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Semantic Textual Similarity

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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/alibabaresearch/damo-convai

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Unsupervised Dialogue Topic Segmentation with Topic-aware Utterance Representation

https://github.com/alinlab/MASKER

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MASKER: Masked Keyword Regularization for Reliable Text Classification

https://github.com/alipay/Ant-Multi-Modal-Framework

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Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning

https://github.com/alipay/behavioraugmentedrelevancemodel

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Beyond Semantics: Learning a Behavior Augmented Relevance Model with Self-supervised Learning

https://github.com/alirezamshi/rquge

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RQUGE: Reference-Free Metric for Evaluating Question Generation by Answering the Question

https://github.com/alirezasalemi7/arman

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ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization

https://github.com/alt-js/ethicallm

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Are LLMs complicated ethical dilemma analyzers?

https://github.com/altndrr/vic

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Vocabulary-free Image Classification

https://github.com/amao0o0/synwmd

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SynWMD: Syntax-aware Word Mover's Distance for Sentence Similarity Evaluation

https://github.com/amazon-research/sentence-representations

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Pairwise Supervised Contrastive Learning of Sentence Representations

https://github.com/amzn/trans-encoder

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Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations

https://github.com/andreawwenyi/hyperpolyglot

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Hyperpolyglot LLMs: Cross-Lingual Interpretability in Token Embeddings

https://github.com/anniran1/hacd1-wsdm

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HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community Detection

https://github.com/ans92/tlac

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TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification

https://github.com/aoshuang92/css_uq_llms

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CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs

https://github.com/apcl-research/funcom-useloss

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Semantic Similarity Loss for Neural Source Code Summarization

https://github.com/aprilsveryown/semantically-guided-continual-learning

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Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning

https://github.com/arabelatso/semmt

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SemMT: A Semantic-based Testing Approach for Machine Translation Systems

https://github.com/areejokaili/topic_labelling

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Automatic Generation of Topic Labels

https://github.com/ashaba1in/smoothie

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Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation

https://github.com/av9ash/duplicatebugdetection

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A Comparative Study of Text Embedding Models for Semantic Text Similarity in Bug Reports

https://github.com/azencot-group/kdm

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One-Step Offline Distillation of Diffusion-based Models via Koopman Modeling

https://github.com/badbadcode/weakCOPA

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Doing Good or Doing Right? Exploring the Weakness of Commonsense Causal Reasoning Models

https://github.com/bai-lab/emotionalrag

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Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval

https://github.com/baopj/vid-morp

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Vid-Morp: Video Moment Retrieval Pretraining from Unlabeled Videos in the Wild

https://github.com/bcmi/SimTrans-Weak-Shot-Classification

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Weak-shot Fine-grained Classification via Similarity Transfer

https://github.com/bcmi/simformer-weak-shot-semantic-segmentation

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Weak-shot Semantic Segmentation via Dual Similarity Transfer

https://github.com/bcmi/tramas-weak-shot-object-detection

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Mixed Supervised Object Detection by Transferring Mask Prior and Semantic Similarity

https://github.com/bcwarner/sts-select

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Utilizing Semantic Textual Similarity for Clinical Survey Data Feature Selection

https://github.com/bdbc-kg-nlp/understandingcse

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Towards Better Understanding of Contrastive Sentence Representation Learning: A Unified Paradigm for Gradient

https://github.com/bernard-yang/cmn-acl2023

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Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual Information

https://github.com/beyondguo/STA

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Selective Text Augmentation with Word Roles for Low-Resource Text Classification

https://github.com/bflashcp3f/deer

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Label-Guided In-Context Learning for Named Entity Recognition

https://github.com/bias-barometer/birth-of-bias

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The Birth of Bias: A case study on the evolution of gender bias in an English language model

https://github.com/bids-xu-lab/biomedical-nlp-benchmarks

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Benchmarking large language models for biomedical natural language processing applications and recommendations

https://github.com/bigvideoresearch/Enigma

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Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic Graph

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