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Sentence Embedding

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관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/2000zrl/lcsa_c2slr_srm

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Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal

https://github.com/AI4Bharat/Pralekha

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Pralekha: An Indic Document Alignment Evaluation Benchmark

https://github.com/AliNajafi1998/ComStream

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ComStreamClust: a communicative multi-agent approach to text clustering in streaming data

https://github.com/BIT-ENGD/codeclassprompt

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Enhancing Source Code Classification Effectiveness via Prompt Learning Incorporating Knowledge Features

https://github.com/Babylonpartners/decoding-decoders

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Decoding Decoders: Finding Optimal Representation Spaces for Unsupervised Similarity Tasks

https://github.com/BinWang28/BERT_Sentence_Embedding

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SBERT-WK: A Sentence Embedding Method by Dissecting BERT-based Word Models

https://github.com/BinWang28/SBERT-WK-Sentence-Embedding

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SBERT-WK: A Sentence Embedding Method by Dissecting BERT-based Word Models

https://github.com/BinWang28/Sentence-Embedding-S3E

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Efficient Sentence Embedding via Semantic Subspace Analysis

https://github.com/Disiok/poetry-seq2seq

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Hierarchical Attention: What Really Counts in Various NLP Tasks

https://github.com/EddCBen/Classifying-Textual-Data-with-pretrained-Vision-Models-through-Transfer-Learning-and-Data-Transforms

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Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations

https://github.com/Helsinki-NLP/HBMP

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Sentence Embeddings in NLI with Iterative Refinement Encoders

https://github.com/IBM/WordMoversEmbeddings

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Word Mover's Embedding: From Word2Vec to Document Embedding

https://github.com/Jun-jie-Huang/WhiteningBERT

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WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach

https://github.com/LittleGuoKe/ConceptFERE

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Entity Concept-enhanced Few-shot Relation Extraction

https://github.com/Moradnejad/ColBERT-Using-BERT-Sentence-Embedding-for-Humor-Detection

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ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor

https://github.com/N-Almarwani/DCT_Sentence_Embedding

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Efficient Sentence Embedding using Discrete Cosine Transform

https://github.com/PStarH/RWKV-embedding

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Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic Similarity

https://github.com/SeanLee97/AnglE

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2D Matryoshka Sentence Embeddings

https://github.com/TickleForce/ancient-greek-datasets

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Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge Distillation

https://github.com/UKPLab/arxiv2018-xling-sentence-embeddings

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Concatenated Power Mean Word Embeddings as Universal Cross-Lingual Sentence Representations

https://github.com/UKPLab/sentence-transformers

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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

https://github.com/ahoho/inferential-decompositions

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Natural Language Decompositions of Implicit Content Enable Better Text Representations

https://github.com/ai-growth-lab/semp_patent

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A Survey on Sentence Embedding Models Performance for Patent Analysis

https://github.com/akalino/semantic-structural-sentences

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A Comparative Study on Structural and Semantic Properties of Sentence Embeddings

https://github.com/alibaba-damo-academy/spokennlp

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Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings

https://github.com/alibaba/simcse-with-cards

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Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives

https://github.com/amazon-research/dse

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Learning Dialogue Representations from Consecutive Utterances

https://github.com/armelrandy/icl-mt

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In-Context Example Selection via Similarity Search Improves Low-Resource Machine Translation

https://github.com/bic4907/insturcted_pcgrl

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IPCGRL: Language-Instructed Reinforcement Learning for Procedural Level Generation

https://github.com/bin199/informin-cl

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An Information Minimization Based Contrastive Learning Model for Unsupervised Sentence Embeddings Learning

https://github.com/binwang28/evalrank-embedding-evaluation

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Just Rank: Rethinking Evaluation with Word and Sentence Similarities

https://github.com/binwang28/rse

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Relational Sentence Embedding for Flexible Semantic Matching

https://github.com/bohanli/BERT-flow

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On the Sentence Embeddings from Pre-trained Language Models

https://github.com/caskcsg/sentemb

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InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings

https://github.com/caskcsg/sentemb/tree/main/ESimCSE

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ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding

https://github.com/caskcsg/sentemb/tree/main/InfoCSE

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InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings

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