Update README.md

README.md

@@ -50,19 +50,19 @@ model = AutoModel.from_pretrained("nlpaueb/sec-bert-base")
 
 ## Use LEBAL-BERT variants as Language Models
 
-| Model                               | Masked token | Predictions  |
+| Model                               | Masked token | Predictions (Probability)  |
 | ---------------------------------- | ------------ | ------------ |
 | Total net sales [MASK] 2% or $5.4 billion during 2019 compared to 2018.
-| **BERT-BASE-UNCASED** | decreased | increased -> 0.221<br> were -> 0.131<br> are -> 0.103<br> rose -> 0.075<br> of -> 0.058
-| **SEC-BERT-BASE** | decreased | ('increased', '0.678'), ('decreased', '0.282'), ('declined', '0.017'), ('grew', '0.016'), ('rose', '0.004')
-| **SEC-BERT-NUM** | decreased | ('increased', '0.678'), ('decreased', '0.282'), ('declined', '0.017'), ('grew', '0.016'), ('rose', '0.004')
-| **SEC-BERT-SHAPE** | decreased | ('increased', '0.678'), ('decreased', '0.282'), ('declined', '0.017'), ('grew', '0.016'), ('rose', '0.004')
+| **BERT-BASE-UNCASED** | decreased | increased (0.221), were (0.131), are (0.103), rose (0.075), of (0.058)
+| **SEC-BERT-BASE** | decreased | increased (0.678), decreased (0.282), declined (0.017), grew (0.016), rose (0.004)
+| **SEC-BERT-NUM** | decreased | increased (0.665), decreased (0.281), grew (0.028), declined (0.015), rose (0.008)
+| **SEC-BERT-SHAPE** | decreased | increased (0.793), decreased (0.145), grew (0.042), declined (0.011), rose (0.003)
 |  |  |
 | Total net sales decreased 2% or $5.4 [MASK] during 2019 compared to 2018.
-| **BERT-BASE-UNCASED** | billion | ('letter', '0.38'), ('dealer', '0.04'), ('employment', '0.03'), ('award', '0.03'), ('contribution', '0.02')
-| **SEC-BERT-BASE** | billion | ('letter', '0.38'), ('dealer', '0.04'), ('employment', '0.03'), ('award', '0.03'), ('contribution', '0.02')
-| **SEC-BERT-NUM** | billion | ('letter', '0.38'), ('dealer', '0.04'), ('employment', '0.03'), ('award', '0.03'), ('contribution', '0.02')
-| **SEC-BERT-SHAPE**  | billion | ('letter', '0.38'), ('dealer', '0.04'), ('employment', '0.03'), ('award', '0.03'), ('contribution', '0.02')
+| **BERT-BASE-UNCASED** | billion | 
+| **SEC-BERT-BASE** | billion | 
+| **SEC-BERT-NUM** | billion | 
+| **SEC-BERT-SHAPE**  | billion | 
 |  |  |
 | During 2019, the Company [MASK] $67.1 billion of its common stock and paid dividend equivalents of $14.1 billion.
 | **BERT-BASE-UNCASED** | repurchased | ('letter', '0.38'), ('dealer', '0.04'), ('employment', '0.03'), ('award', '0.03'), ('contribution', '0.02')