Solution Code: https://github.com/NazarioR9/BNBR_ChallengeAll the thank to my teammates @muhamed_Tuo and @Brainiac for this great performanceif you enjoy readin... See more

Congrats to all the winners :D My approach was quite simple : Single model roberta-base trained on 5 folds for 3 epochs , prediction was the average of all pred... See more

Model - Single fine-tuned RoBERTa-base using Huggingface Transformers library with PyTorch.NB: Not doing text preprocessing/cleaning performed better than doing... See more

Congratulations to all the winners our model is an ensembling of 3 roberta base with different params !also we did some functions for data augmentation which he... See more

I hope we will get to know your approach and more importantly, I would like to know things that you tried but did not work.

Dear Zindians,Thank you for your patience while we reviewed the solutions to this challenge. The leaderboard has been sealed and points distributed.Please note... See more

It will be awesome if the top 5 or top 10 share their solutions so we can all learn and benefit from them

What a Great Challenge, I wasn't expect such Fall in this Competition since the data is too small but am really amaze and happy the real thing started happening... See more

i am happy to be in the TOP 3 Congratulations to the winners but what a shake up guys !!!

please help me

it is not showing on leaderboard

Hi All, Is there any way to specify, pick this file for final submission?How zindi will pick the file to run the private dataset?

It is stated that evaluation metrics is log-loss and at the same it is mentioned that probability values do not have to add up to one. That's why it seems like... See more

Hi Guys,Any idea how to break-through 0.30XXX log_loss :D

I've had a problem running on google colab for a week: "AttributeError: 'tqdm_notebook' object has no attribute 'sp' ". Please, someone has already had this pr... See more

@Zindi, is it allowed to use Glove or Google pretrained word embeddings?

if i get 0.00713 on one of the category ,should i round it by 2 to 0.00 or submit 0 or submit 0.00713 itself in csv cell?

Hi All, I have created a team. Can you guys help me how to send a team invite to someone?

i have a problem when i used roberta base it gives me differnet result !

Are the labels that are assigned to each instance vetted for factual correctness or their relationship to the psychological field? e.g. In one of the instances,... See more

Hi guys, I am pretty new in NLP. I joined this challenge to put to test what I have learnt so far on nlp. I have tried my hands at every trick I learnt before j... See more

You said the predictions are, real values, so it's the measure you use to estimate the error, RSME, RME...

Hello everyone,I'm quite new to transformers. I started this competition to learn more about them. Thanks to hugging face's transformers library things are pret... See more

Hello everyone,we all know that the text is grammatically incorrect. Does everyone on the leaderboard manually cleaned the data in excel sheet and then trained... See more

Any suggestions on handling Out-of-Vocabulary words in test data?