Sentence Retrieval

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 36 papers with code (82 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.

• Unsupervised Dense Information Retrieval with Contrastive Learning
  16 Dec 2021 6 repositories listed Syntology ran 1 of 5 samples · 4 unverified
  In this work, we explore the limits of contrastive learning as a way to train unsupervised dense retrievers and show that it leads to strong performance in various retrieval settings.
• 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…
• XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization
  24 Mar 2020 4 repositories listed Syntology ran 5 of 10 samples · 5 unverified
  However, these broad-coverage benchmarks have been mostly limited to English, and despite an increasing interest in multilingual models, a benchmark that enables the comprehensive evaluation of such methods on a diverse…
• ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction
  2 Dec 2021 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Neural information retrieval (IR) has greatly advanced search and other knowledge-intensive language tasks.
• Multimodal Convolutional Neural Networks for Matching Image and Sentence
  23 Apr 2015 3 repositories listed
  In this paper, we propose multimodal convolutional neural networks (m-CNNs) for matching image and sentence.
• Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs
  22 May 2023 2 repositories listed
  ColexNet's nodes are concepts and its edges are colexifications.
• Large Dual Encoders Are Generalizable Retrievers
  15 Dec 2021 2 repositories listed
  With multi-stage training, surprisingly, scaling up the model size brings significant improvement on a variety of retrieval tasks, especially for out-of-domain generalization.
• XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalisation
  1 Jan 2020 2 repositories listed
  However, these broad-coverage benchmarks have been mostly limited to English, and despite an increasing interest in multilingual models, a benchmark that enables the comprehensive evaluation of such methods on a diverse…
• Robust Cross-lingual Embeddings from Parallel Sentences
  28 Dec 2019 2 repositories listed
  Recent advances in cross-lingual word embeddings have primarily relied on mapping-based methods, which project pretrained word embeddings from different languages into a shared space through a linear transformation.
• Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models
  19 May 2015 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  The Flickr30k dataset has become a standard benchmark for sentence-based image description.
• PeerQA: A Scientific Question Answering Dataset from Peer Reviews
  19 Feb 2025 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  We present PeerQA, a real-world, scientific, document-level Question Answering (QA) dataset.
• Preference Tuning For Toxicity Mitigation Generalizes Across Languages
  23 Jun 2024 1 repository listed Syntology ran 7 of 9 samples · 2 unverified
  Finally, we show that bilingual sentence retrieval can predict the cross-lingual transferability of DPO preference tuning.
• 3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting
  26 Apr 2024 1 repository listed Syntology ran 10 of 10 samples · 0 unverified
  In this paper, we propose a novel visual Semantic-Spatial Self-Highlighting Network (termed 3SHNet) for high-precision, high-efficiency and high-generalization image-sentence retrieval.
• M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval
  21 Mar 2024 1 repository listed
  In recent research, contrastive learning has proven to be a highly effective method for representation learning and is widely used for dense retrieval.
• SPLADE-v3: New baselines for SPLADE
  11 Mar 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  A companion to the release of the latest version of the SPLADE library.
• Discovering Low-rank Subspaces for Language-agnostic Multilingual Representations
  11 Jan 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverified · 8 pointer-only (licence)
  While these results are promising, follow-up works found that, within the multilingual embedding spaces, there exists strong language identity information which hinders the expression of linguistic factors shared across…
• Fast and Accurate Factual Inconsistency Detection Over Long Documents
  19 Oct 2023 1 repository listed Syntology ran 2 of 9 samples · 7 unverified · 9 pointer-only (licence)
  We introduce SCALE (Source Chunking Approach for Large-scale inconsistency Evaluation), a task-agnostic model for detecting factual inconsistencies using a novel chunking strategy.
• How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval
  15 Feb 2023 1 repository listed
  We hence propose a new DA approach with diverse queries and sources of supervision to progressively train a generalizable DR.
• ConTra: (Con)text (Tra)nsformer for Cross-Modal Video Retrieval
  9 Oct 2022 1 repository listed
  When the clip is short or visually ambiguous, knowledge of its local temporal context (i.
• Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval
  7 Jun 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  On the multilingual sentence retrieval task Tatoeba, our model achieves new SOTA results among methods without using bilingual data.
• EMS: Efficient and Effective Massively Multilingual Sentence Embedding Learning
  31 May 2022 1 repository listed
  Massively multilingual sentence representation models, e.
• GERE: Generative Evidence Retrieval for Fact Verification
  12 Apr 2022 1 repository listed
  This classical approach has clear drawbacks as follows: i) a large document index as well as a complicated search process is required, leading to considerable memory and computational overhead; ii) independent scoring…
• On Cross-Lingual Retrieval with Multilingual Text Encoders
  21 Dec 2021 1 repository listed
  In this work we present a systematic empirical study focused on the suitability of the state-of-the-art multilingual encoders for cross-lingual document and sentence retrieval tasks across a number of diverse language…
• Understanding the Impact of Evidence-Aware Sentence Selection for Fact Checking
  1 Jun 2021 1 repository listed
  Fact Extraction and VERification (FEVER) is a recently introduced task that consists of the following subtasks (i) document retrieval, (ii) sentence retrieval, and (iii) claim verification.
• Lightweight Cross-Lingual Sentence Representation Learning
  28 May 2021 1 repository listed
  Large-scale models for learning fixed-dimensional cross-lingual sentence representations like LASER (Artetxe and Schwenk, 2019b) lead to significant improvement in performance on downstream tasks.
• Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval
  21 Jan 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Therefore, in this work we present a systematic empirical study focused on the suitability of the state-of-the-art multilingual encoders for cross-lingual document and sentence retrieval tasks across a large number of…
• Similarity Reasoning and Filtration for Image-Text Matching
  5 Jan 2021 1 repository listed Syntology ran 10 of 12 samples · 2 unverified · 12 pointer-only (licence)
  Image-text matching plays a critical role in bridging the vision and language, and great progress has been made by exploiting the global alignment between image and sentence, or local alignments between regions and…
• IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages
  8 Nov 2020 1 repository listed
  These resources include: (a) large-scale sentence-level monolingual corpora, (b) pre-trained word embeddings, (c) pre-trained language models, and (d) multiple NLU evaluation datasets (IndicGLUE benchmark).
• VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation
  30 Oct 2020 1 repository listed
  Existing work in multilingual pretraining has demonstrated the potential of cross-lingual transferability by training a unified Transformer encoder for multiple languages.
• A Review on Fact Extraction and Verification
  6 Oct 2020 1 repository listed
  We study the fact checking problem, which aims to identify the veracity of a given claim.

Syntology lines on 14 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.