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18 search results found

Setfit ⭐ 1,813

Efficient few-shot learning with Sentence Transformers

A Large-Scale Few-Shot Relation Extraction Dataset

P Tuning ⭐ 528

A novel method to tune language models. Codes and datasets for paper ``GPT understands, too''.

Few Nerd ⭐ 350

Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity Recognition Dataset"

HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊

Prodigy Openai Recipes ⭐ 305

✨ Bootstrap annotation with zero- & few-shot learning via OpenAI GPT-3

Zero and Few shot named entity & relationships recognition

HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊 HugNLP will released to @HugAILab

Metalearning4nlp Papers ⭐ 149

A list of recent papers about Meta / few-shot learning methods applied in NLP areas.

Black Box Tuning ⭐ 133

ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models

Low Resource Kepapers ⭐ 93

A Paper List of Low-resource Information Extraction

About The corresponding code from our paper " REFINER: Reasoning Feedback on Intermediate Representations" (EACL 2024). Do not hesitate to open an issue if you run into any trouble!

Code for ACL'2021 paper WARP 🌀 Word-level Adversarial ReProgramming. Outperforming `GPT-3` on SuperGLUE Few-Shot text classification. https://aclanthology.org/2021.acl-long.381/

ACL 2019 paper:Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification

Few Shot Lm ⭐ 40

The source code of "Language Models are Few-shot Multilingual Learners" (MRL @ EMNLP 2021)

Protoner ⭐ 39

Few-shot classification in Named Entity Recognition Task

Learning To Compare For Text ⭐ 34

Learning To Compare For Text , Few shot learning in text classification

Adept Augmentations ⭐ 31

A Python library aimed at dissecting and augmenting NER training data.

[EMNLP 2022] Continual Training of Language Models for Few-Shot Learning

Prompt Tuning ⭐ 26

A pipeline for Prompt-tuning

Lite Self-Training

Awesome_few_shot_learning ⭐ 16

Advances of few-shot learning, especially for NLP applications.

Few_shot_dialogue_generation ⭐ 16

Dialogue Knowledge Transfer Networks (DiKTNet)

COVID-19 Question Dataset from the paper "What Are People Asking About COVID-19? A Question Classification Dataset"

Protonet Bert Text Classification ⭐ 16

finetune bert for small dataset text classification in a few-shot learning manner using ProtoNet

[ACL 2023] The code for our ACL'23 paper Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach

Alreadyme Ai Research ⭐ 9

Generate README.md with GPT-3 few-shot learning

Cml_amp_few Shot_text_classification ⭐ 9

Perform topic classification on news articles in several limited-labeled data regimes.

Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

Code of paper Exploring Task Difficulty for Few-Shot Relation Extraction.

Acl2023 Micse ⭐ 7

Source code for ACL 2023 paper "miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings".

[ICML 2023] Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning

Alreadyme Ai Serving ⭐ 6

Serving large language model with transformers

Neuralmemorypapers ⭐ 5

🤖 An up-to-date & curated paper list of Neural Network with External Memory

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