# Sentiment Analysis on SloESG-News 1.0 (test) Source: [Sentiment Analysis on SloESG-News 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:28:17.017Z Evaluation of Sentiment Analysis performance on the test split of the SloESG-News 1.0 dataset, measured using Accuracy, F1-macro, BAcc, and AUPRC. 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 | Sentiment Analysis | | Dataset (including any stated split) | SloESG-News 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. - [F1-macro](): Higher is better; unit: PERCENT. - [BAcc](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | tabpfn\_bge-m3\_svd | 68.79 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_sloberta | 60.91 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed\_svd | 60.3 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-9B | 60 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_bge-m3 | 58.79 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase | 58.18 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase\_svd | 57.88 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed | 56.36 | Not recorded | 69d732b97d0172140ec76d0b | | gpt-oss 20B | 53.64 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_xlm-roberta | 53.33 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerA | 51.52 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-27B | 50 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerB | 49.39 | Not recorded | 69d732b97d0172140ec76d0b | | Majority | 48.18 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-12B | 47.27 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-27B | 40.91 | Not recorded | 69d732b97d0172140ec76d0b | | gpt-oss 20B | 0.5273 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-9B | 0.5182 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-27B | 0.5 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_xlm-roberta | 0.4939 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_sloberta | 0.4909 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed\_svd | 0.4727 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerA | 0.4606 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase\_svd | 0.4545 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed | 0.4515 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_bge-m3\_svd | 0.4515 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_bge-m3 | 0.4455 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-27B | 0.4455 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase | 0.4424 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerB | 0.4364 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-12B | 0.4182 | Not recorded | 69d732b97d0172140ec76d0b | | Majority | 0.3364 | Not recorded | 69d732b97d0172140ec76d0b | ### tabpfn\_bge-m3\_svd Accuracy: 68.79. Result ID: 69d8438147f34ce924c0585d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"SVD"}. This record does not assert independent reproduction. ### hf\_sloberta Accuracy: 60.91. Result ID: 69d8438147f34ce924c05858. [Reporting paper]() Recorded evaluation configuration: {"Model category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed\_svd Accuracy: 60.3. Result ID: 69d8438147f34ce924c0585e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"SVD"}. This record does not assert independent reproduction. ### GaMS-9B Accuracy: 60. Result ID: 69d8438147f34ce924c05861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"LLMs"}. This record does not assert independent reproduction. ### tabpfn\_bge-m3 Accuracy: 58.79. Result ID: 69d8438147f34ce924c0585a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase Accuracy: 58.18. Result ID: 69d8438147f34ce924c0585c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase\_svd Accuracy: 57.88. Result ID: 69d8438147f34ce924c0585f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"SVD"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed Accuracy: 56.36. Result ID: 69d8438147f34ce924c0585b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### gpt-oss 20B Accuracy: 53.64. Result ID: 69d8438147f34ce924c05864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"LLMs"}. This record does not assert independent reproduction. ### hf\_xlm-roberta Accuracy: 53.33. Result ID: 69d8438147f34ce924c05859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### FinalTowerA Accuracy: 51.52. Result ID: 69d8438147f34ce924c05856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Ensemble"}. This record does not assert independent reproduction. ### GaMS-27B Accuracy: 50. Result ID: 69d8438147f34ce924c05860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"LLMs"}. This record does not assert independent reproduction. ### FinalTowerB Accuracy: 49.39. Result ID: 69d8438147f34ce924c05857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"Ensemble"}. This record does not assert independent reproduction. ### Majority Accuracy: 48.18. Result ID: 69d8438147f34ce924c05855. [Reporting paper]() Recorded evaluation configuration: {"Model category":"Baseline"}. This record does not assert independent reproduction. ### Gemma3-12B Accuracy: 47.27. Result ID: 69d8438147f34ce924c05862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"LLMs"}. This record does not assert independent reproduction. ### Gemma3-27B Accuracy: 40.91. Result ID: 69d8438147f34ce924c05863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model category":"LLMs"}. This record does not assert independent reproduction. ### gpt-oss 20B Accuracy: 0.5273. Result ID: 69d8438147f34ce924c05884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### GaMS-9B Accuracy: 0.5182. Result ID: 69d8438147f34ce924c05881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### GaMS-27B Accuracy: 0.5. Result ID: 69d8438147f34ce924c05880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### hf\_xlm-roberta Accuracy: 0.4939. Result ID: 69d8438147f34ce924c05879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### hf\_sloberta Accuracy: 0.4909. Result ID: 69d8438147f34ce924c05878. [Reporting paper]() Recorded evaluation configuration: {"Category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed\_svd Accuracy: 0.4727. Result ID: 69d8438147f34ce924c0587e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### FinalTowerA Accuracy: 0.4606. Result ID: 69d8438147f34ce924c05876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ensemble"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase\_svd Accuracy: 0.4545. Result ID: 69d8438147f34ce924c0587f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed Accuracy: 0.4515. Result ID: 69d8438147f34ce924c0587b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### tabpfn\_bge-m3\_svd Accuracy: 0.4515. Result ID: 69d8438147f34ce924c0587d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### tabpfn\_bge-m3 Accuracy: 0.4455. Result ID: 69d8438147f34ce924c0587a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### Gemma3-27B Accuracy: 0.4455. Result ID: 69d8438147f34ce924c05883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase Accuracy: 0.4424. Result ID: 69d8438147f34ce924c0587c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### FinalTowerB Accuracy: 0.4364. Result ID: 69d8438147f34ce924c05877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ensemble"}. This record does not assert independent reproduction. ### Gemma3-12B Accuracy: 0.4182. Result ID: 69d8438147f34ce924c05882. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### Majority Accuracy: 0.3364. Result ID: 69d8438147f34ce924c05875. [Reporting paper]() Recorded evaluation configuration: {"Category":"Baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.