Sentence Similarity

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 76 papers with code (194 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• SentEval: An Evaluation Toolkit for Universal Sentence Representations
  14 Mar 2018 11 repositories listed Syntology ran 6 of 8 samples · 2 unverified · 6 pointer-only (licence)
  We introduce SentEval, a toolkit for evaluating the quality of universal sentence representations.
• On the Effect of Dropping Layers of Pre-trained Transformer Models
  8 Apr 2020 4 repositories listed Syntology ran 4 of 8 samples · 4 unverified
  Transformer-based NLP models are trained using hundreds of millions or even billions of parameters, limiting their applicability in computationally constrained environments.
• Calculating the similarity between words and sentences using a lexical database and corpus statistics
  15 Feb 2018 4 repositories listed
  To calculate the semantic similarity between words and sentences, the proposed method follows an edge-based approach using a lexical database.
• Generating Sentences by Editing Prototypes
  26 Sep 2017 3 repositories listed
  We propose a new generative model of sentences that first samples a prototype sentence from the training corpus and then edits it into a new sentence.
• Contrastive Learning of Sentence Embeddings from Scratch
  24 May 2023 2 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  Contrastive learning has been the dominant approach to train state-of-the-art sentence embeddings.
• Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
  31 Jul 2020 2 repositories listed
  In this paper, we challenge this assumption by showing that for domains with abundant unlabeled text, such as biomedicine, pretraining language models from scratch results in substantial gains over continual pretraining…
• NeuralWarp: Time-Series Similarity with Warping Networks
  20 Dec 2018 2 repositories listed
  Research on time-series similarity measures has emphasized the need for elastic methods which align the indices of pairs of time series and a plethora of non-parametric have been proposed for the task.
• Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations
  29 Aug 2018 2 repositories listed
  We present a framework for building unsupervised representations of entities and their compositions, where each entity is viewed as a probability distribution rather than a vector embedding.
• Macro Grammars and Holistic Triggering for Efficient Semantic Parsing
  25 Jul 2017 2 repositories listed
  To learn a semantic parser from denotations, a learning algorithm must search over a combinatorially large space of logical forms for ones consistent with the annotated denotations.
• Sentence Ordering and Coherence Modeling using Recurrent Neural Networks
  8 Nov 2016 2 repositories listed
  Modeling the structure of coherent texts is a key NLP problem.
• Can linguists better understand DNA?
  10 Dec 2024 1 repository listed
  However, the existence of such capability transfer between natural language and gene sequences/languages remains under explored.
• A Novel Word Pair-based Gaussian Sentence Similarity Algorithm For Bengali Extractive Text Summarization
  26 Nov 2024 1 repository listed
  Here, we propose a novel Word pair-based Gaussian Sentence Similarity (WGSS) algorithm for calculating the semantic relation between two sentences.
• Toeing the Party Line: Election Manifestos as a Key to Understand Political Discourse on Twitter
  21 Oct 2024 1 repository listed
  We verify the efficacy of fine-tuning and conduct a series of experiments that assess the robustness of our method for low-resource scenarios.
• Word Embedding Dimension Reduction via Weakly-Supervised Feature Selection
  17 Jul 2024 1 repository listed
  A challenge with word embedding is that as the vocabulary grows, the vector space's dimension increases, which can lead to a vast model size.
• SuperGLEBer: German Language Understanding Evaluation Benchmark
  20 Jun 2024 1 repository listed
  We assemble a broad Natural Language Understanding benchmark suite for the German language and consequently evaluate a wide array of existing German-capable models in order to create a better understanding of the…
• OTTAWA: Optimal TransporT Adaptive Word Aligner for Hallucination and Omission Translation Errors Detection
  4 Jun 2024 1 repository listed
  In this work, we introduce OTTAWA, a novel Optimal Transport (OT)-based word aligner specifically designed to enhance the detection of hallucinations and omissions in MT systems.
• From News to Summaries: Building a Hungarian Corpus for Extractive and Abstractive Summarization
  4 Apr 2024 1 repository listed
  To address this gap our paper introduces HunSum-2 an open-source Hungarian corpus suitable for training abstractive and extractive summarization models.
• Contrastive Learning and Mixture of Experts Enables Precise Vector Embeddings
  28 Jan 2024 1 repository listed
  We apply a novel Mixture of Experts (MoE) extension pipeline to pretrained BERT models, where every multi-layer perceptron section is enlarged and copied into multiple distinct experts.
• Gloss Attention for Gloss-free Sign Language Translation
  14 Jul 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We find that it can provide two aspects of information for the model, 1) it can help the model implicitly learn the location of semantic boundaries in continuous sign language videos, 2) it can help the model understand…
• LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias
  6 Jul 2023 1 repository listed
  We show that this is also the case for sentence similarity, a fundamental task in multiple domains, e.
• What Do Self-Supervised Speech Models Know About Words?
  30 Jun 2023 1 repository listed
  Many self-supervised speech models (S3Ms) have been introduced over the last few years, improving performance and data efficiency on various speech tasks.
• Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence Similarity
  1 Jun 2023 1 repository listed
  We investigate outlier dimensions and their relationship to anisotropy in multiple pre-trained multilingual language models.
• C-STS: Conditional Semantic Textual Similarity
  24 May 2023 1 repository listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  Semantic textual similarity (STS), a cornerstone task in NLP, measures the degree of similarity between a pair of sentences, and has broad application in fields such as information retrieval and natural language…
• IMAD: IMage-Augmented multi-modal Dialogue
  17 May 2023 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  Furthermore, we propose a baseline model trained on this dataset, which outperforms model trained on the same data without images and BlenderBot.
• Improving Sentence Similarity Estimation for Unsupervised Extractive Summarization
  24 Feb 2023 1 repository listed
  Unsupervised extractive summarization aims to extract salient sentences from a document as the summary without labeled data.
• Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing
  11 Jan 2023 1 repository listed
  Prior work in biomedical VLP has mostly relied on the alignment of single image and report pairs even though clinical notes commonly refer to prior images.
• On Isotropy, Contextualization and Learning Dynamics of Contrastive-based Sentence Representation Learning
  18 Dec 2022 1 repository listed
  In this paper, we aim to help guide future designs of sentence representation learning methods by taking a closer look at contrastive SRL through the lens of isotropy, contextualization and learning dynamics.
• L3Cube-MahaSBERT and HindSBERT: Sentence BERT Models and Benchmarking BERT Sentence Representations for Hindi and Marathi
  21 Nov 2022 1 repository listed
  We evaluate these models on real text classification datasets to show embeddings obtained from synthetic data training are generalizable to real datasets as well and thus represent an effective training strategy for…
• Subspace Representations for Soft Set Operations and Sentence Similarities
  24 Oct 2022 1 repository listed
  In the field of natural language processing (NLP), continuous vector representations are crucial for capturing the semantic meanings of individual words.
• Reweighting Strategy based on Synthetic Data Identification for Sentence Similarity
  29 Aug 2022 1 repository listed
  To analyze this, we first train a classifier that identifies machine-written sentences, and observe that the linguistic features of the sentences identified as written by a machine are significantly different from those…

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.