# Semantic Similarity on LCQMC Source: [Semantic Similarity on LCQMC]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:43:28.339Z Evaluation of Semantic Similarity performance on the LCQMC dataset, measured using 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 | Semantic Similarity | | Dataset (including any stated split) | LCQMC | | 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 | 83.6 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+TA-LoRA | 80.21 | Not recorded | 69cdf8400636e5bf4afcccaf | | T^2ARD+TA-LoRA | 80.17 | Not recorded | 69cdf8400636e5bf4afcccaf | | T^2ARD+MPT | 75.88 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM+MPT | 75.35 | Not recorded | 69cdf8400636e5bf4afcccaf | | MPT | 75.26 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3 | 75.07 | Not recorded | 69cdf8400636e5bf4afcccaf | | T^2ARD | 74.84 | Not recorded | 69cdf8400636e5bf4afcccaf | | ATTEMPT | 74.48 | Not recorded | 69cdf8400636e5bf4afcccaf | | FOA | 74.38 | Not recorded | 69cdf8400636e5bf4afcccaf | | ClusT3+ATTEMPT | 73.92 | Not recorded | 69cdf8400636e5bf4afcccaf | | SPoT | 73.87 | Not recorded | 69cdf8400636e5bf4afcccaf | | POEM | 73.28 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT+SPoT | 73.21 | Not recorded | 69cdf8400636e5bf4afcccaf | | TA-LoRA | 72.97 | Not recorded | 69cdf8400636e5bf4afcccaf | | TENT | 72.59 | Not recorded | 69cdf8400636e5bf4afcccaf | | PT | 69.91 | Not recorded | 69cdf8400636e5bf4afcccaf | ### SyCo Accuracy: 83.6. Result ID: 69ce3a2747f34ce924b7c8bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+TA-LoRA Accuracy: 80.21. Result ID: 69ce3a2747f34ce924b7c8bd. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### T^2ARD+TA-LoRA Accuracy: 80.17. Result ID: 69ce3a2747f34ce924b7c8be. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### T^2ARD+MPT Accuracy: 75.88. Result ID: 69ce3a2747f34ce924b7c8bc. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### POEM+MPT Accuracy: 75.35. Result ID: 69ce3a2747f34ce924b7c8bb. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### MPT Accuracy: 75.26. Result ID: 69ce3a2747f34ce924b7c8b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### ClusT3 Accuracy: 75.07. Result ID: 69ce3a2747f34ce924b7c8b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### T^2ARD Accuracy: 74.84. Result ID: 69ce3a2747f34ce924b7c8b4. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### ATTEMPT Accuracy: 74.48. Result ID: 69ce3a2747f34ce924b7c8b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### FOA Accuracy: 74.38. Result ID: 69ce3a2747f34ce924b7c8b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### ClusT3+ATTEMPT Accuracy: 73.92. Result ID: 69ce3a2747f34ce924b7c8ba. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### SPoT Accuracy: 73.87. Result ID: 69ce3a2747f34ce924b7c8b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### POEM Accuracy: 73.28. Result ID: 69ce3a2747f34ce924b7c8b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### TENT+SPoT Accuracy: 73.21. Result ID: 69ce3a2747f34ce924b7c8b9. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"MOA"}. This record does not assert independent reproduction. ### TA-LoRA Accuracy: 72.97. Result ID: 69ce3a2747f34ce924b7c8b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"MTL"}. This record does not assert independent reproduction. ### TENT Accuracy: 72.59. Result ID: 69ce3a2747f34ce924b7c8b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"TTA"}. This record does not assert independent reproduction. ### PT Accuracy: 69.91. Result ID: 69ce3a2747f34ce924b7c8af. [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.