---
title: "Dynamic Knowledge-Base Alignment for — Zheng 2013"
description: "Coreference systems often lack the world knowledge needed to connect mentions such as a politician's name and a descriptive title."
authors: ["Jiaping Zheng", "Luke Vilnis", "Sameer Singh", "Jinho D. Choi", "Andrew McCallum"]
year: 2013
venue: "Proceedings of the Seventeenth Conference on Computational Natural Language Learning"
source: "https://aclanthology.org/W13-3517/"
licence: "CC BY-NC-SA 3.0 (ACL Anthology, before 2016)"
licence_url: "https://creativecommons.org/licenses/by-nc-sa/3.0/"
summary_licence: "Elamur Cosmic License"
canonical: "https://research.elamur.ai/free/papers/zheng-2013-dynamic-knowledge-base-alignment-coreference/"
---
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# Dynamic Knowledge-Base Alignment for Coreference Resolution

**Authors:** Jiaping Zheng, [Luke Vilnis](https://md.research.elamur.ai/free/authors/luke-vilnis/), [Sameer Singh](https://md.research.elamur.ai/free/authors/sameer-singh/), [Jinho D. Choi](https://md.research.elamur.ai/free/authors/jinho-d-choi/), [Andrew McCallum](https://md.research.elamur.ai/free/authors/andrew-mccallum/) · **Year:** 2013 · **Venue:** Proceedings of the Seventeenth Conference on Computational Natural Language Learning · **Licence:** [CC BY-NC-SA 3.0 (ACL Anthology, before 2016)](https://creativecommons.org/licenses/by-nc-sa/3.0/)

**Links:** [Publisher's page](https://aclanthology.org/W13-3517/) · [PDF](https://aclanthology.org/W13-3517.pdf) · [OpenAlex](https://openalex.org/W2169455193)

**Citations:** 18 citations (openalex-snapshot · 2026-10-14) · [9](#cited-by) in our library, of the 140673 papers whose bibliographies we read

## Summary
Coreference systems often lack the world knowledge needed to connect mentions such as a politician's name and a descriptive title. Earlier work brought in external knowledge bases by fixing each mention's alignment before coreference began. These systems either kept only confident links, which produced few matches, or pooled many candidates, which blended distinct entities. Zheng et al. instead perform entity linking and within-document coreference together. Each proper-noun mention gets a scored list of Wikipedia candidates from the Dalton and Dietz (2013) KB searcher. Every candidate is enriched with web anchor texts that point to it (Spitkovsky and Chang, 2012), which supplies many name variants. Inference uses a pairwise SVM classifier with BestLink. Comparisons draw features from the antecedent's current top-ranked candidate. When two mentions are joined, their candidate lists are merged and reranked, so early alignment errors can be corrected. On ACE 2004 the method sets a new state of the art in B3 F1, including on transcripts and mention-dense documents. Keeping the alignment flexible lets external knowledge help a wider range of mentions.

## Key points
- On ACE 2004, the method gains 1.09 B3 F1 over the authors' knowledge-free baseline and 0.41 B3 F1 over the earlier best system (Stoyanov and Eisner, 2012).
- The baseline follows Bengston and Roth (2008) with extra features (string match, distance, head POS tags). It also adds three changes:
  - a hinge-loss, L2-regularized SVM instead of an averaged perceptron;
  - pairwise features merged from already-coreferent mentions;
  - negative-example pruning using the k closest coreferent antecedents.
- Name variants for each candidate entity come from web-wide anchor texts linking to the corresponding Wikipedia article.
- Unlike Ratinov and Roth (2012), the evaluation covers the full ACE mention set, including the harder transcript documents.
- On a larger multi-genre set of 2083 documents, B3 F1 rises from 65.3 (baseline) to 67.6 (static linking) and 67.7 (dynamic linking). The dynamic system beats all but two closed-task participants.

*Our summary of the paper, in our own words — not its text. The work belongs to its authors; read it at the links above.*

Fields: [Linguistics & languages](https://md.research.elamur.ai/free/shelves/linguistics/)

Topics: [Coreference resolution](https://md.research.elamur.ai/free/topics/coreference-resolution/)

## Cited by

Cited by

9 papers of our library cite it (of the 140673 whose bibliographies we read); 6 of them have a page here, 3 not yet.

- [A Joint Model for Entity Analysis: Coreference, Typing, and Linking](https://md.research.elamur.ai/free/papers/durrett-2014-joint-model-entity-analysis-coreference/)
- [Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment](https://md.research.elamur.ai/free/papers/dutta-2015-cross-document-co-reference-resolution/)
- [Coreference in Wikipedia: Main Concept Resolution](https://md.research.elamur.ai/free/papers/ghaddar-2016-coreference-wikipedia-main-concept-resolution/)
- [Joint Coreference Resolution and Named-Entity Linking with Multi-Pass Sieves](https://md.research.elamur.ai/free/papers/hajishirzi-2013-joint-coreference-resolution-named-entity/)
- [Prune-and-Score: Learning for Greedy Coreference Resolution](https://md.research.elamur.ai/free/papers/ma-2014-prune-score-learning-greedy-coreference/)
- [Solving Hard Coreference Problems](https://md.research.elamur.ai/free/papers/peng-2015-solving-hard-coreference-problems/)

## Cite

The paper itself, not this page. BibTeX from the library's record of the work.

```bibtex
@inproceedings{zheng2013dynamic,
  title = {{Dynamic Knowledge-Base Alignment for Coreference Resolution}},
  author = {Zheng, Jiaping and Vilnis, Luke and Singh, Sameer and Choi, Jinho D. and McCallum, Andrew},
  booktitle = {Proceedings of the Seventeenth Conference on Computational Natural Language Learning},
  year = {2013},
  url = {https://aclanthology.org/W13-3517/}
}
```

- [← previous Disambiguating Explicit Discourse Connectives without Oracles](https://md.research.elamur.ai/free/papers/johannsen-2013-disambiguating-explicit-discourse-connectives-without/)
- [next → Easy Victories and Uphill Battles in Coreference Resolution](https://md.research.elamur.ai/free/papers/durrett-2013-easy-victories-uphill-battles-coreference/)
- [↑ back to papers of 2013](https://md.research.elamur.ai/free/papers/2013/)

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