# Text Classification on THUCNews syntactically perturbed Source: [Text Classification on THUCNews syntactically perturbed]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:43:28.515Z Evaluation of Text Classification performance on the syntactically perturbed version of the THUCNews dataset, measured by Accuracy. 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 | Text Classification | | Dataset (including any stated split) | THUCNews syntactically perturbed | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SyCo | 95.39 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+TA-LoRA | 94.83 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD+TA-LoRA | 94.31 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+MPT | 93.57 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3+ATTEMPT | 93.46 | Not recorded | 69cdf8400636e5bf4afcccaf | | TA-LoRA | 92.85 | Not recorded | 69cdf8400636e5bf4afcccaf | | ATTEMPT | 91.59 | Not recorded | 69cdf8400636e5bf4afcccaf | | MPT | 91.57 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD+MPT | 90.11 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT+SPoT | 87.78 | Not recorded | 69cdf8400636e5bf4afcccaf | | SPoT | 86.72 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD | 86.35 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM | 84.28 | Not recorded | 69cdf8400636e5bf4afcccaf | | FOA | 82.2 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3 | 80.13 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT | 78.05 | Not recorded | 69cdf8400636e5bf4afcccaf | | PT | 76.8 | Not recorded | 69cdf8400636e5bf4afcccaf | ### SyCo Accuracy: 95.39. Result ID: 69ce3a2747f34ce924b7c925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+TA-LoRA Accuracy: 94.83. Result ID: 69ce3a2747f34ce924b7c923. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### T2ARD+TA-LoRA Accuracy: 94.31. Result ID: 69ce3a2747f34ce924b7c924. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+MPT Accuracy: 93.57. Result ID: 69ce3a2747f34ce924b7c921. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### ClusT3+ATTEMPT Accuracy: 93.46. Result ID: 69ce3a2747f34ce924b7c920. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### TA-LoRA Accuracy: 92.85. Result ID: 69ce3a2747f34ce924b7c91e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### ATTEMPT Accuracy: 91.59. Result ID: 69ce3a2747f34ce924b7c91c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### MPT Accuracy: 91.57. Result ID: 69ce3a2747f34ce924b7c91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### T2ARD+MPT Accuracy: 90.11. Result ID: 69ce3a2747f34ce924b7c922. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### TENT+SPoT Accuracy: 87.78. Result ID: 69ce3a2747f34ce924b7c91f. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### SPoT Accuracy: 86.72. Result ID: 69ce3a2747f34ce924b7c91b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### T2ARD Accuracy: 86.35. Result ID: 69ce3a2747f34ce924b7c91a. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### POEM Accuracy: 84.28. Result ID: 69ce3a2747f34ce924b7c919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### FOA Accuracy: 82.2. Result ID: 69ce3a2747f34ce924b7c918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### ClusT3 Accuracy: 80.13. Result ID: 69ce3a2747f34ce924b7c917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### TENT Accuracy: 78.05. Result ID: 69ce3a2747f34ce924b7c916. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### PT Accuracy: 76.8. Result ID: 69ce3a2747f34ce924b7c915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Vanilla"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.