Publications

Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field

A SOTA system that can perform entity typing tasks of 10k entity types.

DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition

We utilize the wikipedia to improve the RaNER model, which wins the SemEval 2022 competition and obtains the best system paper award.
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MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations

Our first work on entity linking. Stay tuned for follow-up works.
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Multi-View Cross-Lingual Structured Prediction with Minimum Supervision

One of my favorite work on the cross-lingual structured prediction task. The idea is super intuitive.
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Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning

The first retrieval-aug NER (RaNER) system that achieves SOTA performance over multiple domains.
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Automated Concatenation of Embeddings for Structured Prediction

This paper achieves SOTA performance over 24 datasets of 6 tasks, spanning over NER, POS, chunking, dependency parsing, semantic …
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Second Order Unsupervised Neural Dependency Parsing

The current SOTA model for unsupervised dependency parsing.
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Structure-Level Knowledge Distillation For Multilingual Sequence Labeling

One model for multiple languages.
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CRF Autoencoder for Unsupervised Dependency Parsing

The first autoencoder model to unsupervised dependency parsing.
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Unsupervised Neural Dependency Parsing

The first neural approach to unsupervised dependency parsing.
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