EMNLP2022 信息抽取和实体识别相关论文汇总

1、ner 相关文档 

1 CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation
2 TransAdv: A Translation-based Adversarial Learning Framework for Zero-Resource Cross-Lingual Named Entity Recognition
3 Influence Functions for Sequence Tagging Models
4 Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition
5 DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition
6 Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition
7 Named Entity and Relation Extraction with Multi-Modal Retrieval
8 Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition
9 Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models
10 Robustness of Demonstration-based Learning Under Limited Data Scenario
11 Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition
12 SetGNER: General Named Entity Recognition as Entity Set Generation
13 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition
14 Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition
15 Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios
16 MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition
17 Wider & Closer: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition
18 Toward the Limitation of Code-Switching in Cross-Lingual Transfer
19 Simple Questions Generate Named Entity Recognition Datasets
20 A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition
21 Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition
22 G-MAP: General Memory-Augmented Pre-trained Language Model for Domain Tasks
23 Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding
24 Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples
25 GREENER: Graph Neural Networks for News Media Profiling
26 ConNER: Consistency Training for Cross-lingual Named Entity Recognition
27 Don't Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models
28 SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition

2、信息抽取

1 What Has Been Enhanced in my Knowledge-Enhanced Language Model?
2 Towards Generalized Open Information Extraction
3 ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding
4 HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crises Response
5 Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again
6 DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving Agents
7 Self-supervised Cross-modal Pretraining for Speech Emotion Recognition and Sentiment Analysis
8 Unsupervised Domain Adaptation for Joint Information Extraction
9 Syntactically Robust Training on Partially-Observed Data for Open Information Extraction
10 Modeling Information Change in Science Communication with Semantically Matched Paraphrases
11 TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data
12 Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities
13 MUSIED: A Benchmark for Event Detection from Multi-Source Heterogeneous Informal Texts
14 RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL
15 Syntactic Multi-view Learning for Open Information Extraction
16 A Speaker-Aware Co-Attention Framework for Medical Dialogue Information Extraction
17 Syntactically Rich Discriminative Training: An Effective Method for Open Information Extraction
18 Open Relation and Event Type Discovery with Type Abstraction
19 QASem Parsing: Text-to-text Modeling of QA-based Semantics
20 UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
21 IELM: An Open Information Extraction Benchmark for Pre-Trained Language Models
22 Learning Cross-Task Dependencies for Joint Extraction of Entities, Events, Event Arguments, and Relations
23 MEE: A Novel Multilingual Event Extraction Dataset
24 Covid vaccine is against Covid but Oxford vaccine is made at Oxford! Semantic Interpretation of Proper Noun Compounds
25 GENIE: Toward Reproducible and Standardized Human Evaluation for Text Generation

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