Entity 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

4 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

28 shown of 28 papers with code (56 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.

• BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
  17 Apr 2021 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified
  To address this, and to facilitate researchers to broadly evaluate the effectiveness of their models, we introduce Benchmarking-IR (BEIR), a robust and heterogeneous evaluation benchmark for information retrieval.
• Scalable Zero-shot Entity Linking with Dense Entity Retrieval
  10 Nov 2019 3 repositories listed
  This paper introduces a conceptually simple, scalable, and highly effective BERT-based entity linking model, along with an extensive evaluation of its accuracy-speed trade-off.
• EntQA: Entity Linking as Question Answering
  5 Oct 2021 2 repositories listed Syntology ran 9 of 9 samples · 0 unverified · 1 pointer-only (licence)
  A conventional approach to entity linking is to first find mentions in a given document and then infer their underlying entities in the knowledge base.
• Autoregressive Entity Retrieval
  2 Oct 2020 2 repositories listed
  For instance, Encyclopedias such as Wikipedia are structured by entities (e.
• LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval
  26 May 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  LogiCoL builds upon in-batch supervised contrastive learning, and learns dense retrievers to respect the subset and mutually-exclusive set relation between query results via two sets of soft constraints expressed via…
• Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation
  18 Feb 2025 1 repository listed
  Knowledge base question answering (KBQA) aims to answer user questions in natural language using rich human knowledge stored in large KBs.
• Annotative Indexing
  9 Nov 2024 1 repository listed
  This paper introduces annotative indexing, a novel framework that unifies and generalizes traditional inverted indexes, column stores, object stores, and graph databases.
• DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with Entities
  10 Oct 2024 1 repository listed
  Learned Sparse Retrieval (LSR) models use vocabularies from pre-trained transformers, which often split entities into nonsensical fragments.
• GRAG: Graph Retrieval-Augmented Generation
  26 May 2024 1 repository listed
  Naive Retrieval-Augmented Generation (RAG) focuses on individual documents during retrieval and, as a result, falls short in handling networked documents which are very popular in many applications such as citation…
• REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking
  19 Apr 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Extracting structured information from unstructured text is critical for many downstream NLP applications and is traditionally achieved by closed information extraction (cIE).
• Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking
  21 Jun 2023 1 repository listed
  Entity Linking (EL) is a fundamental task for Information Extraction and Knowledge Graphs.
• Task Oriented Conversational Modelling With Subjective Knowledge
  30 Mar 2023 1 repository listed
  Existing conversational models are handled by a database(DB) and API based systems.
• Modeling Fine-grained Information via Knowledge-aware Hierarchical Graph for Zero-shot Entity Retrieval
  20 Nov 2022 1 repository listed
  We extract the knowledge units from the corresponding context and then construct a mention/entity centralized graph.
• OSLAT: Open Set Label Attention Transformer for Medical Entity Retrieval and Span Extraction
  12 Jul 2022 1 repository listed
  In this paper, we propose a method for linking an open set of entities that does not require any span annotations.
• No Parameter Left Behind: How Distillation and Model Size Affect Zero-Shot Retrieval
  6 Jun 2022 1 repository listed
  This has made distilled and dense models, due to latency constraints, the go-to choice for deployment in real-world retrieval applications.
• R2D2: Robust Data-to-Text with Replacement Detection
  25 May 2022 1 repository listed
  Unfaithful text generation is a common problem for text generation systems.
• Entity-aware Transformers for Entity Search
  2 May 2022 1 repository listed
  Pre-trained language models such as BERT have been a key ingredient to achieve state-of-the-art results on a variety of tasks in natural language processing and, more recently, also in information retrieval.
• TABi: Type-Aware Bi-Encoders for Open-Domain Entity Retrieval
  18 Apr 2022 1 repository listed
  Entity retrieval--retrieving information about entity mentions in a query--is a key step in open-domain tasks, such as question answering or fact checking.
• SGPT: GPT Sentence Embeddings for Semantic Search
  17 Feb 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  To this end, we propose SGPT to use decoders for sentence embeddings and semantic search via prompting or fine-tuning.
• MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations
  13 Sep 2021 1 repository listed
  Entity retrieval, which aims at disambiguating mentions to canonical entities from massive KBs, is essential for many tasks in natural language processing.
• Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP
  12 Jun 2021 1 repository listed
  These experiments on AmbER sets show their utility as an evaluation tool and highlight the weaknesses of popular retrieval systems.
• GeoWINE: Geolocation based Wiki, Image,News and Event Retrieval
  30 Apr 2021 1 repository listed
  The first module is a state-of-the-art model for geolocation estimation of images.
• Entity Linking in 100 Languages
  5 Nov 2020 1 repository listed Syntology ran 6 of 9 samples · 3 unverified
  We propose a new formulation for multilingual entity linking, where language-specific mentions resolve to a language-agnostic Knowledge Base.
• Graph-Embedding Empowered Entity Retrieval
  6 May 2020 1 repository listed
  In this research, we improve upon the current state of the art in entity retrieval by re-ranking the result list using graph embeddings.
• Semantic Preserving Embeddings for Generalized Graphs
  7 Sep 2017 1 repository listed
  A new approach to the study of Generalized Graphs as semantic data structures using machine learning techniques is presented.
• Structural Regularities in Text-based Entity Vector Spaces
  25 Jul 2017 1 repository listed
  We discover how clusterings of experts correspond to committees in organizations, the ability of expert representations to encode the co-author graph, and the degree to which they encode academic rank.
• Semantic Entity Retrieval Toolkit
  12 Jun 2017 1 repository listed
  Unsupervised learning of low-dimensional, semantic representations of words and entities has recently gained attention.
• Ensemble of Neural Classifiers for Scoring Knowledge Base Triples
  15 Mar 2017 1 repository listed
  This paper describes our approach for the triple scoring task at the WSDM Cup 2017.

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.