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Semantic Textual Similarity

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하위 태스크: 2
평가표: 13
보존된 평가 기록: 280

Semantic textual similarity deals with determining how similar two pieces of texts are. This can take the form of assigning a score from 1 to 5. Related tasks are paraphrase or duplicate identification.

Image source: Learning Semantic Textual Similarity from Conversations

코드

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

https://github.com/Somedaywilldo/AutoGCL

공식 코드

AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators

https://github.com/SqueezeAILab/SqueezedAttention

공식 코드

Squeezed Attention: Accelerating Long Context Length LLM Inference

https://github.com/Stareru/NeighboringDistributionDivergence

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Contextualized Semantic Distance between Highly Overlapped Texts

https://github.com/SteffenCzolbe/DeepSimRegistration

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Semantic similarity metrics for learned image registration

https://github.com/TRAILab/ST-SLidR

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Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss

https://github.com/TencentGameMate/gnn_cross_lingual

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Cross-lingual Text Classification with Heterogeneous Graph Neural Network

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

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Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge Distillation

https://github.com/TrustAIRLab/Conversation_Reconstruction_Attack

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Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT Models

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

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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

https://github.com/UVa-NLP/GMASK

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Explaining Neural Network Predictions on Sentence Pairs via Learning Word-Group Masks

https://github.com/VoyagerXvoyagerx/InstructSAM

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InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition

https://github.com/WeimingWen/CCRV

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Cross-Lingual Cross-Platform Rumor Verification Pivoting on Multimedia Content

https://github.com/WuXinglong-HIT/CLIPER

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Towards Bridging the Cross-modal Semantic Gap for Multi-modal Recommendation

https://github.com/XinshaoAmosWang/OSM_CAA_WeightedContrastiveLoss

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Deep Metric Learning by Online Soft Mining and Class-Aware Attention

https://github.com/XinshaoAmosWang/Ranked-List-Loss-for-DML

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Ranked List Loss for Deep Metric Learning

https://github.com/YDYordanov/WS-training-objectives

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Does the Objective Matter? Comparing Training Objectives for Pronoun Resolution

https://github.com/YichenGong/Densely-Interactive-Inference-Network

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Natural Language Inference over Interaction Space

https://github.com/ZBWpro/Pcc-tuning

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Pcc-tuning: Breaking the Contrastive Learning Ceiling in Semantic Textual Similarity

https://github.com/ZBWpro/STS-Regression

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Advancing Semantic Textual Similarity Modeling: A Regression Framework with Translated ReLU and Smooth K2 Loss

https://github.com/ZiweiWangTHU/ISL

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Instance Similarity Learning for Unsupervised Feature Representation

https://github.com/ZurichNLP/20min-XD

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20min-XD: A Comparable Corpus of Swiss News Articles

https://github.com/ZzZZCHS/WS-3DVG

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Distilling Coarse-to-Fine Semantic Matching Knowledge for Weakly Supervised 3D Visual Grounding

https://github.com/ab-iitd/clitssa

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Multilingual LLMs Inherently Reward In-Language Time-Sensitive Semantic Alignment for Low-Resource Languages

https://github.com/abaheti95/DC-NeuralConversation

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Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints

https://github.com/aditya-choudhary599/Marathi-Plagiarism-Detection

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Enhancing Plagiarism Detection in Marathi with a Weighted Ensemble of TF-IDF and BERT Embeddings for Low-Resource Language Processing

https://github.com/advattack/bu-spo

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Semantic-Preserving Adversarial Text Attacks

https://github.com/aehrc/cxrmate

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Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation

https://github.com/ahmedssabir/Semantic-Relatedness-Based-Reranker-for-Text-Spotting

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Semantic Relatedness Based Re-ranker for Text Spotting

https://github.com/aieng-lab/stsscore

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Semantic similarity prediction is better than other semantic similarity measures

https://github.com/aiintelligentsystems/next-level-bert

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NextLevelBERT: Masked Language Modeling with Higher-Level Representations for Long Documents

https://github.com/ainagari/splitsim

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The Impact of Word Splitting on the Semantic Content of Contextualized Word Representations

https://github.com/alekseevskaia/orderbkd

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OrderBkd: Textual backdoor attack through repositioning

https://github.com/alevas/xai_similarity_transformers

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Explaining Text Similarity in Transformer Models

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-nlp/ibkd

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Text Representation Distillation via Information Bottleneck Principle

https://github.com/alibaba-nlp/key-point-analysis

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Exploring Key Point Analysis with Pairwise Generation and Graph Partitioning

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