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The case for zero-shot classifiers as LLM alternatives

A user shares Hugging Face guides they describe as beginner-friendly, alongside model listings, and recommends DeBERTa and ModernBERT classifiers.

Graham NeubigGN
Teknium 🪽T🪽
Julien ChaumondJC
11 Sources, 20d ago, first seen 20d ago

TLDR

A user argues that many problems solved with LLMs could have been handled by zero-shot classifiers, wishing those classifiers had been scaled as much as decoder-only models. In a follow-up, they share Hugging Face model listings and guides they describe as beginner-friendly, including one on zero-shot image classification. They recommend DeBERTa and ModernBERT models.

Combined views

78.4K

11 Sources, first seen 20d ago

1.2K likes76 comments347 saves101 reposts

Combined views

78.4K

11 Sources, first seen 20d ago

1.2K likes76 comments347 saves101 reposts

Sentiment

Positive26.8%73.2%Negative

Summary

Replies largely dismissed the revival of text classification and zero-shot models as grifter-coded rebranding or lacking new value, while positive accounts welcomed practical guides and simpler workflows like LegalBERT.

Based on 72 sentiment-bearing replies from 69 accounts across 6 conversations.

Sentiment

Positive26.8%73.2%Negative

Summary

Replies largely dismissed the revival of text classification and zero-shot models as grifter-coded rebranding or lacking new value, while positive accounts welcomed practical guides and simpler workflows like LegalBERT.

Based on 72 sentiment-bearing replies from 69 accounts across 6 conversations.

11 Sources

merve@mervenoyannleaving a few beginner friendly guides for classifiers (normal and zero-shot) as well as where you can find them on the Hub opt for DeBERTa and ModernBERT ones > https://huggingface.co/models?pipeline_tag=zero-shot-classification&sort=trending > https://huggingface.co/tasks/zero-shot-classification > multimodal (image <> text) https://huggingface.co/docs/transformers/en/tasks/zero_shot_image_classification20d
Teknium 🪽@Teknium@tobi They are called zero shot classifiers on hugging face19d
Alex Volkov@altryneha Jev agrees with yall19d
Graham Neubig@gneubig"Nearing the end of 2026 and text classification is the new hotness" was not on my bingo card.19d
Hamel Husain@HamelHusainPeople love rage baiting me with comments that it’s not a classifier because it “also produces a confidence score” or it can choose between two options. I’m gonna assume there isn’t brain rot and that it’s just trolling 😬😅 But well played trolls, well played19d
Julien Chaumond@julien_cso "Decision model" is the new name for "zero-shot classification"?19d
Mark Tenenholtz@marktenenholtz@julien_c We continue to retcon ML terminology18d
Alex Ratner@ajratnerRT @HamelHusain: What’s wrong with calling it a classifier? Its an established term that describes exactly what this is, along with corr…18d
Misha Denil@notmishaDecision model is a substantially better name.18d
Pedro A. Ortega@AdaptiveAgents"Decision model" overloads a very well established term that goes back at least 75 years, arguably even much much more. Anyway, in the post-scientific era, who cares... 🤪18d
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    11 Sources

    merve@mervenoyannleaving a few beginner friendly guides for classifiers (normal and zero-shot) as well as where you can find them on the Hub opt for DeBERTa and ModernBERT ones > https://huggingface.co/models?pipeline_tag=zero-shot-classification&sort=trending > https://huggingface.co/tasks/zero-shot-classification > multimodal (image <> text) https://huggingface.co/docs/transformers/en/tasks/zero_shot_image_classification20d
    Teknium 🪽@Teknium@tobi They are called zero shot classifiers on hugging face19d
    Alex Volkov@altryneha Jev agrees with yall19d
    Graham Neubig@gneubig"Nearing the end of 2026 and text classification is the new hotness" was not on my bingo card.19d
    Hamel Husain@HamelHusainPeople love rage baiting me with comments that it’s not a classifier because it “also produces a confidence score” or it can choose between two options. I’m gonna assume there isn’t brain rot and that it’s just trolling 😬😅 But well played trolls, well played19d
    Julien Chaumond@julien_cso "Decision model" is the new name for "zero-shot classification"?19d
    Mark Tenenholtz@marktenenholtz@julien_c We continue to retcon ML terminology18d
    Alex Ratner@ajratnerRT @HamelHusain: What’s wrong with calling it a classifier? Its an established term that describes exactly what this is, along with corr…18d
    Misha Denil@notmishaDecision model is a substantially better name.18d
    Pedro A. Ortega@AdaptiveAgents"Decision model" overloads a very well established term that goes back at least 75 years, arguably even much much more. Anyway, in the post-scientific era, who cares... 🤪18d
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