text 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

3 datasets 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 100 papers with code (271 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.

• Stacked Cross Attention for Image-Text Matching
  21 Mar 2018 6 repositories listed Syntology ran 7 of 16 samples · 9 unverified · 1 pointer-only (licence)
  Prior work either simply aggregates the similarity of all possible pairs of regions and words without attending differentially to more and less important words or regions, or uses a multi-step attentional process to…
• RETSim: Resilient and Efficient Text Similarity
  28 Nov 2023 3 repositories listed
  This paper introduces RETSim (Resilient and Efficient Text Similarity), a lightweight, multilingual deep learning model trained to produce robust metric embeddings for near-duplicate text retrieval, clustering, and…
• CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation
  21 Mar 2023 3 repositories listed Syntology ran 5 of 6 samples · 1 unverified
  Open-vocabulary semantic segmentation presents the challenge of labeling each pixel within an image based on a wide range of text descriptions.
• ActAlign: Zero-Shot Fine-Grained Video Classification via Language-Guided Sequence Alignment
  28 Jun 2025 2 repositories listed
  We introduce ActAlign, a zero-shot framework that formulates video classification as sequence alignment.
• Extensive Self-Contrast Enables Feedback-Free Language Model Alignment
  31 Mar 2024 2 repositories listed
  In this work, we introduce Self-Contrast, a feedback-free large language model alignment method via exploiting extensive self-generated negatives.
• TieFake: Title-Text Similarity and Emotion-Aware Fake News Detection
  19 Apr 2023 2 repositories listed
  We also propose a scale-dot product attention mechanism to capture the similarity between title features and textual features.
• InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings
  8 Oct 2022 2 repositories listed
  Contrastive learning has been extensively studied in sentence embedding learning, which assumes that the embeddings of different views of the same sentence are closer.
• ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding
  9 Sep 2021 2 repositories listed
  Unsup-SimCSE takes dropout as a minimal data augmentation method, and passes the same input sentence to a pre-trained Transformer encoder (with dropout turned on) twice to obtain the two corresponding embeddings to…
• Smoothed Contrastive Learning for Unsupervised Sentence Embedding
  9 Sep 2021 2 repositories listed
  Contrastive learning has been gradually applied to learn high-quality unsupervised sentence embedding.
• Effective Crowd-Annotation of Participants, Interventions, and Outcomes in the Text of Clinical Trial Reports
  1 Nov 2020 2 repositories listed
  Obtaining such a corpus from crowdworkers, however, has been shown to be ineffective since (i) workers usually lack domain-specific expertise to conduct the task with sufficient quality, and (ii) the standard approach…
• HHH: An Online Medical Chatbot System based on Knowledge Graph and Hierarchical Bi-Directional Attention
  8 Feb 2020 2 repositories listed
  This paper proposes a chatbot framework that adopts a hybrid model which consists of a knowledge graph and a text similarity model.
• Matching Images and Text with Multi-modal Tensor Fusion and Re-ranking
  12 Aug 2019 2 repositories listed
  We propose a novel framework that achieves remarkable matching performance with acceptable model complexity.
• Query-based Attention CNN for Text Similarity Map
  15 Sep 2017 2 repositories listed
  This network is composed of compare mechanism, two-staged CNN architecture with attention mechanism, and a prediction layer.
• Adding simple structure at inference improves Vision-Language Compositionality
  11 Jun 2025 1 repository listed
  Dual encoder Vision-Language Models (VLM) such as CLIP are widely used for image-text retrieval tasks.
• GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing
  16 May 2025 1 repository listed
  Editing images using natural language instructions has become a natural and expressive way to modify visual content; yet, evaluating the performance of such models remains challenging.
• JTCSE: Joint Tensor-Modulus Constraints and Cross-Attention for Unsupervised Contrastive Learning of Sentence Embeddings
  5 May 2025 1 repository listed
  Combining the above two motivations, we propose a new \textbf{J}oint \textbf{T}ensor representation modulus constraint and \textbf{C}ross-attention unsupervised contrastive learning \textbf{S}entence \textbf{E}mbedding…
• Can LLMs Generate Tabular Summaries of Science Papers? Rethinking the Evaluation Protocol
  14 Apr 2025 1 repository listed
  Literature review tables are essential for summarizing and comparing collections of scientific papers.
• CoMAC: Conversational Agent for Multi-Source Auxiliary Context with Sparse and Symmetric Latent Interactions
  25 Mar 2025 1 repository listed
  Recent advancements in AI-driven conversational agents have exhibited immense potential of AI applications.
• TextInPlace: Indoor Visual Place Recognition in Repetitive Structures with Scene Text Spotting and Verification
  9 Mar 2025 1 repository listed
  Visual Place Recognition (VPR) is a crucial capability for long-term autonomous robots, enabling them to identify previously visited locations using visual information.
• FiLo++: Zero-/Few-Shot Anomaly Detection by Fused Fine-Grained Descriptions and Deformable Localization
  17 Jan 2025 1 repository listed
  However, their handcrafted generic descriptions fail to capture the diverse range of anomalies that may emerge in different objects, and simple patch-level image-text matching often struggles to localize anomalous…
• SpeechPrune: Context-aware Token Pruning for Speech Information Retrieval
  16 Dec 2024 1 repository listed
  We introduce Speech Information Retrieval (SIR), a new long-context task for Speech Large Language Models (Speech LLMs), and present SPIRAL, a 1, 012-sample benchmark testing models' ability to extract critical details…
• Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions
  9 Dec 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  In the peer review process of top-tier machine learning (ML) and artificial intelligence (AI) conferences, reviewers are assigned to papers through automated methods.
• 2D Matryoshka Training for Information Retrieval
  26 Nov 2024 1 repository listed
  In this reproducibility study, we implement and evaluate both versions of 2D Matryoshka Training on STS tasks and extend our analysis to retrieval tasks.
• Towards Cross-Modal Text-Molecule Retrieval with Better Modality Alignment
  31 Oct 2024 1 repository listed
  Cross-modal text-molecule retrieval model aims to learn a shared feature space of the text and molecule modalities for accurate similarity calculation, which facilitates the rapid screening of molecules with specific…
• GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings
  18 Oct 2024 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  Training-free embedding methods directly leverage pretrained large language models (LLMs) to embed text, bypassing the costly and complex procedure of contrastive learning.
• Starbucks: Improved Training for 2D Matryoshka Embeddings
  17 Oct 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Effective approaches that can scale embedding model depth (i.
• SLAM-AAC: Enhancing Audio Captioning with Paraphrasing Augmentation and CLAP-Refine through LLMs
  12 Oct 2024 1 repository listed
  Recent progress in audio pre-trained models and large language models (LLMs) has significantly enhanced audio understanding and textual reasoning capabilities, making improvements in AAC possible.
• Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?
  4 Sep 2024 1 repository listed
  While these models, employing different pooling and attention strategies, have achieved state-of-the-art performance on public embedding benchmarks, questions still arise about what constitutes an effective design for…
• Positive Text Reframing under Multi-strategy Optimization
  25 Jul 2024 1 repository listed
  Starting from the objective of positive reframing, we first design positive sentiment reward and content preservation reward to encourage the model to transform the negative expressions of the original text while…
• Modular Sentence Encoders: Separating Language Specialization from Cross-Lingual Alignment
  20 Jul 2024 1 repository listed
  Another limitation of multilingual sentence encoders is the trade-off between monolingual and cross-lingual performance.

Syntology lines on 5 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.