modernbert sentiment analysis - SERP Analysis

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https://towardsdatascience.com/how-to-utilize-modernbert-and-synthetic-data-for-robust-text-classification-7a6e03dbf0df/

https://medium.com/%40heyamit10/fine-tuning-bert-for-sentiment-analysis-a-practical-guide-f3d9c9cac236

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https://www.researchgate.net/publication/343302038_Adversarial_and_Domain-Aware_BERT_for_Cross-Domain_Sentiment_Analysis

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https://www.r-bloggers.com/2024/12/rethinking-how-i-do-supervised-topic-modeling-using-modernbert-and-gpt-4o-mini/

https://github.com/sitamgithub-MSIT/ClassyText

https://blog.cubed.run/automating-electrical-engineering-text-analysis-with-named-entity-recognition-ner-part-2-add03cd99982

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https://arxiv.org/html/2502.03793v1

https://the-decoder.com/modernbert-is-a-workhorse-model-that-brings-faster-cheaper-text-processing-for-tasks-like-rag/

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https://www.researchgate.net/publication/389694298_ModernBERT_is_More_Efficient_than_Conventional_BERT_for_Chest_CT_Findings_Classification_in_Japanese_Radiology_Reports

https://quantpedia.com/bert-model-bidirectional-encoder-representations-from-transformers/

https://x.com/dodlapati_reddy/status/1873535950585815102

https://www.aimodels.fyi/models/huggingFace/modernbert-large-answerdotai

https://adasci.org/mastering-modernbert-the-evolution-of-encoder-models/

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https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1234/final-reports/final-report-169501726.pdf

https://en.wikipedia.org/wiki/BERT_(language_model)

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https://www.marktechpost.com/2024/12/20/lighton-and-answer-ai-releases-modernbert-a-new-model-series-that-is-a-pareto-improvement-over-bert-with-both-speed-and-accuracy/

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https://openreview.net/forum?id=TJRyDi7mwH

https://python.plainenglish.io/bert-fine-tuning-a-pre-trained-model-for-text-classification-14ffc211b51e

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https://www.desidime.com/discussions/project-on-sentiment-analysis-f260f1f3-def0-4af4-9de1-f7983500635d

https://sbert.net/

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https://www.lighton.ai/lighton-blogs/arabicweb24

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https://amgadmadkour.com/blog/2025/modernbert/

https://datascience.stackexchange.com/questions/112826/limitations-of-nlp-bert-model-for-sentiment-analysis

https://generativeai.pub/is-modernbert-really-that-good-f504ef4ece76

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