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negative-sampling

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finetuner

jina-ai /finetuner

🎯 Task-oriented embedding tuning for BERT, CLIP, etc.

metric-learning transfer-learning pretrained-models bert triplet-loss siamese-network fine-tuning finetuning few-shot-learning negative-sampling similarity-learning neural-search jina openai-clip

UpdatedMar 11, 2024
Python

smilelight /lightNLP

基于Pytorch和torchtext的自然语言处理深度学习框架。

python nlp deep-learning text-classification word2vec pytorch chinese pos skip-gram cbow language-model cws dependency-parsing srl relation-extraction sentence-similarity hierarchical-softmax torchtext negative-sampling nature-language-process

UpdatedDec 14, 2020
Python

RUCAIBox /Negative-Sampling-Paper

This repository collects 100 papers related to negative sampling methods.

computer-vision paper recommender-system papers negative-sampling contrastive-learning

UpdatedJun 25, 2023

Andras7 /word2vec-pytorch

Extremely simple and fast word2vec implementation with Negative Sampling + Sub-sampling

word2vec pytorch skipgram wordembeddings sub-sampling negative-sampling cosine-annealing

UpdatedJan 21, 2021
Python

xiangwang1223 /kgpolicy

Reinforced Negative Sampling over Knowledge Graph for Recommendation, WWW2020

reinforcement-learning knowledge-graph reinforcement-learning-algorithms recommender-system negative-sampling knowledge-based-recommendation knowledge-aware-recommendation explainable-recommendation knowledge-graph-dataset knowledge-graph-for-recommendation www2020

UpdatedJul 6, 2023
Python

microsoft /SimXNS

SimXNS is a research project for information retrieval. This repo contains official implementations by MSRA NLC team.

natural-language-processing information-retrieval knowledge-distillation negative-sampling dense-retrieval pretraining-for-ir decision-time-planning

UpdatedJan 9, 2024
Python

huangtinglin /MixGCF

MixGCF: An Improved Training Method for Graph Neural Network-based Recommender Systems, KDD2021

information-retrieval pytorch recommender-system network-embedding negative-sampling graph-neural-network

UpdatedMay 31, 2022
Python

otto-de /TRON

⚡️ Implementation of TRON: Transformer Recommender using Optimized Negative-sampling, accepted at ACM RecSys 2023.

python deep-learning transformers pytorch artificial-intelligence e-commerce recsys recommendation-engine recommender-system negative-sampling pytorch-lightning gru4rec sasrec session-based-recommender-system

UpdatedMay 28, 2025
Python

DSXiangLi /Embedding

Embedding模型代码和学习笔记总结

word2vec transformer seq2seq fasttext embedding doc2vec skip-thoughts encoder-decoder cnn-lstm hierarchical-softmax quick-thought genism negative-sampling tf-estimator bookcorpus

UpdatedAug 28, 2021
Python

zjukg /AdaMF-MAT

[Paper][LREC-COLING 2024] Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion

knowledge-graph knowledge-graph-completion multi-modal imbalanced-data adversarial-learning imbalanced-learning negative-sampling multi-modality multi-modal-fusion multi-modal-knowledge-graph

UpdatedApr 16, 2024
Python

bhushank /kge-rl

Implements various negative sampling techniques for learning knowledge graph embeddings

knowledge-graphs-embeddings negative-sampling

UpdatedSep 2, 2019
Python

juyongjiang /Awesome-ANCE

Implementation of paper "Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval"

information-retrieval negative-sampling bert-embeddings embeddings-approximation pretrained-language-model contrastive-learning dense-text-retrieval

UpdatedJan 10, 2022
Python

nicolas-hbt /semantic-lossfunc

Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction

semantic-web ontology knowledge-graph knowledge-graph-completion loss-functions link-prediction knowledge-graph-embeddings graph-neural-networks negative-sampling knowledge-graph-embedding-models

UpdatedNov 18, 2023
Python

ddehueck /skip-gram-negative-sampling

A PyTorch Implementation of the Skipgram Negative Sampling Word2Vec Model as Described in Mikolov et al.

word2vec pytorch skipgram negative-sampling

UpdatedJan 13, 2020
Python

jeongwhanchoi /SCONE

"SCONE: A Novel Stochastic Sampling to Generate Contrastive Views and Hard Negative Samples for Recommendation", WSDM 2025

collaborative-filtering recommender-system recommendation negative-sampling diffusion-models contrastive-learning

UpdatedNov 25, 2025
Python

AsmirMumin /Retail-Coupon-Recommendation-for-Revenue-Optimization

This Machine Learning project deals with Coupon Recommendations based on Revenue Uplift

xgboost lightgbm tsne-algorithm negative-sampling revenue-uplift personalized-coupons

UpdatedMay 4, 2021
Jupyter Notebook

rodosingh /Intro-NLP-IIITH

Course Materials (along with assignments) for Intro to NLP, done as a part for requirement of the course "Introduction to NLP" (course-code: CS7.401.S22) @ IIITH. Note: If you are cloning this or taking help of this repo, try to star the repo.

nlp machine-translation cbow word2vec-model nnlm kneser-ney-smoothing negative-sampling hypernymy-detection witten-bell skipgram-

UpdatedJan 2, 2023
Jupyter Notebook

ddehueck /jax-skip-gram-negative-sampling

A Jax implementation of word2vec's skip-gram model with negative sampling as described in Mikolov et al., 2013

word2vec skipgram jax negative-sampling

UpdatedOct 20, 2024
Python

mhw32 /contrastive-ring-public

PyTorch implementation for " Conditional Negative Sampling for Contrastive Learning of Visual Representations" (https://arxiv.org/abs/2010.02037).

unsupervised-learning self-supervised-learning negative-sampling

UpdatedSep 15, 2021
Python

XuHwang /CoRR_www

Cooperation of Retriever and Ranker Framework.

retrieval ranking recommender-system knowledge-distillation negative-sampling

UpdatedOct 13, 2022
Python

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