 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 87.8 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.8 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.8 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.7 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.7 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.5 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.2 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 86.2 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 85.4 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 85.3 | Not recorded | 6a22589786173ad9c1468b1e | | RidgeFT | 85.1 | Not recorded | 6a22589786173ad9c1468b1e | | iCaRL\* | 84.5 | Not recorded | 6a22589786173ad9c1468b1e | | EASE\* | 84.4 | Not recorded | 6a22589786173ad9c1468b1e | | BiC\* | 83.5 | Not recorded | 6a22589786173ad9c1468b1e | | LwF\* | 83.3 | Not recorded | 6a22589786173ad9c1468b1e | | LwF\* | 81.9 | Not recorded | 6a22589786173ad9c1468b1e | | iCaRL\* | 81.2 | Not recorded | 6a22589786173ad9c1468b1e | | BiC\* | 80.1 | Not recorded | 6a22589786173ad9c1468b1e | | PASS | 78 | Not recorded | 6a22589786173ad9c1468b1e | | PASS | 77.2 | Not recorded | 6a22589786173ad9c1468b1e | | SimpleCIL | 76.9 | Not recorded | 6a22589786173ad9c1468b1e | | SimpleCIL | 76.5 | Not recorded | 6a22589786173ad9c1468b1e | | EASE\* | 75.3 | Not recorded | 6a22589786173ad9c1468b1e | ### Ori. Full Macro-F1: 90.6. Result ID: 6a228a87fbc373592c209ef7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### Ori. Full Macro-F1: 89.1. Result ID: 6a228a87fbc373592c209eff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 88. Result ID: 6a228a87fbc373592c209f07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"Mixtral"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 87.8. Result ID: 6a228a87fbc373592c209f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"Mixtral"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.8. Result ID: 6a228a87fbc373592c209f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"Moonshot"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.8. Result ID: 6a228a87fbc373592c209f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.7. Result ID: 6a228a87fbc373592c209f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.7. Result ID: 6a228a87fbc373592c209f0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"Average"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.5. Result ID: 6a228a87fbc373592c209efe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.2. Result ID: 6a228a87fbc373592c209f0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"Moonshot"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 86.2. Result ID: 6a228a87fbc373592c209f10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"Average"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 85.4. Result ID: 6a228a87fbc373592c209f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"Llama-3.1"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 85.3. Result ID: 6a228a87fbc373592c209f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"Llama-3.1"}. This record does not assert independent reproduction. ### RidgeFT Full Macro-F1: 85.1. Result ID: 6a228a87fbc373592c209f06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### iCaRL\* Full Macro-F1: 84.5. Result ID: 6a228a87fbc373592c209ef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### EASE\* Full Macro-F1: 84.4. Result ID: 6a228a87fbc373592c209efb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### BiC\* Full Macro-F1: 83.5. Result ID: 6a228a87fbc373592c209efa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### LwF\* Full Macro-F1: 83.3. Result ID: 6a228a87fbc373592c209ef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### LwF\* Full Macro-F1: 81.9. Result ID: 6a228a87fbc373592c209f00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### iCaRL\* Full Macro-F1: 81.2. Result ID: 6a228a87fbc373592c209f01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### BiC\* Full Macro-F1: 80.1. Result ID: 6a228a87fbc373592c209f02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### PASS Full Macro-F1: 78. Result ID: 6a228a87fbc373592c209f04. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### PASS Full Macro-F1: 77.2. Result ID: 6a228a87fbc373592c209efc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### SimpleCIL Full Macro-F1: 76.9. Result ID: 6a228a87fbc373592c209efd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### SimpleCIL Full Macro-F1: 76.5. Result ID: 6a228a87fbc373592c209f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. ### EASE\* Full Macro-F1: 75.3. Result ID: 6a228a87fbc373592c209f03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa-base","New Model":"GPT-3.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.