Semantic Textual Similarity on STS Benchmark Slovak (val)
0.824Pearson CorrelationNLPCloud
Evaluation Results
| Method | Links | |
|---|---|---|
| NLPCloudAlgorithm Type=Third-party tool2026.02 | 0.824 | |
| GPT-4Algorithm Type=Third-party tool2026.02 | 0.78 | |
| OpenAI full-text embeddingsAlgorithm Type=Third-party tool2026.02 | 0.756 | |
| SlovakBERTAlgorithm Type=Third-party tool, fine-tuned=true2026.02 | 0.7537 | |
| Gradient Boosting RegressionAlgorithm Type=Custom ML model2026.02 | 0.685 | |
| XGBoostAlgorithm Type=Custom ML model2026.02 | 0.678 | |
| Bayesian Ridge RegressionAlgorithm Type=Custom ML model2026.02 | 0.672 | |
| Linear RegressionAlgorithm Type=Custom ML model2026.02 | 0.671 | |
| Random Forest RegressionAlgorithm Type=Custom ML model2026.02 | 0.654 | |
| Support Vector RegressionAlgorithm Type=Custom ML model2026.02 | 0.648 | |
| Decision Tree RegressionAlgorithm Type=Custom ML model2026.02 | 0.635 | |
| OchiaiAlgorithm Type=Term-based2026.02 | 0.58 | |
| JaccardAlgorithm Type=Term-based2026.02 | 0.568 | |
| Sorensen-DiceAlgorithm Type=Term-based2026.02 | 0.562 | |
| CosineAlgorithm Type=Term-based2026.02 | 0.562 | |
| OverlapAlgorithm Type=Term-based2026.02 | 0.56 | |
| OpenAI word-level embeddingsAlgorithm Type=Statistical2026.02 | 0.547 | |
| LCSSeqAlgorithm Type=Character-based2026.02 | 0.532 | |
| JaroAlgorithm Type=Character-based2026.02 | 0.523 | |
| Jaro-WinklerAlgorithm Type=Character-based2026.02 | 0.502 | |
| LevenshteinAlgorithm Type=Character-based2026.02 | 0.492 | |
| LCSStrAlgorithm Type=Character-based2026.02 | 0.491 | |
| Damerau-LevenshteinAlgorithm Type=Character-based2026.02 | 0.485 | |
| Smith-WatermanAlgorithm Type=Character-based2026.02 | 0.456 | |
| FastTextAlgorithm Type=Statistical2026.02 | 0.42 | |
| Needleman-WunschAlgorithm Type=Character-based2026.02 | 0.397 | |
| DISCOAlgorithm Type=Statistical2026.02 | 0.347 | |
| ESAAlgorithm Type=Statistical2026.02 | 0.319 | |
| PathAlgorithm Type=Knowledge-based2026.02 | 0.265 | |
| HammingAlgorithm Type=Character-based2026.02 | 0.233 | |
| Leacock-ChodorowAlgorithm Type=Knowledge-based2026.02 | 0.231 | |
| Wu-PalmerAlgorithm Type=Knowledge-based2026.02 | 0.184 | |
| HALAlgorithm Type=Statistical2026.02 | 0.126 |