因此C-STS被提出,它通过测量第三个句子的相似性来纠正上述这种模糊的相似度,这第三个句子就是被称为condition(条件),这种方法可以评估和探索自然语言理解的无数细粒度方面。 这里面有两个条件(物体基础和物体被推进的方式),从而帮助评估关于水上与懂得不同方面的句子相似度。由于条件本身使不受约束的语法正确的句子...
information-retrievaltext-similarityembeddingsstsllamasemantic-similaritysemantic-textual-similaritytext-embeddingsentence-embeddingstext2vectext-vectorragsentence-vectorstsbenchmarksentence-embeddingdense-retrievalllmretrieval-augmented-generationllama2mteb UpdatedNov 30, 2024 ...
tri-encoder计算句子对(s1、s2)和条件c的相似度: 先计算单个文本的相似度,如f(s1); 随后做一个转换h,将维度从2d转化为d,h(c; s1);最后计算相似度,sim(h(c; s1), h(c; s2)) Quad loss为 其中,p1、p2是相似度较高的句子对,n1、n2是相似度较低的句子对,d_cos是相似度计算函数,M是超参。
Semantic Textual Similarity (STS) measures the meaning similarity of sentences. 3 Paper Code KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding kakaobrain/KorNLUDatasets • Findings of the Association for Computational Linguistics 2020 Although several benchmark datasets...
Clinical semantic textual similarity resourceThe wide adoption of electronic health records (EHRs) has enabled a wide range of applications leveraging EHR data. However, the meaningful use of EHR data largely depends on our ability to efficiently extract and consolidate information embedded in clinical ...
Semantic text Similarity (STS) is one the areas which can be explored and can gain new benchmarks from the progress made in LLMs. These LLM models contain a wide variety and a broad overview of many topics and domains because they are pre-trained on large datasets with several parameters....
打分类型数据集 STS-B 中文数据集 **STS-B中文数据集详解** **一、简介** STS-B(Semantic Textual Similarity Benchmark)是一个广泛用于自然语言处理(NLP)领域的基准测试数据集,最初由英语版本构成。这个数据集主要用于评估模型在判断两个文本... sts插件,eclipse集成sts插件 5. **配置Spring配置文件**:ST...
(2015). Ubc: Cubes for english semantic textual similarity and supervised approaches for interpretable sts. In Proceedings of the 9th international workshop on semantic evaluation (semeval 2015) (pp. 178-183). Denver, Colorado: Association for Computational Linguistics. http://http://www.aclweb....
Projects Security Insights Additional navigation options main 1Branch 0Tags Code README C-STS This repository contains the dataset and code for the paper C-STS: Conditional Semantic Textual Similarity.[ArXiv] Table of Contents Data Code Fine-tuning ...
information-retrieval text-similarity embeddings sts llama semantic-similarity semantic-textual-similarity text-embedding sentence-embeddings text2vec text-vector rag sentence-vector stsbenchmark sentence-embedding dense-retrieval llm retrieval-augmented-generation llama2 mteb Resources Readme License MIT lice...