Update README.md

README.md

@@ -9,7 +9,7 @@ language: uk
 
 # Evaluation
 
-Evaluation was done on [lang-uk's ner-uk project](https://github.com/lang-uk/ner-uk), the Ukrainian portion of [WikiANN](https://huggingface.co/datasets/wikiann) and the [Ukrainian IU corpus from the Universal Dependencies project](https://github.com/UniversalDependencies/UD_Ukrainian-IU).
+Evaluation was done on [lang-uk's ner-uk project](https://github.com/lang-uk/ner-uk), the Ukrainian portion of [WikiANN](https://huggingface.co/datasets/wikiann) and the [Ukrainian IU corpus from the Universal Dependencies project](https://github.com/UniversalDependencies/UD_Ukrainian-IU). Evaluation results are the mean of 5 runs with different seeds.
 
 __Validation Results__
 
@@ -17,8 +17,10 @@ __Validation Results__
 |:-------------------------------------------------|:-------------------------|:-------------|:-------------------------|
 | roberta-base-wechsel-ukrainian                   | 88.06 (0.50)             | 92.96 (0.08) | 98.70 (0.05)             |
 | roberta-large-wechsel-ukrainian                  | __89.27 (0.53)__             | __93.22 (0.15)__ | __98.86 (0.03)__             |
+|
 | roberta-base-scratch-ukrainian*                  | 85.49 (0.88)             | 91.91 (0.08) | 98.49 (0.04)             |
 | roberta-large-scratch-ukrainian*                 | 86.54 (0.70)             | 92.39 (0.16) | 98.65 (0.09)             |
+|
 | dbmdz/electra-base-ukrainian-cased-discriminator | 87.49 (0.52)             | 93.20 (0.16) | 98.60 (0.03)             |
 | xlm-roberta-base                                 | 86.68 (0.44)             | 92.41 (0.13) | 98.53 (0.02)             |
 | xlm-roberta-large                                | 86.64 (1.61)             | 93.01 (0.13) | 98.71 (0.04)             |
@@ -29,13 +31,15 @@ __Test Results__
 |:-------------------------------------------------|:-------------------------|:-------------|:-------------------------|
 | roberta-base-wechsel-ukrainian                   | 90.81 (1.51)             | 92.98 (0.12) | 98.57 (0.03)             |
 | roberta-large-wechsel-ukrainian                  | __91.24 (1.16)__             | __93.22 (0.17)__ | __98.74 (0.06)__             |
+|
 | roberta-base-scratch-ukrainian*                  | 89.57 (1.01)             | 92.05 (0.09) | 98.31 (0.08)             |
 | roberta-large-scratch-ukrainian*                 | 89.96 (0.89)             | 92.49 (0.15) | 98.52 (0.04)             |
+|
 | dbmdz/electra-base-ukrainian-cased-discriminator | 90.43 (1.29)             | 92.99 (0.11) | 98.59 (0.06)             |
 | xlm-roberta-base                                 | 90.86 (0.81)             | 92.27 (0.09) | 98.45 (0.07)             |
 | xlm-roberta-large                                | 90.16 (2.98)             | 92.92 (0.19) | 98.71 (0.04)             |
 
-\*trained using the same exact training setup as the wechsel-\* models, but without parameter transfer.
+\*trained using the same exact training setup as the wechsel-\* models, but without parameter transfer from WECHSEL.
 
 
 # License