zeroshot-learning

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TalSchuster / CrossLingualContextualEmb

Star 99

Cross-Lingual Alignment of Contextual Word Embeddings

nlp pytorch bert wordembeddings crosslingual allennlp elmo zeroshot-learning contextual-embeddings

Updated Feb 12, 2020
Python

maxent-ai / zeroshot_topics

Star 61

Topic Inference with Zeroshot models

nlp data-science machine-learning taxonomy text-classification text transformers linguistics weak-supervision knowledge-graph labelling keyword-extraction bert weakly-supervised-learning nli labelled-data zeroshot-learning huggingface hypernymy-extraction keybert

Updated Jun 12, 2023
Python

Zero Shot Image Classification but more, Supports Multilingual labelling and a variety of CNN based models for a vision backbone by using OpenAI CLIP for $ conscious uses (Super simple, so a 10th-grader could totally write this but since no 10th-grader did, I did) - Prithivi Da

image-classification image-classifier image-labeling weak-labels zeroshot-learning image-labeling-tool

Updated Mar 5, 2022
Python

PrithivirajDamodaran / Alt-ZSC

Sponsor

Star 37

Alternate Implementation for Zero Shot Text Classification: Instead of reframing NLI/XNLI, this reframes the text backbone of CLIP models to do ZSC. Hence, can be lightweight + supports more languages without trading-off accuracy. (Super simple, a 10th-grader could totally write this but since no 10th-grader did, I did) - Prithivi Da

text-classification weak-labels zeroshot-learning text-labeling text-labelling zero-shot-classification

Updated Apr 5, 2022
Python

zcrwind / tgg-pytorch

Star 25

The source code of our ACM MM 2019 paper "TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning".

graph-algorithms pytorch few-shot-learning zeroshot-learning acmmm2019

Updated Feb 29, 2020
Python

AmanPriyanshu / AdaptKeyBERT

Sponsor

Star 24

AdaptKeyBERT: keyword/keyphrase extraction with zero-shot and few-shot semi-supervised domain adaptation

nlp keyword-extraction zeroshot-learning fewshot-learning keybert

Updated Sep 22, 2024
Jupyter Notebook

petuum / gzsl_text

Star 17

Code for Generalized Zero-Shot Text Classification for ICD Coding (IJCAI 2020)

gan icd zeroshot-learning

Updated Jul 27, 2020
Python

SLAB-NLP / Linguistic-Blood-Bank

Star 9

Balanced Data Approach for Evaluating Cross-Lingual Transfer: Mapping the Linguistic Blood Bank, Malkin et al., NAACL 2022

multilingual nlp zeroshot-learning

Updated May 12, 2022
Jupyter Notebook

ranarag / ZSCRGAN

Star 6

gan expectation-maximization zeroshot-learning cross-modal-retrieval

Updated Nov 21, 2022
Python

savnani5 / Zero-Shot-Emotion-Recognition-with-AAE

Star 6

Learning Unseen Emotions from Gestures via Semantically-Conditioned Zero-Shot Perception with Adversarial Autoencoders

word2vec word-embeddings gan vae stgcn zeroshot-learning adverserial-autoencoder

Updated May 3, 2022
Python

purbayankar / Transformer_f-CLSWGAN

Star 5

Advanced Feature Generating Networks for Zero-Shot Learning with Axial Attention transformer

transformer gan attention-model zeroshot-learning

Updated May 1, 2021
Jupyter Notebook

safouaneelg / zeroshot-reasoning

Star 4

Ollama structured output for visual zeroshot reasoning

frontend backend visjs reasoning uvicorn zeroshot-learning fastapi large-language-models llm chain-of-thought tree-of-thoughts ollama graph-of-thoughts

Updated Jul 2, 2025
HTML

youyicloud / ZeroLearing

Star 4

零样本论文学习总结

word2vec image-classification zero-shot zero-shot-learning zeroshot-learning attributed-embedding

Updated Jun 10, 2019

AlinaMustaqeem / open-LLM

Star 4

Kickstart with LLMs

python transformers bart lora colab-notebook zeroshot-learning gpt-2 llms qlora llama-2 llama2-7b

Updated Apr 25, 2024
Jupyter Notebook

kangh1 / rhythmic_sharing

Star 4

Glial-inspired ANN algorithm for unsupervised classification and zero-shot forecasting of nonstationary dynamics with oscillating links. Based on dynamical systems and simplicial homotopy theory. Preprint of the manuscript available in the URL.

machine-learning machine-learning-algorithms artificial-intelligence simplicial-complexes homotopy-theory artificial-neural-networks dynamical-systems inverse-problems glia anomaly-detection neuromorphic-computing time-series-forecasting self-organizing-network zeroshot-learning nonstationary-time-series synchronization-theory adaptive-ml

Updated Sep 4, 2025
Jupyter Notebook

TheLucasSchwarz / zeroshotENGINE

Star 3

zeroshot-engine: Zero-Shot Text Classification with LLMs in Python

communication text-classification text political-science science-research socialsciences zeroshot-learning zeroshot zero-shot-classification llm zeroshot-classification

Updated Aug 17, 2025
Python

Assaoka / Guide-to-Advanced-LLM-Techniques

Star 3

Este repositório é um tutorial completo e prático que explora metodologias avançadas para a classificação de sentimentos e emoções em textos, utilizando Modelos de Linguagem de Grande Porte (LLMs). O projeto foi desenvolvido para ser acessível, com todos os exemplos executáveis em ambientes gratuitos como o Google Colab.