Sentiment Analysis on SloESG-News 1.0 (test)
68.79Accuracytabpfn_bge-m3_svd
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| tabpfn_bge-m3_svdModel category=SVD2026.04 | 68.79 | 52.1 | 54.41 | 53.86 | |
| hf_slobertaModel category=Fine-tuned Transformers2026.04 | 60.91 | 54.2 | 54.86 | 55.28 | |
| tabpfn_gemma-embed_svdModel category=SVD2026.04 | 60.3 | 39.09 | 42.48 | 48.67 | |
| GaMS-9BModel category=LLMs2026.04 | 60 | 44.52 | 45.91 | 37.3 | |
| tabpfn_bge-m3Model category=Sentence-Transformer2026.04 | 58.79 | 44.57 | 45.71 | 51.64 | |
| tabpfn_paraphraseModel category=Sentence-Transformer2026.04 | 58.18 | 42.39 | 43.37 | 47.39 | |
| tabpfn_paraphrase_svdModel category=SVD2026.04 | 57.88 | 41.19 | 43.49 | 45.6 | |
| tabpfn_gemma-embedModel category=Sentence-Transformer2026.04 | 56.36 | 38.67 | 39.74 | 47.51 | |
| gpt-oss 20BModel category=LLMs2026.04 | 53.64 | 47.92 | 48.21 | 38.39 | |
| hf_xlm-robertaModel category=Fine-tuned Transformers2026.04 | 53.33 | 35.9 | 38.43 | 48.49 | |
| FinalTowerAModel category=Ensemble2026.04 | 51.52 | 37.42 | 39.97 | 43.51 | |
| GaMS-27BModel category=LLMs2026.04 | 50 | 38.99 | 44.05 | 36.2 | |
| FinalTowerBModel category=Ensemble2026.04 | 49.39 | 39.35 | 41.58 | 43.42 | |
| MajorityModel category=Baseline2026.04 | 48.18 | 16.26 | 25 | 25 | |
| Gemma3-12BModel category=LLMs2026.04 | 47.27 | 48.7 | 51.2 | 42.94 | |
| Gemma3-27BModel category=LLMs2026.04 | 40.91 | 41.46 | 45.29 | 38.16 | |
| gpt-oss 20BCategory=LLMs2026.04 | 0.5273 | 0.4512 | 0.4547 | 0.3603 | |
| GaMS-9BCategory=LLMs2026.04 | 0.5182 | 0.4193 | 0.4432 | 0.3529 | |
| GaMS-27BCategory=LLMs2026.04 | 0.5 | 0.414 | 0.4358 | 0.3395 | |
| hf_xlm-robertaCategory=Fine-tuned Transformers2026.04 | 0.4939 | 0.4404 | 0.4423 | 0.4533 | |
| hf_slobertaCategory=Fine-tuned Transformers2026.04 | 0.4909 | 0.4238 | 0.4265 | 0.4475 | |
| tabpfn_gemma-embed_svdCategory=SVD2026.04 | 0.4727 | 0.294 | 0.36 | 0.3962 | |
| FinalTowerACategory=Ensemble2026.04 | 0.4606 | 0.3033 | 0.3589 | 0.3515 | |
| tabpfn_paraphrase_svdCategory=SVD2026.04 | 0.4545 | 0.2804 | 0.3443 | 0.3987 | |
| tabpfn_gemma-embedCategory=Sentence-Transformer2026.04 | 0.4515 | 0.3177 | 0.3529 | 0.4083 | |
| tabpfn_bge-m3_svdCategory=SVD2026.04 | 0.4515 | 0.2804 | 0.3418 | 0.3821 | |
| tabpfn_bge-m3Category=Sentence-Transformer2026.04 | 0.4455 | 0.2726 | 0.336 | 0.4051 | |
| Gemma3-27BCategory=LLMs2026.04 | 0.4455 | 0.4022 | 0.4622 | 0.343 | |
| tabpfn_paraphraseCategory=Sentence-Transformer2026.04 | 0.4424 | 0.2674 | 0.3336 | 0.4072 | |
| FinalTowerBCategory=Ensemble2026.04 | 0.4364 | 0.3252 | 0.3602 | 0.3557 | |
| Gemma3-12BCategory=LLMs2026.04 | 0.4182 | 0.3717 | 0.4179 | 0.3369 | |
| MajorityCategory=Baseline2026.04 | 0.3364 | 0.1259 | 0.25 | 0.25 |