https://github.com/4ai/ls-llama

A Simple but Powerful SOTA NER Model | Official Code For Label Supervised LLaMA Finetuning

conll2003 llama llama2 llms named-entity-recognition ontonotes sequence-classification token-classification

Last synced: 28 Feb 2026

https://github.com/4ai/agn

Official Code for Merging Statistical Feature via Adaptive Gate for Improved Text Classification (AAAI2021)

bert deep-learning nlp text-classification

Last synced: 23 Apr 2025

https://github.com/4ai/ran

RAN: Recurrent Attention Networks for Long-text Modeling | Findings of ACL23

acl acl2023 long-context long-context-attention long-context-transformers long-document-modeling recurrent-attention-networks recurrent-networks

Last synced: 23 Apr 2025

https://github.com/4ai/langml

A Keras-based and TensorFlow-backend NLP Models Toolkit.

attentions bert contrastive-learning crf keras named-entity-recognition ner nlp pretrained-language-models prompt prompt-learning prompt-toolkit sentence-bert simcse tensorflow text-classification

Last synced: 03 Jul 2025

https://github.com/4ai/bellm

Code for BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings (NAACL2024)

sentence-embeddings

Last synced: 23 Apr 2025

https://github.com/4ai/embedding_features

Last synced: 13 Jun 2025

https://github.com/4ai/generative_deduplication

Code for Generative Deduplication For Socia Media Data Selection (Findings of EMNLP 2024)

data-selection deduplication emnlp2024 generative-deduplication nlp

Last synced: 23 Apr 2025

https://github.com/4ai/bert-encoder

Encode text to BERT representations from pretrained BERT model

Last synced: 24 Feb 2025

https://github.com/4ai/text_match

A Lightweight Keras Text Matching Library.

Last synced: 28 Feb 2026

https://github.com/4ai/deep-classifier

A Lightweight Keras Deep Learning Text Classification Library.

Last synced: 02 Mar 2026