coreference-resolution

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 0 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 215 papers with code (594 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.

• Gender Bias in Coreference Resolution
  25 Apr 2018 4 repositories listed
  We present an empirical study of gender bias in coreference resolution systems.
• Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods
  18 Apr 2018 4 repositories listed
  We introduce a new benchmark, WinoBias, for coreference resolution focused on gender bias.
• The MultiBERTs: BERT Reproductions for Robustness Analysis
  30 Jun 2021 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Experiments with pre-trained models such as BERT are often based on a single checkpoint.
• Labeling supervised fine-tuning data with the scaling law
  5 May 2024 2 repositories listed
  Our contributions are: 1) Created Supervised Fine-Tuning (SFT) training data in alpaca format, along with a set of Low-Rank Adaptation (LoRA) weights, and 2) Developed a method for acquiring high-quality data leveraging…
• LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution
  25 May 2022 2 repositories listed Syntology ran 1 of 11 samples · 10 unverified
  While coreference resolution typically involves various linguistic challenges, recent models are based on a single pairwise scorer for all types of pairs.
• A sequence-to-sequence approach for document-level relation extraction
  3 Apr 2022 2 repositories listed
  In this paper, we develop a sequence-to-sequence approach, seq2rel, that can learn the subtasks of DocRE (entity extraction, coreference resolution and relation extraction) end-to-end, replacing a pipeline of…
• Exploring Multi-Modal Representations for Ambiguity Detection & Coreference Resolution in the SIMMC 2.0 Challenge
  25 Feb 2022 2 repositories listed
  Anaphoric expressions, such as pronouns and referential descriptions, are situated with respect to the linguistic context of prior turns, as well as, the immediate visual environment.
• On Generalization in Coreference Resolution
  20 Sep 2021 2 repositories listed
  While coreference resolution is defined independently of dataset domain, most models for performing coreference resolution do not transfer well to unseen domains.
• SciCo: Hierarchical Cross-Document Coreference for Scientific Concepts
  18 Apr 2021 2 repositories listed
  Determining coreference of concept mentions across multiple documents is a fundamental task in natural language understanding.
• Moving on from OntoNotes: Coreference Resolution Model Transfer
  17 Apr 2021 2 repositories listed
  Academic neural models for coreference resolution (coref) are typically trained on a single dataset, OntoNotes, and model improvements are benchmarked on that same dataset.
• WEC: Deriving a Large-scale Cross-document Event Coreference dataset from Wikipedia
  11 Apr 2021 2 repositories listed
  To complement these resources and enhance future research, we present Wikipedia Event Coreference (WEC), an efficient methodology for gathering a large-scale dataset for cross-document event coreference from Wikipedia,…
• Structured Prediction as Translation between Augmented Natural Languages
  14 Jan 2021 2 repositories listed
  We propose a new framework, Translation between Augmented Natural Languages (TANL), to solve many structured prediction language tasks including joint entity and relation extraction, nested named entity recognition,…
• DWIE: an entity-centric dataset for multi-task document-level information extraction
  26 Sep 2020 2 repositories listed Syntology ran 5 of 14 samples · 9 unverified · 3 pointer-only (licence)
  Second, the document-level multi-task annotations require the models to transfer information between entity mentions located in different parts of the document, as well as between different tasks, in a joint learning…
• Streamlining Cross-Document Coreference Resolution: Evaluation and Modeling
  23 Sep 2020 2 repositories listed
  Recent evaluation protocols for Cross-document (CD) coreference resolution have often been inconsistent or lenient, leading to incomparable results across works and overestimation of performance.
• Paraphrasing vs Coreferring: Two Sides of the Same Coin
  30 Apr 2020 2 repositories listed
  We study the potential synergy between two different NLP tasks, both confronting predicate lexical variability: identifying predicate paraphrases, and event coreference resolution.
• Evaluating Gender Bias in Machine Translation
  3 Jun 2019 2 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  We present the first challenge set and evaluation protocol for the analysis of gender bias in machine translation (MT).
• They Exist! Introducing Plural Mentions to Coreference Resolution and Entity Linking
  1 Aug 2018 2 repositories listed
  To the best of our knowledge, this is the first time that plural mentions are thoroughly analyzed for these two resolution tasks.
• Disambiguating Reference in Visually Grounded Dialogues through Joint Modeling of Textual and Multimodal Semantic Structures
  16 May 2025 1 repository listed Syntology ran 2 of 6 samples · 4 unverified
  Phrase grounding between images and their captions is a well-established task.
• Long-context Non-factoid Question Answering in Indic Languages
  18 Apr 2025 1 repository listed
  Compared to the baseline of unshortened (long) contexts, our experiments on four Indic languages (Hindi, Tamil, Telugu, and Urdu) demonstrate that context-shortening techniques yield an average improvement of 4\% in…
• RAKG:Document-level Retrieval Augmented Knowledge Graph Construction
  14 Apr 2025 1 repository listed
  With the rise of knowledge graph based retrieval-augmented generation (RAG) techniques such as GraphRAG and Pike-RAG, the role of knowledge graphs in enhancing the reasoning capabilities of large language models (LLMs)…
• LegalCore: A Dataset for Legal Documents Event Coreference Resolution
  18 Feb 2025 1 repository listed
  In this paper, we present the first dataset for the legal domain, LegalCore, which has been annotated with comprehensive event and event coreference information.
• The Role of Natural Language Processing Tasks in Automatic Literary Character Network Construction
  16 Dec 2024 1 repository listed
  The automatic extraction of character networks from literary texts is generally carried out using natural language processing (NLP) cascading pipelines.
• IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs
  12 Nov 2024 1 repository listed
  The benchmark also consists of a curated mixture of different mention types and corresponding entities, allowing for a fine-grained analysis of model performance.
• Data-driven Coreference-based Ontology Building
  22 Oct 2024 1 repository listed
  While coreference resolution is traditionally used as a component in individual document understanding, in this work we take a more global view and explore what can we learn about a domain from the set of all…
• Findings of the Third Shared Task on Multilingual Coreference Resolution
  21 Oct 2024 1 repository listed
  The paper presents an overview of the third edition of the shared task on multilingual coreference resolution, held as part of the CRAC 2024 workshop.
• Solving the Challenge Set without Solving the Task: On Winograd Schemas as a Test of Pronominal Coreference Resolution
  12 Oct 2024 1 repository listed
  Challenge sets such as the Winograd Schema Challenge (WSC) are used to benchmark systems' ability to resolve ambiguities in natural language.
• How Language Models Prioritize Contextual Grammatical Cues?
  4 Oct 2024 1 repository listed
  Transformer-based language models have shown an excellent ability to effectively capture and utilize contextual information.
• CorPipe at CRAC 2024: Predicting Zero Mentions from Raw Text
  3 Oct 2024 1 repository listed
  In this third iteration of the shared task, a novel objective is to also predict empty nodes needed for zero coreference mentions (while the empty nodes were given on input in previous years).
• J2N -- Nominal Adjective Identification and its Application
  22 Sep 2024 1 repository listed
  This paper explores the challenges posed by nominal adjectives (NAs) in natural language processing (NLP) tasks, particularly in part-of-speech (POS) tagging.
• WinoPron: Revisiting English Winogender Schemas for Consistency, Coverage, and Grammatical Case
  9 Sep 2024 1 repository listed
  While measuring bias and robustness in coreference resolution are important goals, such measurements are only as good as the tools we use to measure them.

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.