Want to turn raw reviews, tweets, and feedback into clear sentiment signals? Learn how to fine‑tune BERT with Hugging Face, master tokenization, and build a transformer‑based text classifier in minutes. The guide walks you through every step, from data prep to evaluation. Perfect for open‑source lovers and NLP hobbyists! #BERT #HuggingFace #NLP #TextClassification
🔗 https://aidailypost.com/news/learn-classify-reviews-tweets-feedback-bert-hugging-face
PEFT with AL selects more valuable data, preserves stable early‑layer representations, reduces forgetting, and outperforms FFT in low‑resource settings. https://hackernoon.com/why-peft-beats-fft-in-active-learning-forgetting-dynamics-and-stable-representations #textclassification
Experiments show PEFT, especially Prefix‑tuning and UniPELT, outperform FFT in low‑resource text tasks and remain strong in AL setups, boosted further by TAPT. https://hackernoon.com/who-learns-faster-with-less-data-adapters-beat-full-finetuning #textclassification
This paper studies active learning with parameter‑efficient fine‑tuning (adapters), showing AL+PEFT improves PLMs in low‑resource text classification. https://hackernoon.com/teaching-big-models-with-less-data-how-adapters-active-learning-win #textclassification
About the importance of just one word in biasing text classification
"A new way to test how well #AI systems classify text"
https://news.mit.edu/2025/new-way-test-how-well-ai-systems-classify-text-0813
Generative AI Using SAS: Explore Machine Learning Techniques | CoListy
Learn the basics of Generative AI with SAS, including SMOTE, GANs, and LLMs to generate synthetic data and improve AI accuracy.
#freeonlinelearning #colisty #courselist #generativeai #machinelearning #datascience #sasviya #gans #smote #largelanguagemodels #bert #ai #syntheticdata #textclassification #rag #sasprogramming.
https://colisty.netlify.app/courses/generative-ai-using-sas-explore-machine-learning-techniques/
Just compared Claude-Sonnet-3.5 with OpenAI's o1 on a CLS task – classifying text inputs from US short stories with regard to focalization. Turns out, Sonnet doesn't recognize zero focalization and achieved an F1-score of 0.47, while o1 performed better with 0.69. Not bad - but problematic, as the hidden tokens of the optimizer (?) from o1 would be of particular interest.
#CLS #AI #ClaudeSonnet #OpenAI's_o1 #TextClassification #Focalization
I've started making a text classification library in Go. It's VERY WIP, but I think that there could be some interesting results once I add things to it. (and maybe redesign the entirety of it if needed in the future)
Source code: https://codeberg.org/autodni/silt
#Go #GoLang #Language #NLP #Classification #TextClassification
Generative or Discriminative? How does Multinomial Naive Bayes work for text classification? 📚🐍🤔 #NaiveBayes #TextClassification #DataScience https://towardsdatascience.com/multinomial-naive-bayes-classifier-c861311caff9
Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial #Python #TensorFlow #MachineLearning #NeuralNetwork #TextClassification
https://www.youtube.com/watch?v=VtRLrQ3Ev-U
Our pick of the week by @apierg: Tokpo et al., 2023 "How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text Classification"
tldr; #data #augmentation in #NLProc degrades #textClassification performance in most cases. https://aclanthology.org/2022.insights-1.12.pdf
Well that was fun. Just spent last night experimenting with #dataAugmentation (using #flan-T5 for paraphrasing) and in wondering why it seems to degrade #textClassification performance I came across this great paper essentially saying the same thing. I guess I’ll revisit this in a year or so when there are better language models.
@linguistics @sigmoid.social
Hi everybody, #introduction
I'm a PhD student at #AIFB/KIT and part of the #FIZKarlsruhe @fizise research group.
On this account you will find mostly toots about my research in the areas of #TextClassification, #ZSL, #ZSTC and #KnowledgeGraph. I'm especially interested in everything connecting subsymbolic and symbolic #AI.
Aside from this I might toot about #running and #coffee.
