#textclassification — Public Fediverse posts

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"

#LLM #TextClassification

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/

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/

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

Anyone use a machine learning api in their app? I had trouble finding a dead simple, cost effective one and ended up creating my own for #textclassification . Curious if other people would get value out of it.

#ai #serverless #buildinpublic