Update README.md

README.md

@@ -11,7 +11,22 @@ datasets:
 
 # ALBERT for ARQMath 3
 
-This repository contains our best model for ARQMath 3, the math_10 model. It was initialised from ALBERT-base-v2 and further pre-trained on Math StackExchange in three different stages. We also added more LaTeX tokens to the tokenizer to enable a better tokenization of mathematical formulas. math_10 was fine-tuned on a classification task to determine whether a given question (sequence 1) matches a given answer (sequence 2). The classification output can be used for ranking the best answers. For further details, please read our paper: http://ceur-ws.org/Vol-3180/paper-07.pdf. We plan on also publishing the other fine-tuned models as well as the base models. Links to these repositories will be added here soon.
+This repository contains our best model for ARQMath 3, the math_10 model. It was initialised from ALBERT-base-v2 and further pre-trained on Math StackExchange in three different stages. We also added more LaTeX tokens to the tokenizer to enable a better tokenization of mathematical formulas. math_10 was fine-tuned on a classification task to determine whether a given question (sequence 1) matches a given answer (sequence 2). The classification output can be used for ranking the best answers. For further details, please read our paper: http://ceur-ws.org/Vol-3180/paper-07.pdf. 
+
+
+## Other Models for ARQMath 3
+We plan on also publishing the other fine-tuned models as well as the base models. Links to these repositories will be added here soon.
+
+| Model       | Initialised from | Pre-training               | Fine-Tuning                         | Link |
+|-------------|------------------|----------------------------|-------------------------------------|------|
+| roberta_10  | RoBERTa          | MathSE (1)                 | yes, N=10 MathSE                    |      |
+| base_10     | ALBERT           | MathSE (1)                 | yes, N=10 MathSE                    |      |
+| math_10_add | ALBERT           | MathSE (1)-(3)             | yes, N=10 MathSE and annotated data |      |
+| Khan_SE_10  | ALBERT           | MathSE (1)                 | yes, N=10 MathSE                    |      |
+| roberta     | RoBERTa          | MathSE (1)                 | no                                  |      |
+| math albert | ALBERT           | MathSE (1)-(3)             | no                                  |      |
+| base        | ALBERT           | MathSE (1)                 | no                                  |      |
+| Khan_SE     | ALBERT           | MathSE (1) mixed with Khan | no                                  |      |
 
 # Usage