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@@ -24,37 +24,37 @@ Mean F1 scores were used to evaluate performance.
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  |:-----------------------------------------------------------------------|:--------|---------:|
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  | **XLM-R-BERTić** (this model) | hr500k | 0.927 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | hr500k | 0.925 |
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- | XLM-R-SloBERTić | hr500k | 0.923 |
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- | XLM-Roberta-Large | hr500k | 0.919 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | hr500k | 0.918 |
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- | XLM-Roberta-Base | hr500k | 0.903 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:---------|---------:|
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- | XLM-R-SloBERTić | ReLDI-hr | 0.812 |
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- | **XLM-R-BERTić** (this model) | ReLDI-hr | 0.809 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ReLDI-hr | 0.794 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ReLDI-hr | 0.792 |
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- | XLM-Roberta-Large | ReLDI-hr | 0.791 |
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- | XLM-Roberta-Base | ReLDI-hr | 0.763 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:-----------|---------:|
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- | XLM-R-SloBERTić | SETimes.SR | 0.949 |
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- | **XLM-R-BERTić** (this model) | SETimes.SR | 0.940 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | SETimes.SR | 0.936 |
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- | XLM-Roberta-Large | SETimes.SR | 0.933 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | SETimes.SR | 0.922 |
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- | XLM-Roberta-Base | SETimes.SR | 0.914 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:---------|---------:|
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- | **XLM-R-BERTić** (this model) | ReLDI-sr | 0.841 |
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- | XLM-R-SloBERTić | ReLDI-sr | 0.824 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ReLDI-sr | 0.798 |
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- | XLM-Roberta-Large | ReLDI-sr | 0.774 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ReLDI-sr | 0.751 |
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- | XLM-Roberta-Base | ReLDI-sr | 0.734 |
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  ## Sentiment regression
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@@ -65,11 +65,11 @@ The procedure is explained in greater detail in the dedicated [benchmarking repo
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  |:-----------------------------------------------------------------------|:--------------------|:-------------------------|------:|
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  | [xlm-r-parlasent](https://huggingface.co/classla/xlm-r-parlasent) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.615 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.612 |
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- | XLM-R-SloBERTić | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.607 |
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- | XLM-Roberta-Large | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.605 |
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  | **XLM-R-BERTić** (this model) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.601 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.537 |
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- | XLM-Roberta-Base | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.500 |
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  | dummy (mean) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | -0.12 |
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@@ -79,21 +79,21 @@ The procedure is explained in greater detail in the dedicated [benchmarking repo
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  | system | dataset | Accuracy score |
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  |:-----------------------------------------------------------------------|:--------|---------------:|
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | Copa-SR | 0.689 |
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- | XLM-R-SloBERTić | Copa-SR | 0.665 |
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  | **XLM-R-BERTić** (this model) | Copa-SR | 0.637 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | Copa-SR | 0.607 |
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- | XLM-Roberta-Base | Copa-SR | 0.573 |
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- | XLM-Roberta-Large | Copa-SR | 0.570 |
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  | system | dataset | Accuracy score |
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  |:-----------------------------------------------------------------------|:--------|---------------:|
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | Copa-HR | 0.669 |
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- | XLM-R-SloBERTić | Copa-HR | 0.628 |
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  | **XLM-R-BERTić** (this model) | Copa-HR | 0.635 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | Copa-HR | 0.669 |
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- | XLM-Roberta-Base | Copa-HR | 0.585 |
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- | XLM-Roberta-Large | Copa-HR | 0.571 |
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  |:-----------------------------------------------------------------------|:--------|---------:|
25
  | **XLM-R-BERTić** (this model) | hr500k | 0.927 |
26
  | [BERTić](https://huggingface.co/classla/bcms-bertic) | hr500k | 0.925 |
27
+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | hr500k | 0.923 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | hr500k | 0.919 |
29
  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | hr500k | 0.918 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | hr500k | 0.903 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:---------|---------:|
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+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | ReLDI-hr | 0.812 |
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+ | **XLM-R-BERTić** (this model) | ReLDI-hr | 0.809 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ReLDI-hr | 0.794 |
37
  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ReLDI-hr | 0.792 |
38
+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | ReLDI-hr | 0.791 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | ReLDI-hr | 0.763 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:-----------|---------:|
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+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | SETimes.SR | 0.949 |
44
+ | **XLM-R-BERTić** (this model) | SETimes.SR | 0.940 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | SETimes.SR | 0.936 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | SETimes.SR | 0.933 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | SETimes.SR | 0.922 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | SETimes.SR | 0.914 |
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  | system | dataset | F1 score |
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  |:-----------------------------------------------------------------------|:---------|---------:|
52
+ | **XLM-R-BERTić** (this model) | ReLDI-sr | 0.841 |
53
+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | ReLDI-sr | 0.824 |
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ReLDI-sr | 0.798 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | ReLDI-sr | 0.774 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ReLDI-sr | 0.751 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | ReLDI-sr | 0.734 |
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59
  ## Sentiment regression
60
 
 
65
  |:-----------------------------------------------------------------------|:--------------------|:-------------------------|------:|
66
  | [xlm-r-parlasent](https://huggingface.co/classla/xlm-r-parlasent) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.615 |
67
  | [BERTić](https://huggingface.co/classla/bcms-bertic) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.612 |
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+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.607 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.605 |
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  | **XLM-R-BERTić** (this model) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.601 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.537 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | 0.500 |
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  | dummy (mean) | ParlaSent_BCS.jsonl | ParlaSent_BCS_test.jsonl | -0.12 |
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  | system | dataset | Accuracy score |
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  |:-----------------------------------------------------------------------|:--------|---------------:|
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  | [BERTić](https://huggingface.co/classla/bcms-bertic) | Copa-SR | 0.689 |
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+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | Copa-SR | 0.665 |
83
  | **XLM-R-BERTić** (this model) | Copa-SR | 0.637 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | Copa-SR | 0.607 |
85
+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | Copa-SR | 0.573 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | Copa-SR | 0.570 |
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  | system | dataset | Accuracy score |
90
  |:-----------------------------------------------------------------------|:--------|---------------:|
91
  | [BERTić](https://huggingface.co/classla/bcms-bertic) | Copa-HR | 0.669 |
92
+ | [XLM-R-SloBERTić](https://huggingface.co/classla/xlm-r-slobertic) | Copa-HR | 0.628 |
93
  | **XLM-R-BERTić** (this model) | Copa-HR | 0.635 |
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  | [crosloengual-bert](https://huggingface.co/EMBEDDIA/crosloengual-bert) | Copa-HR | 0.669 |
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+ | [XLM-Roberta-Base](https://huggingface.co/xlm-roberta-base) | Copa-HR | 0.585 |
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+ | [XLM-Roberta-Large](https://huggingface.co/xlm-roberta-large) | Copa-HR | 0.571 |
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