• Shen et al 2015 - Entity Linking with a Knowledge Base: Issues, Techniques, and Solutions
• Section 4.2 of Singh 2018
• Sevgili et al 2020 - Neural Entity Linking: A Survey of Models Based on Deep Learning

See ACL Anthology - Entity linking

• Rao et al 2014 - Entity Linking: Finding Extracted Entities in a Knowledge Base Explains why it's good to use a ranking approach to training an entity linking system in section 5. “One natural approach to learning would be classification, in which each possible y ∈ Y is classified as being either correct or incorrect. However, such an approach enforces strong constraints: we not only require the correct KB entry to be classified positively, but all other answers to be classified negatively. Additionally, we can expect very unbalanced training, in which the vast majority of possible answers are incorrect… Instead, we select a single correct candidate for a query using a supervised machine learning ranker.”
• Ji et al 2014 - Overview of TAC-KBP2014 Entity Discovery and Linking Tasks
• Pan et al 2015 - Unsupervised Entity Linking with Abstract Meaning Representation
• D’Souza & Ng 2015 - Sieve-Based Entity Linking for the Biomedical Domain
• Sil & Florian 2016 - One for All: Towards Language Independent Named Entity Linking
• Gupta et al 2017 - Entity Linking via Joint Encoding of Types, Descriptions, and Context
• Tan et al 2017 - Entity Linking for Queries by Searching Wikipedia Sentences
• Radhakrishnan et al 2018 - ELDEN: Improved Entity Linking Using Densified Knowledge Graphs
• Kolitsas & Ganea 2018 - End-to-End Neural Entity Linking
• Mueller & Durrett 2018 - Effective Use of Context in Noisy Entity Linking
• Martins et al 2019 - Joint Learning of Named Entity Recognition and Entity Linking
• Logeswaran et al 2019 - Zero-Shot Entity Linking by Reading Entity Descriptions
• Botha et al 2020 - Entity Linking in 100 Languages

• Rosales-Mendez et al 2019 - Fine-Grained Evaluation for Entity Linking

• WikilinksNED - Paper: Eshel 2017 - Named Entity Disambiguation for Noisy Text

• SIGIR 2013 Tutorial: Entity linking and retrieval

• Heng Ji

• Information Extraction