Update README.md

README.md

@@ -45,47 +45,47 @@ The retrieved embeddings can be utilized as input for a machine learning classif
 
 Find out more about the datasets and access in the paper **(TBA)**
 
-**Table:** Accuracy scores (with 95% confidence intervals) across datasets T1–T8 for each model and embedding method. Best results per column are in **bold**, while scores for the Proposed model are _underlined_.
+**Table:** Accuracy scores (with 95% confidence intervals) across datasets T1–T8 for each model and embedding method. 
 
 | Model | Embed.    | T1             | T2             | T3             | T4             | T5             | T6             | T7             | T8             |
 |-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | LR    | Proposed  | _0.65 ± 0.01_  | _0.67 ± 0.0_   | _0.85 ± 0.01_  | _0.64 ± 0.01_  | _0.80 ± 0.0_   | _0.49 ± 0.0_   | _0.33 ± 0.0_   | _0.70 ± 0.01_  |
 |       | DNABERT   | 0.62 ± 0.01    | 0.65 ± 0.0     | 0.84 ± 0.04    | 0.69 ± 0.01    | 0.85 ± 0.01    | 0.49 ± 0.0     | 0.33 ± 0.0     | 0.60 ± 0.01    |
 |       | NT        | **0.66 ± 0.0** | **0.67 ± 0.0** | 0.84 ± 0.01    | **0.73 ± 0.0** | **0.85 ± 0.01**| **0.81 ± 0.0** | **0.62 ± 0.01**| **0.99 ± 0.0** |
-
+ |-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | LGBM  | Proposed  | _0.64 ± 0.01_  | _0.66 ± 0.0_   | _0.90 ± 0.02_  | _0.61 ± 0.01_  | _0.78 ± 0.0_   | _0.49 ± 0.0_   | _0.33 ± 0.0_   | _0.81 ± 0.01_  |
 |       | DNABERT   | 0.62 ± 0.01    | 0.65 ± 0.01    | 0.90 ± 0.02    | 0.65 ± 0.01    | 0.83 ± 0.0     | 0.49 ± 0.0     | 0.33 ± 0.0     | 0.75 ± 0.01    |
 |       | NT        | 0.63 ± 0.01    | 0.66 ± 0.0     | **0.91 ± 0.02**| 0.72 ± 0.0     | **0.85 ± 0.0** | **0.80 ± 0.0** | **0.59 ± 0.01**| 0.97 ± 0.0     |
-
+|-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | XGB   | Proposed  | _0.60 ± 0.01_  | _0.62 ± 0.0_   | _0.90 ± 0.02_  | _0.60 ± 0.0_   | _0.77 ± 0.0_   | _0.49 ± 0.0_   | _0.33 ± 0.0_   | _0.85 ± 0.01_  |
 |       | DNABERT   | 0.59 ± 0.01    | 0.62 ± 0.01    | 0.90 ± 0.01    | 0.64 ± 0.01    | 0.82 ± 0.01    | 0.49 ± 0.0     | 0.33 ± 0.0     | 0.79 ± 0.01    |
 |       | NT        | 0.61 ± 0.01    | 0.64 ± 0.0     | 0.90 ± 0.02    | **0.89 ± 0.03**| **0.85 ± 0.01**| **0.81 ± 0.01**| **0.60 ± 0.01**| 0.98 ± 0.0     |
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+|-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | RF    | Proposed  | _0.61 ± 0.0_   | _0.66 ± 0.01_  | _0.90 ± 0.02_  | _0.61 ± 0.01_  | _0.77 ± 0.0_   | _0.49 ± 0.0_   | _0.33 ± 0.0_   | _0.86 ± 0.0_   |
 |       | DNABERT   | 0.60 ± 0.0     | 0.66 ± 0.01    | 0.90 ± 0.02    | 0.63 ± 0.01    | 0.82 ± 0.0     | 0.49 ± 0.0     | 0.33 ± 0.0     | 0.81 ± 0.01    |
 |       | NT        | 0.62 ± 0.01    | **0.67 ± 0.01**| 0.90 ± 0.01    | 0.71 ± 0.01    | **0.85 ± 0.0** | **0.79 ± 0.0** | **0.55 ± 0.01**| 0.97 ± 0.0     |
 
-**Table:** F1-scores (with 95% confidence intervals) across datasets T1–T8 for each model and embedding method. Best results per column are in **bold**, while scores for the Proposed model are _underlined_.
+
+**Table:** F1-scores (with 95% confidence intervals) across datasets T1–T8 for each model and embedding method. 
 
 | Model | Embed.    | T1             | T2             | T3             | T4             | T5             | T6             | T7             | T8             |
 |-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | LR    | Proposed  | **_0.78 ± 0.0_** | **_0.80 ± 0.01_** | _0.20 ± 0.05_  | _0.64 ± 0.01_  | _0.79 ± 0.0_   | _0.13 ± 0.37_  | _0.16 ± 0.0_   | _0.70 ± 0.01_  |
 |       | DNABERT   | 0.75 ± 0.01    | 0.78 ± 0.0     | 0.47 ± 0.09    | 0.69 ± 0.01    | 0.84 ± 0.01    | 0.13 ± 0.37    | 0.16 ± 0.0     | 0.59 ± 0.01    |
 |       | NT        | 0.56 ± 0.01    | 0.54 ± 0.0     | **0.78 ± 0.01**| **0.73 ± 0.0** | **0.85 ± 0.01**| **0.81 ± 0.0** | **0.62 ± 0.01**| **0.99 ± 0.0** |
-
+|-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | LGBM  | Proposed  | _0.76 ± 0.01_  | _0.79 ± 0.0_   | _0.60 ± 0.11_  | _0.63 ± 0.01_  | _0.77 ± 0.0_   | _0.47 ± 0.20_  | _0.26 ± 0.04_  | _0.82 ± 0.0_   |
 |       | DNABERT   | 0.74 ± 0.0     | 0.78 ± 0.0     | 0.60 ± 0.08    | 0.66 ± 0.01    | 0.82 ± 0.01    | 0.47 ± 0.20    | 0.26 ± 0.04    | 0.75 ± 0.01    |
 |       | NT        | 0.59 ± 0.01    | 0.56 ± 0.0     | **0.89 ± 0.02**| **0.72 ± 0.01**| **0.85 ± 0.0** | **0.80 ± 0.0** | **0.59 ± 0.01**| **0.97 ± 0.0** |
-
+|-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | XGB   | Proposed  | _0.72 ± 0.01_  | _0.75 ± 0.0_   | _0.59 ± 0.08_  | _0.60 ± 0.0_   | _0.76 ± 0.0_   | _0.47 ± 0.20_  | _0.26 ± 0.04_  | _0.85 ± 0.01_  |
 |       | DNABERT   | 0.71 ± 0.01    | 0.75 ± 0.01    | 0.58 ± 0.05    | 0.64 ± 0.01    | 0.82 ± 0.01    | 0.47 ± 0.20    | 0.26 ± 0.04    | 0.79 ± 0.01    |
 |       | NT        | 0.59 ± 0.01    | 0.57 ± 0.01    | 0.72 ± 0.01    | **0.85 ± 0.01**| **0.85 ± 0.01**| **0.81 ± 0.01**| **0.60 ± 0.01**| **0.9893 ± 0.0** |
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+|-------|-----------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
 | RF    | Proposed  | _0.73 ± 0.0_   | _0.79 ± 0.0_   | _0.58 ± 0.08_  | _0.61 ± 0.01_  | _0.75 ± 0.0_   | _0.53 ± 0.17_  | _0.24 ± 0.05_  | _0.86 ± 0.0_   |
 |       | DNABERT   | 0.72 ± 0.0     | 0.79 ± 0.0     | 0.59 ± 0.09    | 0.63 ± 0.01    | 0.80 ± 0.01    | 0.53 ± 0.17    | 0.24 ± 0.05    | 0.82 ± 0.01    |
 |       | NT        | 0.59 ± 0.01    | 0.56 ± 0.01    | **0.89 ± 0.02**| **0.71 ± 0.01**| **0.84 ± 0.0** | **0.79 ± 0.0** | **0.55 ± 0.01**| **0.97 ± 0.0** |
 
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 ## Authors 
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