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Akcio is a demonstration project for Retrieval Augmented Generation (RAG). It leverages the power of LLM to generate responses and uses vector databases to fetch relevant documents to enhance the quality and relevance of the output.

Bce Qianfan Sdk ⭐ 163

Provide best practices for LMOps, as well as elegant and convenient access to the features of the Qianfan MaaS Platform. (提供大模型工具链最佳实践，以及优雅且便捷地访问千帆大模型平台）

Laserembeddings ⭐ 163

LASER multilingual sentence embeddings as a pip package

Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)

Postgres/pgvector Python Client

Unseenobjectclustering ⭐ 161

Learning RGB-D Feature Embeddings for Unseen Object Instance Segmentation

Graph2gauss ⭐ 160

Gaussian node embeddings. Implementation of "Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking".

Chars2vec ⭐ 157

Character-based word embeddings model based on RNN for handling real world texts

Cofactor ⭐ 155

CoFactor: Regularizing Matrix Factorization with Item Co-occurrence

Holographic Embeddings ⭐ 154

Code for experiments in the AAAI 2016 paper "Holographic Embeddings of Knowledge Graphs"

Deep Crf ⭐ 154

An implementation of Conditional Random Fields (CRFs) with Deep Learning Method

SAFE: Self-Attentive Function Embeddings for binary similarity

Chinese_nre ⭐ 150

Source code for ACL 2019 paper "Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge"

Code for Mimicking Word Embeddings using Subword RNNs (EMNLP 2017)

Entity2rec ⭐ 149

entity2rec generates item recommendation using property-specific knowledge graph embeddings

Parallax ⭐ 147

Tool for interactive embeddings visualization

ETNLP: A toolkit to evaluate, extract, and visualize multiple embeddings

One Shot Relational Learning ⭐ 144

Code for One-shot Relational Learning for Knowledge Graphs (EMNLP18)

Lexiconaugmentedner ⭐ 143

Reject complicated operations for incorporating lexicon for Chinese NER.

Chromadb Plugin For Lm Studio ⭐ 142

Plugin that creates a ChromaDB vector database to work with LM Studio running in server mode!

Dadmatools ⭐ 142

DadmaTools is a Persian NLP tools developed by Dadmatech Co.

Automatic news aggregator in Telegram / Автоматический агрегатор новостей в Телеграме

A Joint Chinese segmentation and POS tagger based on bidirectional GRU-CRF

Compact high quality word embeddings for Russian language

Variational Animal Motion Embedding - A tool for time series embedding and clustering

Fast Approximate Nearest Neighbor (ANN) searches with a PostgreSQL database.

Cnn Sentence Classifier ⭐ 135

Implementation of "Convolutional Neural Networks for Sentence Classification" paper

How_to_convert_text_to_images ⭐ 135

This is the code for "How to Convert Text to Images - Intro to Deep Learning #16' by Siraj Raval on YouTube

Neural Code Comprehension: A Learnable Representation of Code Semantics

Xiaohei Zuowen ⭐ 131

小嘿作文生成器：根据主题谓语、主题宾语，生成中学考试风格的作文。

Lstm Crf ⭐ 130

A (CNN+)RNN(LSTM/BiLSTM)+CRF model for sequence labelling.😏

Convseg ⭐ 130

Convolutional neural network and word embeddings for Chinese word segmentation

Wordembeddings Elmo Fasttext Word2vec ⭐ 129

Using pre trained word embeddings (Fasttext, Word2Vec)

nmtpy is a Python framework based on dl4mt-tutorial to experiment with Neural Machine Translation pipelines.

Book Recommendation System built for Book Lovers📖. Simply Rate ⭐ some books and get immediate recommendations🤩

Fine Grained Sentiment ⭐ 126

A comparison and discussion of different NLP methods for 5-class sentiment classification on the SST-5 dataset.

A TensorFlow implementation of TransE model

Hyperbolic Knowledge Graph embeddings.

🏥 RSNA Intracranial Hemorrhage Detection 🏥

Code Indexer Loop ⭐ 122

Code Indexer Loop is a Python library for indexing and retrieving source code files through an integrated vector database that's continuously and efficiently updated.

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

Langchain Decoded ⭐ 122

A companion guide for the blog post series, LangChain Decoded.

Vecalign ⭐ 122

Improved Sentence Alignment in Linear Time and Space

Entity Alignment toolkit (EAkit), a lightweight, easy-to-use and highly extensible PyTorch implementation of many entity alignment algorithms.

Rasa Nlu Examples ⭐ 120

This repository contains examples of custom components for educational purposes.

Pytorch_xvectors ⭐ 120

Deep speaker embeddings in PyTorch, including x-vectors. Code used in this work: https://arxiv.org/abs/2007.16196

Social Lstm ⭐ 120

Socially-primed LSTM model to predict intercommunity conflict on Reddit.

Bilstm Aux ⭐ 119

Bidirectional Long-Short Term Memory tagger (bi-LSTM) (in DyNet) -- hierarchical (with word and character embeddings)

Coreference Resolution ⭐ 118

Efficient and clean PyTorch reimplementation of "End-to-end Neural Coreference Resolution" (Lee et al., EMNLP 2017).

Diff2vec ⭐ 116

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

Dynamic Coattention Network Plus ⭐ 115

Dynamic Coattention Network Plus (DCN+) TensorFlow implementation. Question answering using Deep NLP.

Tape Neurips2019 ⭐ 115

Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology. (DEPRECATED)

Bio Transformers ⭐ 114

bio-transformers is a wrapper on top of the ESM/Protbert model, trained on millions on proteins and used to predict embeddings.

Keras Vgg16 Places365 ⭐ 113

Keras code and weights files for the VGG16-places365 and VGG16-hybrid1365 CNNs for scene classification

Word_embeddings ⭐ 112

Code for the blog post "Making Sense of Word2vec"

Sentencerepresentation ⭐ 112

Metapath2vec ⭐ 111

KnowBert -- Knowledge Enhanced Contextual Word Representations

Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning

Realtime Embeddings Matching ⭐ 108

Convncf ⭐ 107

Experimental codes for paper "Outer Product-based Neural Collaborative Filtering".

Sentence Similarity ⭐ 106

This repository contains various ways to calculate sentence vector similarity using NLP models

Redisvl ⭐ 105

Redis Vector Library (RedisVL) enables Redis as a realtime vector database for LLM Applications.

TALL: Temporal Activity Localization via Language Query

Absa_keras ⭐ 103

Keras Implementation of Aspect based Sentiment Analysis

Text Embeddings ⭐ 103

Dna2vec ⭐ 103

dna2vec: Consistent vector representations of variable-length k-mers

Code for CEDR: Contextualized Embeddings for Document Ranking, accepted at SIGIR 2019.

EMNLP 2018: HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding

MedNLI - A Natural Language Inference Dataset For The Clinical Domain

Bert Keyphrase Extraction ⭐ 102

Keyphrase Extraction based on Scientific Text, Semeval 2017, Task 10

Embeddingdynamicstereotypes ⭐ 101

Inductive Representation Learning On Temporal Graphs ⭐ 99

Para Nmt 50m ⭐ 99

Pre-trained models and code and data to train and use models from "Pushing the Limits of Paraphrastic Sentence Embeddings with Millions of Machine Translations"

Dataset accompanying the SPECTER model

Entity Embed ⭐ 98

PyTorch library for transforming entities like companies, products, etc. into vectors to support scalable Record Linkage / Entity Resolution using Approximate Nearest Neighbors.

Lda2vec Tensorflow ⭐ 98

Tensorflow 1.5 implementation of Chris Moody's Lda2vec, adapted from @meereeum

Nlp Cheat Sheet Python ⭐ 98

NLP Cheat Sheet, Python, spacy, LexNPL, NLTK, tokenization, stemming, sentence detection, named entity recognition

Hierarchical Sentiment ⭐ 96

Hierarchical Models for Sentiment Analysis in Pytorch

Kgreasoning ⭐ 96

Multi-Hop Logical Reasoning in Knowledge Graphs

Walklets ⭐ 96

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

Code and data for "Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling" (NAACL2019)

Facerecognition ⭐ 95

Recognizes faces

Hash Embeddings ⭐ 93

PyTorch implementation of Hash Embeddings (NIPS 2017). Submission to the NIPS Implementation Challenge.

Ranking_clarification_questions ⭐ 92

Code and Data for the paper: "Learning to Ask Good Questions: Ranking Clarification Questions using Neural Expected Value of Perfect Information"

SimplE Embedding for Link Prediction in Knowledge Graphs

(distributed) vector database

Aws Cv Task2vec ⭐ 92

Official code for the paper "Task2Vec: Task Embedding for Meta-Learning" (https://arxiv.org/abs/1902.03545, ICCV 2019)

Source code for EvalNE, a Python library for evaluating Network Embedding methods.

Knowledge Gpt ⭐ 91

Extract knowledge from all information sources using gpt and other language models. Index and make Q&A session with information sources.

Labeled Span Graph Networks

Unsupervised Nmt ⭐ 90

Unsupervised neural machine translation; weight sharing; GAN

Enso: An Open Source Library for Benchmarking Embeddings + Transfer Learning Methods

An extractive neural network text summarization library for the EMNLP 2018 paper "Content Selection in Deep Learning Models of Summarization" (https://arxiv.org/abs/1810.12343).

Dict2vec ⭐ 88

Dict2vec is a framework to learn word embeddings using lexical dictionaries.

Code for the AAAI 2018 Paper "HARP: Hierarchical Representation Learning for Networks"

Query2box ⭐ 87

Query2box: Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings

Ar Embeddings ⭐ 87

Sentiment Analysis for Arabic Text (tweets, reviews, and standard Arabic) using word2vec

Language Modelling Makes Sense - WSD (and more) with Contextual Embeddings

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).

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