# ESG Sentiment Analysis on SloESG-News Aspect E 1.0 (test) Source: [ESG Sentiment Analysis on SloESG-News Aspect E 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:28:17.051Z Evaluation of ESG Sentiment Analysis performance on the test split of the SloESG-News Aspect E 1.0 dataset, measured by 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 | ESG Sentiment Analysis | | Dataset (including any stated split) | SloESG-News Aspect E 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | gpt-oss 20B | 81.82 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-27B | 80 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-12B | 78.18 | Not recorded | 69d732b97d0172140ec76d0b | | Gemma3-27B | 78.18 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_bge-m3\_svd | 77.27 | Not recorded | 69d732b97d0172140ec76d0b | | GaMS-9B | 75.45 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_bge-m3 | 74.55 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase\_svd | 74.24 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerA | 73.94 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_sloberta | 72.42 | Not recorded | 69d732b97d0172140ec76d0b | | hf\_xlm-roberta | 72.12 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed\_svd | 72.12 | Not recorded | 69d732b97d0172140ec76d0b | | FinalTowerB | 71.82 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_gemma-embed | 71.82 | Not recorded | 69d732b97d0172140ec76d0b | | tabpfn\_paraphrase | 70.91 | Not recorded | 69d732b97d0172140ec76d0b | | Majority | 70 | Not recorded | 69d732b97d0172140ec76d0b | ### gpt-oss 20B Accuracy: 81.82. Result ID: 69d8438147f34ce924c05874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### GaMS-27B Accuracy: 80. Result ID: 69d8438147f34ce924c05870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### Gemma3-12B Accuracy: 78.18. Result ID: 69d8438147f34ce924c05872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### Gemma3-27B Accuracy: 78.18. Result ID: 69d8438147f34ce924c05873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### tabpfn\_bge-m3\_svd Accuracy: 77.27. Result ID: 69d8438147f34ce924c0586d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### GaMS-9B Accuracy: 75.45. Result ID: 69d8438147f34ce924c05871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLMs"}. This record does not assert independent reproduction. ### tabpfn\_bge-m3 Accuracy: 74.55. Result ID: 69d8438147f34ce924c0586a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase\_svd Accuracy: 74.24. Result ID: 69d8438147f34ce924c0586f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### FinalTowerA Accuracy: 73.94. Result ID: 69d8438147f34ce924c05866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ensemble"}. This record does not assert independent reproduction. ### hf\_sloberta Accuracy: 72.42. Result ID: 69d8438147f34ce924c05868. [Reporting paper]() Recorded evaluation configuration: {"Category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### hf\_xlm-roberta Accuracy: 72.12. Result ID: 69d8438147f34ce924c05869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fine-tuned Transformers"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed\_svd Accuracy: 72.12. Result ID: 69d8438147f34ce924c0586e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"SVD"}. This record does not assert independent reproduction. ### FinalTowerB Accuracy: 71.82. Result ID: 69d8438147f34ce924c05867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ensemble"}. This record does not assert independent reproduction. ### tabpfn\_gemma-embed Accuracy: 71.82. Result ID: 69d8438147f34ce924c0586b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### tabpfn\_paraphrase Accuracy: 70.91. Result ID: 69d8438147f34ce924c0586c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Sentence-Transformer"}. This record does not assert independent reproduction. ### Majority Accuracy: 70. Result ID: 69d8438147f34ce924c05865. [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.