{"type":"raw_signal","id":"language-models-for-text-classification-from-bag-of-cf8979","slug":"language-models-for-text-classification-from-bag-of-cf8979","title":"Language Models for Text Classification: From Bag-of-Words to Jev","description":"Sebastian Raschka published a visual guide to language-model text classification, tracing approaches from bag-of-words classifiers through recurrent and convolutional neural networks to transformers, and using that history to frame Jev.","retrieval_nugget":"Sebastian Raschka published a visual guide to language-model text classification, tracing approaches from bag-of-words classifiers through recurrent and convolutional neural networks to transformers, and using that history to frame Jev.","observed_at":"2026-09-29","record_date":"2026-09-29","date_kind":"observed_at","why_it_matters":"Sebastian Raschka published a visual guide to language-model text classification, tracing approaches from bag-of-words classifiers through recurrent and convolutional neural networks to transformers, and using that history to frame Jev. The article says bag-of-words plus logistic regression remains a cheap baseline and cites 89.9% accuracy on a balanced IMDb dataset, compared with 85.66% for an LS","novelty":"notable","verification_level":"source-linked","signal_type":"research","source_platform":"magazine.sebastianraschka.com","topics":[],"entities":[],"related_patterns":[],"source_url":"https://magazine.sebastianraschka.com/p/classifier-history-and-jev","source_urls":["https://magazine.sebastianraschka.com/p/classifier-history-and-jev"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:language-models-for-text-classification-from-bag-of-cf8979","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/signals/language-models-for-text-classification-from-bag-of-cf8979/","markdown":"https://newruntime.com/signals/language-models-for-text-classification-from-bag-of-cf8979.md","json":"https://newruntime.com/signals/language-models-for-text-classification-from-bag-of-cf8979.json"},"next_reads":[{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}