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Retrieval and Retrieval-augmented LLMs
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
text2vec, text to vector. 文本向量表征工具,把文本转化为向量矩阵,实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型,开箱即用。
[EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821
Text preprocessing, representation and visualization from zero to hero.
[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings
xmnlp:提供中文分词, 词性标注, 命名体识别,情感分析,文本纠错,文本转拼音,文本摘要,偏旁部首,句子表征及文本相似度计算等功能
unified embedding model
Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need
中文文本分析工具包(包括- 文本分类 - 文本聚类 - 文本相似性 - 关键词抽取 - 关键短语抽取 - 情感分析 - 文本纠错 - 文本摘要 - 主题关键词-同义词、近义词-事件三元组抽取)