# Classification on LCD benchmark 30 days Source: [Classification on LCD benchmark 30 days]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:42:03.206Z Evaluation of classification performance on the LCD benchmark 30 days dataset, typically reporting metrics such as AUROC, F1 score, Precision, and Recall. 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 | classification | | Dataset (including any stated split) | LCD benchmark 30 days | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Parsable Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Self cons | 28.53 | Not recorded | 69ddca857d0172140ec7a048 | | CLSGen | 24.55 | Not recorded | 69ddca857d0172140ec7a048 | | CLSGen | 22.63 | Not recorded | 69ddca857d0172140ec7a048 | | CNN | 21.82 | Not recorded | 69ddca857d0172140ec7a048 | | Label pred | 20.23 | Not recorded | 69ddca857d0172140ec7a048 | | Verb prob | 14.09 | Not recorded | 69ddca857d0172140ec7a048 | ### Self cons F1 Score: 28.53. Result ID: 69de34f347f34ce924c716e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Inference-only methods"}. This record does not assert independent reproduction. ### CLSGen F1 Score: 24.55. Result ID: 69de34f347f34ce924c716e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Threshold mode":"Threshold (tuned on dev set)"}. This record does not assert independent reproduction. ### CLSGen F1 Score: 22.63. Result ID: 69de34f347f34ce924c716e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Threshold mode":"Default (fixed 0.5)"}. This record does not assert independent reproduction. ### CNN F1 Score: 21.82. Result ID: 69de34f347f34ce924c716e4. [Reporting paper]() Recorded evaluation configuration: {"Category":"Traditional"}. This record does not assert independent reproduction. ### Label pred F1 Score: 20.23. Result ID: 69de34f347f34ce924c716e2. [Reporting paper]() Recorded evaluation configuration: {"Category":"Inference-only methods"}. This record does not assert independent reproduction. ### Verb prob F1 Score: 14.09. Result ID: 69de34f347f34ce924c716e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Inference-only methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.