deep_unsupervised_learning

Note that this code is pre-dominately based on existing reposities:

For the BigBird Model I use pegasus_evaluation.ipynb which i added in the bin repo and for the counterfactual reasoning i use the official repo: https://github.com/qkaren/unsup_gen_for_cms_reasoning.

Data

Abductive Reasoning Datasource: http://abductivecommonsense.xyz

Counterfactual Data:

https://paperswithcode.com/dataset/timetravel

Commonsense Reasoning

Delorean entails code for the two tasks namely abductive reasoning. The main delorean decoding notebook can be found in the DeLorean.ipynb file. Code can be found in the commonsense folder.

Note that there is no offical code for the evaluation and the repo only contains code untill the ranking step. This is a reason why there are some difference also with respect to the scaling of the scores.

	ROUGE-L	BertScore	Bleurt
TimeTravel
Reported DeLorean	40.73	63.36	-
Replicated DeLorean (Non-Deprecated)	31.19	0.886	-.8552
Art
Reported DeLorean	18.94	42.86	-
Replicated DeLorean (Non-Deprecated)	17.89	0.874	-0.970

Text Summarizations

I report the ROGUE and BLEURT Scores for the models for the summarization. You can find the respective CSV with the results folder for the respective model. When i write down BigBird, i refer to BigBird-Pegasus large of the respective fine tuned checkpoint. The table reports the F1 measures

	ROUGE-1	ROUGE-2	ROUGE-L	Bleurt
Pubmed
Reported BigBird	46.32	20.65	42.33	-
Replicated BigBird	43.94	19.60	26.90	-0.448
BigBird + Sampling	43.93	19.62	26.91	-0.159
BigBird + Sampling + Repetition Penalty	43.94	19.55	26.82	-0.161
Arxiv
Reported BigBird	46.63	19.02	41.77	-
Replicated BigBird	43.50	17.74	25.77	-0.4993
BigBird + Sampling	43.50	17.74	25.77	-0.4993
BigBird + Sampling + Repetition Penalty	43.47	17.77	25.70	-0.498
Big Patent
Reported BigBird	60.64	42.46	50.01	-
Replicated BigBird	37.88	15.11	26.12	-0.473
BigBird + Sampling	37.88	15.11	26.12	-0.473
BigBird + Sampling + Repetition Penalty	37.88	15.21	26.09	-0.474
billsum
BigBird Arxiv	16.06	01.73	12.45	-1.001
BigBird Big Patent	26.92	09.44	19.22	-0.716
BigBird Arxiv + Ngram-Penalty	22.22	03.24	13.20	-0.9698
BigBird Big Patent + Sampling + Repetition Penalty	26.47	09.38	18.94	-0.724

I include a few notebooks i used. To reproduce, Arxiv one needs to make some changes in the pubmed notebook. Instructions are provided in the notebook itself. All the notesbokes heavily built on the pegasus_evaluation notebook which was published by the authors of bigbord. I also link that and many other reference notebooks in the bin folder.

Plots

Code for the plots can be found in the paper folder

Bin

This folder contains all reference notebooks i used.

Further Direction

I would love to apply this combined method of bidirectional decoding and long sequence summarization via sparse attention in further research and potentially apply it to a shared task such as laysumm2020.