# Semantic Textual Similarity on STS Benchmark Slovak (val) Source: [Semantic Textual Similarity on STS Benchmark Slovak (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:40.796Z Evaluation of Semantic Textual Similarity performance on the validation split of the Slovak version of the STS Benchmark dataset, typically measured using Pearson correlation. 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 Textual Similarity | | Dataset (including any stated split) | STS Benchmark Slovak (val) | | Metric | Pearson Correlation | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [Pearson Correlation](): Higher is better; unit: SCALAR. ## Recorded results | Method | Pearson Correlation | Result date | Report paper | | --- | --- | --- | --- | | NLPCloud | 0.824 | Not recorded | 69842432a8b01e76cc8ee854 | | GPT-4 | 0.78 | Not recorded | 69842432a8b01e76cc8ee854 | | OpenAI full-text embeddings | 0.756 | Not recorded | 69842432a8b01e76cc8ee854 | | SlovakBERT | 0.7537 | Not recorded | 69842432a8b01e76cc8ee854 | | Gradient Boosting Regression | 0.685 | Not recorded | 69842432a8b01e76cc8ee854 | | XGBoost | 0.678 | Not recorded | 69842432a8b01e76cc8ee854 | | Bayesian Ridge Regression | 0.672 | Not recorded | 69842432a8b01e76cc8ee854 | | Linear Regression | 0.671 | Not recorded | 69842432a8b01e76cc8ee854 | | Random Forest Regression | 0.654 | Not recorded | 69842432a8b01e76cc8ee854 | | Support Vector Regression | 0.648 | Not recorded | 69842432a8b01e76cc8ee854 | | Decision Tree Regression | 0.635 | Not recorded | 69842432a8b01e76cc8ee854 | | Ochiai | 0.58 | Not recorded | 69842432a8b01e76cc8ee854 | | Jaccard | 0.568 | Not recorded | 69842432a8b01e76cc8ee854 | | Sorensen-Dice | 0.562 | Not recorded | 69842432a8b01e76cc8ee854 | | Cosine | 0.562 | Not recorded | 69842432a8b01e76cc8ee854 | | Overlap | 0.56 | Not recorded | 69842432a8b01e76cc8ee854 | | OpenAI word-level embeddings | 0.547 | Not recorded | 69842432a8b01e76cc8ee854 | | LCSSeq | 0.532 | Not recorded | 69842432a8b01e76cc8ee854 | | Jaro | 0.523 | Not recorded | 69842432a8b01e76cc8ee854 | | Jaro-Winkler | 0.502 | Not recorded | 69842432a8b01e76cc8ee854 | | Levenshtein | 0.492 | Not recorded | 69842432a8b01e76cc8ee854 | | LCSStr | 0.491 | Not recorded | 69842432a8b01e76cc8ee854 | | Damerau-Levenshtein | 0.485 | Not recorded | 69842432a8b01e76cc8ee854 | | Smith-Waterman | 0.456 | Not recorded | 69842432a8b01e76cc8ee854 | | FastText | 0.42 | Not recorded | 69842432a8b01e76cc8ee854 | | Needleman-Wunsch | 0.397 | Not recorded | 69842432a8b01e76cc8ee854 | | DISCO | 0.347 | Not recorded | 69842432a8b01e76cc8ee854 | | ESA | 0.319 | Not recorded | 69842432a8b01e76cc8ee854 | | Path | 0.265 | Not recorded | 69842432a8b01e76cc8ee854 | | Hamming | 0.233 | Not recorded | 69842432a8b01e76cc8ee854 | | Leacock-Chodorow | 0.231 | Not recorded | 69842432a8b01e76cc8ee854 | | Wu-Palmer | 0.184 | Not recorded | 69842432a8b01e76cc8ee854 | | HAL | 0.126 | Not recorded | 69842432a8b01e76cc8ee854 | ### NLPCloud Pearson Correlation: 0.824. Result ID: 69964b4c5698665ec48f989b. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Third-party tool"}. This record does not assert independent reproduction. ### GPT-4 Pearson Correlation: 0.78. Result ID: 69964b4c5698665ec48f989a. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Third-party tool"}. This record does not assert independent reproduction. ### OpenAI full-text embeddings Pearson Correlation: 0.756. Result ID: 69964b4c5698665ec48f9899. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Third-party tool"}. This record does not assert independent reproduction. ### SlovakBERT Pearson Correlation: 0.7537. Result ID: 69964b4c5698665ec48f989c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Third-party tool","fine-tuned":"true"}. This record does not assert independent reproduction. ### Gradient Boosting Regression Pearson Correlation: 0.685. Result ID: 69964b4c5698665ec48f9897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### XGBoost Pearson Correlation: 0.678. Result ID: 69964b4c5698665ec48f9898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Bayesian Ridge Regression Pearson Correlation: 0.672. Result ID: 69964b4c5698665ec48f9893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Linear Regression Pearson Correlation: 0.671. Result ID: 69964b4c5698665ec48f9892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Random Forest Regression Pearson Correlation: 0.654. Result ID: 69964b4c5698665ec48f9896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Support Vector Regression Pearson Correlation: 0.648. Result ID: 69964b4c5698665ec48f9894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Decision Tree Regression Pearson Correlation: 0.635. Result ID: 69964b4c5698665ec48f9895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Custom ML model"}. This record does not assert independent reproduction. ### Ochiai Pearson Correlation: 0.58. Result ID: 69964b4c5698665ec48f9889. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Term-based"}. This record does not assert independent reproduction. ### Jaccard Pearson Correlation: 0.568. Result ID: 69964b4c5698665ec48f9885. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Term-based"}. This record does not assert independent reproduction. ### Sorensen-Dice Pearson Correlation: 0.562. Result ID: 69964b4c5698665ec48f9886. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Term-based"}. This record does not assert independent reproduction. ### Cosine Pearson Correlation: 0.562. Result ID: 69964b4c5698665ec48f9888. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Term-based"}. This record does not assert independent reproduction. ### Overlap Pearson Correlation: 0.56. Result ID: 69964b4c5698665ec48f9887. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Term-based"}. This record does not assert independent reproduction. ### OpenAI word-level embeddings Pearson Correlation: 0.547. Result ID: 69964b4c5698665ec48f988e. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Statistical"}. This record does not assert independent reproduction. ### LCSSeq Pearson Correlation: 0.532. Result ID: 69964b4c5698665ec48f9883. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Jaro Pearson Correlation: 0.523. Result ID: 69964b4c5698665ec48f987f. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Jaro-Winkler Pearson Correlation: 0.502. Result ID: 69964b4c5698665ec48f9880. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Levenshtein Pearson Correlation: 0.492. Result ID: 69964b4c5698665ec48f987d. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### LCSStr Pearson Correlation: 0.491. Result ID: 69964b4c5698665ec48f9884. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Damerau-Levenshtein Pearson Correlation: 0.485. Result ID: 69964b4c5698665ec48f987e. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Smith-Waterman Pearson Correlation: 0.456. Result ID: 69964b4c5698665ec48f9882. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### FastText Pearson Correlation: 0.42. Result ID: 69964b4c5698665ec48f988d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Algorithm Type":"Statistical"}. This record does not assert independent reproduction. ### Needleman-Wunsch Pearson Correlation: 0.397. Result ID: 69964b4c5698665ec48f9881. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### DISCO Pearson Correlation: 0.347. Result ID: 69964b4c5698665ec48f988c. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Statistical"}. This record does not assert independent reproduction. ### ESA Pearson Correlation: 0.319. Result ID: 69964b4c5698665ec48f988b. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Statistical"}. This record does not assert independent reproduction. ### Path Pearson Correlation: 0.265. Result ID: 69964b4c5698665ec48f9890. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Knowledge-based"}. This record does not assert independent reproduction. ### Hamming Pearson Correlation: 0.233. Result ID: 69964b4c5698665ec48f987c. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Character-based"}. This record does not assert independent reproduction. ### Leacock-Chodorow Pearson Correlation: 0.231. Result ID: 69964b4c5698665ec48f9891. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Knowledge-based"}. This record does not assert independent reproduction. ### Wu-Palmer Pearson Correlation: 0.184. Result ID: 69964b4c5698665ec48f988f. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Knowledge-based"}. This record does not assert independent reproduction. ### HAL Pearson Correlation: 0.126. Result ID: 69964b4c5698665ec48f988a. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Statistical"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.