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fairseq

RoBERTa代码在examples/roberta - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

faiss

consider this when you need semantic search, instead of term search

fastfm

FM的实现中用的更广泛的python工具包

fewshottagging

Code for ACL2020 paper: Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network

freelb

Adversarial Training for Natural Language Understanding

han-text-classification

hnswlib

Header-only C++/python library for fast approximate nearest neighbors

irgan

IRGAN SIGIR paper experimental code

jpmml-lightgbm

lgb的java部署版本

kb2e

Knowledge Graph Embeddings including TransE, TransH, TransR and PTransE

keyword-bert

lantern

🔴蓝灯最新版本下载 https://github.com/getlantern/download 🔴 Lantern Latest Download https://github.com/getlantern/download 🔴

learning2copy

libffm

相比于python-fm包，libFM的支持相对完善一点，准确率也更高一些。但是libFM缺少了模型保存和加载的支持，也没有early-stopping的机制，mcmc的学习更简便一些，但是mcmc得到的模型不能保存，als/sgd虽然能够保存模型，但学习效果依赖于调参，准确率比不上mcmc，总体来讲，libFM的支持也不太好用。最后选用libffm，libffm支持完备，而且准确率比libFM还要更高。

lightfm

用的相对广泛的一个python-fm包。API写的最详细，输入形式比较友好，但是输出的没有归一化的0-1之间。最后还是放弃了python-fm，改用libfm原版。

lightgbm

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

nezha_chinese_pytorch

NEZHA: Neural Contextualized Representation for Chinese Language Understanding

nli

Enhanced LTSM for natural language inference

nlp-competitions-list-review

复盘所有NLP比赛的TOP方案，只关注NLP比赛，持续更新中！

nlp-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

nlper-arsenal

收录NLP相关竞赛经验贴（当前赛事、往期赛事、训练赛）、NLP会议时间、常用自媒体、GPU推荐等，持续更新中

pcnn_tensorflow

Piece-wise CNN for relation extraction.

pycorrector

pycorrector is a toolkit for text error correction. It was developed to facilitate the designing, comparing, and sharing of deep text error correction models.

pyfm

试用了，训练速度慢，效果一般

python-libffm

A Python wrapper for the libffm library.

qa-survey

北航大数据高精尖中心研究团队对问答系统的调研。包括基于知识图谱的问答系统（KBQA）和基于文本的问答系统（TextQA），每类系统分别对学术界和工业界进行调研。

r-net-in-keras

R-NET implementation in Keras.

ranklib

A library of learning to rank algorithms

redis-py-cluster

Python cluster client for the official redis cluster. Redis 3.0+.

rnn-for-joint-nlu

ATIS数据集 - Tensorflow implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)