# Aspect-based Sentiment Analysis on COTE-MFW syntactically perturbed Source: [Aspect-based Sentiment Analysis on COTE-MFW syntactically perturbed]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:43:28.698Z Evaluation of Aspect-based Sentiment Analysis performance on the COTE-MFW syntactically perturbed dataset, measured using 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 | Aspect-based Sentiment Analysis | | Dataset (including any stated split) | COTE-MFW syntactically perturbed | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ATTEMPT | 88.85 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD+TA-LoRA | 88.13 | Not recorded | 69cdf8400636e5bf4afcccaf | | SyCo | 87.73 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+TA-LoRA | 87.61 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3+ATTEMPT | 87.14 | Not recorded | 69cdf8400636e5bf4afcccaf | | TA-LoRA | 86.32 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD | 85.84 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM | 85.7 | Not recorded | 69cdf8400636e5bf4afcccaf | | FOA | 85.56 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3 | 85.42 | Not recorded | 69cdf8400636e5bf4afcccaf | | T2ARD+MPT | 85.36 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+MPT | 85.29 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT | 85.28 | Not recorded | 69cdf8400636e5bf4afcccaf | | PT | 85.2 | Not recorded | 69cdf8400636e5bf4afcccaf | | SPoT | 83.52 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT+SPoT | 83.4 | Not recorded | 69cdf8400636e5bf4afcccaf | | MPT | 83.29 | Not recorded | 69cdf8400636e5bf4afcccaf | ### ATTEMPT F1 Score: 88.85. Result ID: 69ce3a2747f34ce924b7c971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### T2ARD+TA-LoRA F1 Score: 88.13. Result ID: 69ce3a2747f34ce924b7c979. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### SyCo F1 Score: 87.73. Result ID: 69ce3a2747f34ce924b7c97a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+TA-LoRA F1 Score: 87.61. Result ID: 69ce3a2747f34ce924b7c978. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### ClusT3+ATTEMPT F1 Score: 87.14. Result ID: 69ce3a2747f34ce924b7c975. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### TA-LoRA F1 Score: 86.32. Result ID: 69ce3a2747f34ce924b7c973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### T2ARD F1 Score: 85.84. Result ID: 69ce3a2747f34ce924b7c96f. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### POEM F1 Score: 85.7. Result ID: 69ce3a2747f34ce924b7c96e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### FOA F1 Score: 85.56. Result ID: 69ce3a2747f34ce924b7c96d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### ClusT3 F1 Score: 85.42. Result ID: 69ce3a2747f34ce924b7c96c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### T2ARD+MPT F1 Score: 85.36. Result ID: 69ce3a2747f34ce924b7c977. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+MPT F1 Score: 85.29. Result ID: 69ce3a2747f34ce924b7c976. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### TENT F1 Score: 85.28. Result ID: 69ce3a2747f34ce924b7c96b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### PT F1 Score: 85.2. Result ID: 69ce3a2747f34ce924b7c96a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Vanilla"}. This record does not assert independent reproduction. ### SPoT F1 Score: 83.52. Result ID: 69ce3a2747f34ce924b7c970. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### TENT+SPoT F1 Score: 83.4. Result ID: 69ce3a2747f34ce924b7c974. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### MPT F1 Score: 83.29. Result ID: 69ce3a2747f34ce924b7c972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.