yuqinzhou9 / atnlp

ATNLP

Individual project

The results are available at https://wandb.ai/yuqinzhou/ATNLP?workspace=user-yuqinzhou. Here are the name conventions: "simple_split_hyper" is the hyperparameter search for exp1 using the transformer

"len_split_hyper" is the hyperparameter search for exp2 using the transformer

For the name like this "Exp1_var02_overall_0", it means the first run using the overall best models trained based on the 2% proportion of the Exp1 datasets.

To reproduce the results, the "transformer" folder contains:

Name	Description
ATNLP_transformer_hyper	Hyperparameter search for exp1 and exp2 using the transformer
ATNLP_simple_32p	Exmaple code of the overall best model trained based on the 32% proportion of the Exp1
transformer_pos	transformer models with fixed positional embeddings
transformer_new	transformer models with learnable positional embeddings

Group project

The "Reimplementation" folder contains:

Name	Description
Exp1	Simple split and random subset models
Exp2	Length split
Exp3a	Models using "turn left" primitive
Exp3b	Models using "jump" primitive
Exp3c	Error inspection of experiment 3a and 3b
Exp3d	Cosine similarity
Exp3e	Model with different amount of compositional jump commands