experiments of some semantic matching models and comparison of experimental results.
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Oct 27, 2025 - Python
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simcse
Here are 18 public repositories matching this topic...
天池阿里灵杰问天引擎电商搜索算法赛非官方 baseline，又名 NLP 从入门到 22/2771。
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Jun 29, 2022 - Python
Transformer-based models implemented in tensorflow 2.x(using keras).
text-classification question-answering ner albert bert sequence-labeling sequence-classification tensorflow-keras simcse masked-language-models token-classification
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Nov 23, 2021 - Python
文本相似度，语义向量，文本向量，text-similarity，similarity, sentence-similarity，BERT，SimCSE，BERT-Whitening，Sentence-BERT, PromCSE, SBERT
text-similarity similarity bert whitening sentence-similarity sentence-embeddings bert-embeddings sbert sentence-bert simcse promcse
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Nov 26, 2024 - Python
Exploring Japanese SimCSE
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Oct 31, 2023 - Python
Implementation of "RankCSE: Unsupervised Sentence Representation Learning via Learning to Rank" (ACL 2023)
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Mar 12, 2024 - Python
A TensorFlow 2 Keras implementation of SimCSE with unsupervised and supervised.
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Apr 5, 2022 - Python
Extract Molecular SMILES embeddings from language models pre-trained with various objectives architectures.
pytorch embeddings fingerprints bart smiles bert virtual-screening sentence-embeddings dense-vectors moleculenet virtual-screening-studies sentence-transformers simcse bart-encoder bart-decoder
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Nov 9, 2023 - Python
A Keras-based and TensorFlow-backend NLP Models Toolkit.
nlp text-classification tensorflow crf keras prompt named-entity-recognition prompt-toolkit ner bert pretrained-language-models contrastive-learning sentence-bert attentions simcse prompt-learning
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Jul 7, 2022 - Python
Reinforcement Calibration SimCSE, combining contrastive learning, artificial potential fields, perceptual loss, and RLHF to achieve improved Semantic Textual Similarity (STS) embeddings. PyTorch-based implementations of PerceptualBERT and ForceBasedInfoNCE, along with fine-tuning capabilities via RLHF and evaluation using SentEval.
nlp semantic-textual-similarity sentence-embeddings self-supervised-learning senteval contrastive-learning simcse rlhf artificial-potential-fields
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Dec 24, 2024 - Python
Sentence Embeddings using Deep Nerual Networks in PRODUCTION!
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Nov 22, 2021 - Python
CRLT: A Unified Contrastive Learning Toolkit for Unsupervised Text Representation Learning
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Feb 5, 2022 - Python
Domain adaption for an embedding model using unsupervised and supervised finetuning on scientific texts for the SciFact retrieval task.
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Aug 2, 2024 - Jupyter Notebook
LLM4uVis：基于大模型的历史人物不确定性推理可视分析系统 LLM4uVis是一款针对历史人物不确定性数据，可以进行多轮LLM自动推理，并对回答结果进行综合聚类和可视分析的系统。它针对时间、地点、人物和事件四类核心不确定性数据，对LLM各轮回答之间的相似推理逻辑进行语义聚类，并支持以桑基图形式展现多条推理路径及其逻辑差异，并可以选择一条或多条具体的推理链条进行进一步语义理解或横/纵向对比分析，专家可以对推理过程与结果进行交叉验证与标注。
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Nov 6, 2025 - Vue
Data pipelines for both TensorFlow and PyTorch!
tensorflow keras pytorch question-answering sequence-classification dataset-loader simcse masked-language-models token-classification
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Feb 1, 2022 - Python
This project presents a Graph Neural Network (GNN)-based framework for predicting Drug-Drug Interactions (DDIs) using pretrained SMILES embeddings and Graph Attention Networks (GAT). Given the limitations of clinical studies and traditional computational methods in detecting complex DDIs.
machine-learning deep-learning python3 pytorch embeddings drugbank smiles gnn t5 molecular-representation sbert biosnap simcse deepseek chemberta
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Sep 20, 2025 - Jupyter Notebook
Text Embedding Model Fine-Tuning: Generating Data & Fine-Tuning Methods
data-generation unsupervised-learning text-embedding fine-tuning sentence-encoding sentence-encoder contrastive-learning simcse llm
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Oct 26, 2025 - Python
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