# Sequence Labeling and Information Retrieval

> Including **Part-of-Speech Tagging**, **Chunking**, **Named Entity Recognition**, **Semantic Role Labeling (SRL)**, **Punctuation Restoration**, **Sentence Segmentation**, **Dependency Parsing**, **Relation Extraction**, **Information Extraction**, **Phrase Extraction**, **Entity Linking**, **Discourse Relation**, **Information Retrieval** and etc.

## Datasets
- [2002 CoNLL] **Introduction to the CoNLL-2002 Shared Task: Language-Independent Named Entity Recognition**, [[paper]](http://www.aclweb.org/anthology/W02-2024), [[bibtex]](/Bibtex/Introduction%20to%20the%20CoNLL-2002%20Shared%20Task%20--%20Language-Independent%20Named%20Entity%20Recognition.bib), [[dataset]](https://www.clips.uantwerpen.be/conll2002/ner/).
- [2003 CoNLL] **Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition**, [[paper]](http://www.aclweb.org/anthology/W03-0419), [[bibtex]](/Bibtex/Introduction%20to%20the%20CoNLL-2003%20Shared%20Task%20--%20Language-Independent%20Named%20Entity%20Recognition.bib), [[dataset]](https://www.clips.uantwerpen.be/conll2003/ner/).
- [2017 CoNLL] **CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies**, [[paper]](http://aclweb.org/anthology/K17-3), [[bibtex]](/Bibtex/CoNLL%202017%20Shared%20Task%20--%20Multilingual%20Parsing%20from%20Raw%20Text%20to%20Universal%20Dependencies.bib), [[homepage]](https://aclweb.org/portal/content/conll-2017-shared-task-multilingual-parsing-raw-text-universal-dependencies).
- [2017 ACL] **Cross-lingual Name Tagging and Linking for 282 Languages**, [[paper]](http://aclweb.org/anthology/P17-1178), [[bibtex]](/Bibtex/Cross-lingual%20Name%20Tagging%20and%20Linking%20for%20282%20Languages.bib), [[homepage]](http://nlp.cs.rpi.edu/wikiann/).
- [2021 ACL] **FEW-NERD: A Few-shot Named Entity Recognition Dataset**, [[paper]](https://aclanthology.org/2021.acl-long.248.pdf), [[bibtex]](/Bibtex/FEW-NERD%20-%20A%20Few-shot%20Named%20Entity%20Recognition%20Dataset.bib), [[homepage]](https://ningding97.github.io/fewnerd/).

## Part-of-Speech (POS) Tagging and Named Entity Recognition (NER)
- [2010 ACL]  **On Jointly Recognizing and Aligning Bilingual Named Entities**, [[paper]](http://www.aclweb.org/anthology/P10-1065), [[bibtex]](/Bibtex/On%20Jointly%20Recognizing%20and%20Aligning%20Bilingual%20Named%20Entities.bib).
- [2012 CIKM] **Joint Bilingual Name Tagging for Parallel Corpora**, [[paper]](http://delivery.acm.org/10.1145/2400000/2398506/p1727-li.pdf?ip=192.122.131.53&id=2398506&acc=ACTIVE%20SERVICE&key=FF6731C4D3E3CFFF%2E93CCAFF1814A016F%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&__acm__=1536722282_8c78abdf99e21a2f02b23c5463fe91b7), [[bibtex]](/Bibtex/Joint%20Bilingual%20Name%20Tagging%20for%20Parallel%20Corpora.bib).
- [2012 Springer] **Supervised Sequence Labelling with Recurrent Neural Networks**, [[Alex Graves's Ph.D. Thesis]](https://www.cs.toronto.edu/~graves/phd.pdf), [[bibtex]](/Bibtex/Supervised%20Sequence%20Labelling%20with%20Recurrent%20Neural%20Networks.bib).
- [2012 EMNLP] **Part-of-Speech Tagging for Chinese-English Mixed Texts with Dynamic Features**, [[paper]](https://www.aclweb.org/anthology/D12-1126), [[bibtex]](/Bibtex/Part-of-Speech%20Tagging%20for%20Chinese-English%20Mixed%20Texts%20with%20Dynamic%20Features.bib).
- [2015 ArXiv] **Bidirectional LSTM-CRF Models for Sequence Tagging**, [[paper]](https://arxiv.org/pdf/1508.01991.pdf), [[bibtex]](/Bibtex/Bidirectional%20LSTM-CRF%20Models%20for%20Sequence%20Tagging.bib) [[blog]](https://guillaumegenthial.github.io/sequence-tagging-with-tensorflow.html), sources: [[Hironsan/anago]](https://github.com/Hironsan/anago), [[guillaumegenthial/sequence_tagging]](https://github.com/guillaumegenthial/sequence_tagging).
- [2015 Cheminformatics]  **Enhancing of chemical compound and drug name recognition using representative tag scheme and fine-grained tokenization**, [[paper]](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4331690/pdf/1758-2946-7-S1-S14.pdf), [[bibtex]](/Bibtex/Enhancing%20of%20chemical%20compound%20and%20drug%20name%20recognition%20using%20representative%20tag%20scheme%20and%20fine-grained%20tokenization.bib).
- [2016 ArXiv] **Multi-Task Cross-Lingual Sequence Tagging from Scratch**, [[paper]](https://arxiv.org/pdf/1603.06270.pdf), [[bibtex]](/Bibtex/Multi-Task%20Cross-Lingual%20Sequence%20Tagging%20from%20Scratch.bib).
- [2016 EMNLP] **Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping**, [[paper]](http://www.aclweb.org/anthology/D16-1135), [[bibtex]](/Bibtex/Improving%20Multilingual%20Named%20Entity%20Recognition%20with%20Wikipedia%20Entity%20Type%20Mapping.bib).
- [2016 NAACL] **Name Tagging for Low-resource Incident Languages based on Expectation-driven Learning**, [[paper]](http://www.aclweb.org/anthology/N16-1029), [[bibtex]](/Bibtex/Name%20Tagging%20for%20Low-resource%20Incident%20Languages%20based%20on%20Expectation-driven%20Learning.bib).
- [2016 ICLR] **Multi-task Sequence to Sequence Learning**, [[paper]](https://nlp.stanford.edu/pubs/luong2016iclr_multi.pdf), [[bibtex]](/Bibtex/Multi-task%20Sequence%20to%20Sequence%20Learning.bib).
- [2016 ACL] **Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss**, [[paper]](https://arxiv.org/pdf/1604.05529.pdf), [[bibtex]](/Bibtex/Multilingual%20Part-of-Speech%20Tagging%20with%20Bidirectional%20Long%20Short-Term%20Memory%20Models%20and%20Auxiliary%20Loss.bib), sources: [[bplank/bilstm-aux]](https://github.com/bplank/bilstm-aux).
- [2016 ACL] **Named Entity Recognition with Bidirectional LSTM-CNNs**, [[paper]](https://www.aclweb.org/anthology/Q16-1026), [[bibtex]](/Bibtex/Named%20Entity%20Recognition%20with%20Bidirectional%20LSTM-CNNs.bib), sources: [[ThanhChinhBK/Ner-BiLSTM-CNNs]](https://github.com/ThanhChinhBK/Ner-BiLSTM-CNNs).
- [2016 NAACL] **Neural Architectures for Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/1603.01360.pdf), [[bibtex]](/Bibtex/Neural%20Architectures%20for%20Named%20Entity%20Recognition.bib), sources: [[clab/stack-lstm-ner]](https://github.com/clab/stack-lstm-ner), [[glample/tagger]](https://github.com/glample/tagger), [[marekrei/sequence-labeler]](https://github.com/marekrei/sequence-labeler).
- [2016 ACL] **End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF**, [[paper]](https://arxiv.org/pdf/1603.01354.pdf), [[bibtex]](/Bibtex/End-to-end%20Sequence%20Labeling%20via%20Bi-directional%20LSTM-CNNs-CRF.bib), sources: [[LopezGG/NN_NER_tensorFlow]](https://github.com/LopezGG/NN_NER_tensorFlow).
- [2017 IJCNLP] **Segment-Level Neural Conditional Random Fields for Named Entity Recognition**, [[paper]](http://aclweb.org/anthology/I17-2017), [[bibtex]](/Bibtex/Segment-Level%20Neural%20Conditional%20Random%20Fields%20for%20Named%20Entity%20Recognition.bib).
- [2017 IJCNLP] **Low-Resource Named Entity Recognition with Cross-Lingual, Character-Level Neural Conditional Random Fields**, [[paper]](http://aclweb.org/anthology/I17-2016), [[bibtex]](/Bibtex/Low-Resource%20Named%20Entity%20Recognition%20with%20Cross-Lingual%20Character-Level%20Neural%20Conditional%20Random%20Fields.bib).
- [2017 WNUT] **A Multi-task Approach for Named Entity Recognition in Social Media Data**, [[paper]](http://aclweb.org/anthology/W17-4419), [[bibtex]](/Bibtex/A%20Multi-task%20Approach%20for%20Named%20Entity%20Recognition%20in%20Social%20Media%20Data.bib), sources: [[tavo91/NER-WNUT17]](https://github.com/tavo91/NER-WNUT17).
- [2017 ACL] **Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation Projection**, [[paper]](http://www.aclweb.org/anthology/P17-1135), [[bibtex]](/Bibtex/Weakly%20Supervised%20Cross-Lingual%20Named%20Entity%20Recognition%20via%20Effective%20Annotation%20and%20Representation%20Projection.bib).
- [2017 RLNLP] **Multi-task Domain Adaptation for Sequence Tagging**, [[paper]](http://aclweb.org/anthology/W17-2612), [[bibtex]](/Bibtex/Multi-task%20Domain%20Adaptation%20for%20Sequence%20Tagging.bib).
- [2017 EMNLP] **Cheap Translation for Cross-Lingual Named Entity Recognition**, [[paper]](http://aclweb.org/anthology/D17-1269), [[bibtex]](/Bibtex/Cheap%20Translation%20for%20Cross-Lingual%20Named%20Entity%20Recognition.bib).
- [2017 ACL] **Semi-supervised Multitask Learning for Sequence Labeling**, [[paper]](http://www.aclweb.org/anthology/P17-1194), [[bibtex]](/Bibtex/Semi-supervised%20Multitask%20Learning%20for%20Sequence%20Labeling.bib).
- [2017 EMNLP] **Part-of-Speech Tagging for Twitter with Adversarial Neural Networks**, [[paper]](https://www.aclweb.org/anthology/D17-1256), [[bibtex]](/Bibtex/Part-of-Speech%20Tagging%20for%20Twitter%20with%20Adversarial%20Neural%20Networks.bib), sources: [[guitaowufeng/TPANN]](https://github.com/guitaowufeng/TPANN).
- [2017 EMNLP] **Fast and Accurate Entity Recognition with Iterated Dilated Convolutions**, [[paper]](https://arxiv.org/pdf/1702.02098.pdf), [[bibtex]](/Bibtex/Fast%20and%20Accurate%20Entity%20Recognition%20with%20Iterated%20Dilated%20Convolutions.bib) sources: [[iesl/dilated-cnn-ner]](https://github.com/iesl/dilated-cnn-ner).
- [2017 ICLR] **Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks**, [[paper]](https://arxiv.org/pdf/1703.06345.pdf), [[bibtex]](/Bibtex/Transfer%20Learning%20for%20Sequence%20Tagging%20with%20Hierarchical%20Recurrent%20Networks.bib), sources: [[kimiyoung/transfer]](https://github.com/kimiyoung/transfer).
- [2017 ArXiv] **Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks**, [[paper]](https://arxiv.org/pdf/1707.06799.pdf), [[bibtex]](/Bibtex/Optimal%20Hyperparameters%20for%20Deep%20LSTM-Networks%20for%20Sequence%20Labeling%20Tasks.bib), sources: [[UKPLab/emnlp2017-bilstm-cnn-crf]](https://github.com/UKPLab/emnlp2017-bilstm-cnn-crf).
- [2017 EMNLP] **Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging**, [[paper]](http://aclweb.org/anthology/D17-1035), [[bibtex]](/Bibtex/Reporting%20Score%20Distributions%20Makes%20a%20Difference%20-%20Performance%20Study%20of%20LSTM-networks%20for%20Sequence%20Tagging.bib), sources: [[UKPLab/emnlp2017-bilstm-cnn-crf]](https://github.com/UKPLab/emnlp2017-bilstm-cnn-crf).
- [2017 InterSpeech] **Label-dependency coding in Simple Recurrent Networks for Spoken Language Understanding**, [[paper]](https://hal.inria.fr/hal-01553830/document), [[bibtex]](/Bibtex/Label-Dependency%20Coding%20in%20Simple%20Recurrent%20Networks%20for%20Spoken%20Language%20Understanding.bib).
- [2017 ACL] **Model Transfer for Tagging Low-resource Languages using a Bilingual Dictionary**, [[paper]](http://aclweb.org/anthology/P17-2093), [[bibtex]](/Bibtex/Model%20Transfer%20for%20Tagging%20Low-resource%20Languages%20using%20a%20Bilingual%20Dictionary.bib), sources: [[mengf1/trpos]](https://github.com/mengf1/trpos).
- [2017 EMNLP] **Semi-Supervised Structured Prediction with Neural CRF Autoencoder**, [[paper]](http://aclweb.org/anthology/D17-1179), [[bibtex]](/Bibtex/Semi-supervised%20Structured%20Prediction%20with%20Neural%20CRF%20Autoencoder.bib), sources: [[cosmozhang/NCRF-AE]](https://github.com/cosmozhang/NCRF-AE).
- [2017 EMNLP] **Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources**, [[paper]](https://www.aclweb.org/anthology/D17-1302), [[bibtex]](/Bibtex/Cross-Lingual%20Transfer%20Learning%20for%20POS%20Tagging%20without%20Cross-Lingual%20Resources.bib).
- [2017 ACL] **Semi-supervised Sequence Tagging with Bidirectional Language Models**, [[paper]](http://aclweb.org/anthology/P17-1161), [[bibtex]](/Bibtex/Semi-supervised%20sequence%20tagging%20with%20bidirectional%20language%20models.bib).
- [2018 LREC] **Transfer Learning for Named-Entity Recognition with Neural Networks**, [[paper]](http://www.lrec-conf.org/proceedings/lrec2018/pdf/878.pdf), [[bibtex]](/Bibtex/Transfer%20Learning%20for%20Named-Entity%20Recognition%20with%20Neural%20Networks.bib), sources: [[Franck-Dernoncourt/NeuroNER]](https://github.com/Franck-Dernoncourt/NeuroNER).
- [2018 ICLR] **Deep Active Learning for Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/1707.05928.pdf), [[bibtex]](/Bibtex/Deep%20Active%20Learning%20for%20Named%20Entity%20Recognition.bib).
- [2018 AAAI] **Empower Sequence Labeling with Task-Aware Neural Language Model**, [[paper]](https://arxiv.org/pdf/1709.04109.pdf), [[bibtex]](/Bibtex/Empower%20Sequence%20Labeling%20with%20Task-Aware%20Neural%20Language%20Model.bib), sources: [[LiyuanLucasLiu/LM-LSTM-CRF]](https://github.com/LiyuanLucasLiu/LM-LSTM-CRF).
- [2018 NAACL] **Robust Multilingual Part-of-Speech Tagging via Adversarial Training**, [[paper]](https://arxiv.org/pdf/1711.04903.pdf), [[bibtex]](/Bibtex/Robust%20Multilingual%20Part-of-Speech%20Tagging%20via%20Adversarial%20Training.bib), sources: [[michiyasunaga/pos_adv]](https://github.com/michiyasunaga/pos_adv).
- [2018 ArXiv] **Improving Part-of-speech Tagging Via Multi-task Learning and Character-level Word Representations**, [[paper]](https://arxiv.org/pdf/1807.00818.pdf), [[bibtex]](/Bibtex/Improving%20Part-of-speech%20Tagging%20Via%20Multi-task%20Learning%20and%20Character-level%20Word%20Representations.bib).
- [2018 NAACL] **Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition**, [[paper]](http://aclweb.org/anthology/N18-1001), [[bibtex]](/Bibtex/Label-Aware%20Double%20Transfer%20Learning%20for%20Cross-Specialty%20Medical%20Named%20Entity%20Recognition.bib), sources: [[felixwzh/La-DTL]](https://github.com/felixwzh/La-DTL).
- [2018 NAACL] **Zero-shot Sequence Labeling: Transferring Knowledge from Sentences to Tokens**, [[paper]](http://aclweb.org/anthology/N18-1027), [[bibtex]](/Bibtex/Zero-Shot%20Sequence%20Labeling%20-%20Transferring%20Knowledge%20from%20Sentences%20to%20Tokens.bib).
- [2018 ACL] **Morphosyntactic Tagging with a Meta-BiLSTM Model over Context Sensitive Token Encodings**, [[paper]](http://aclweb.org/anthology/P18-1246), [[bibtex]](/Bibtex/Morphosyntactic%20Tagging%20with%20a%20Meta-BiLSTM%20Model%20over%20Context%20Sensitive%20Token%20Encodings.bib), sources: [[google/meta_tagger]](https://github.com/google/meta_tagger).
- [2018 ACL] **Named Entity Recognition With Parallel Recurrent Neural Networks**, [[paper]](http://aclweb.org/anthology/P18-2012), [[bibtex]](/Bibtex/Named%20Entity%20Recognition%20With%20Parallel%20Recurrent%20Neural%20Networks.bib).
- [2018 ACL] **Chinese NER Using Lattice LSTM**, [[paper]](http://aclweb.org/anthology/P18-1144), [[bibtex]](/Bibtex/Chinese%20NER%20Using%20Lattice%20LSTM.bib) sources: [[jiesutd/LatticeLSTM]](https://github.com/jiesutd/LatticeLSTM).
- [2018 ACL] **Hybrid semi-Markov CRF for Neural Sequence Labeling**, [[paper]](http://aclweb.org/anthology/P18-2038), [[bibtex]](/Bibtex/Hybrid%20semi-Markov%20CRF%20for%20Neural%20Sequence%20Labeling.bib) sources: [[ZhixiuYe/HSCRF-pytorch]](https://github.com/ZhixiuYe/HSCRF-pytorch).
- [2018 ACL] **A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling**, [[paper]](http://aclweb.org/anthology/P18-1074), [[bibtex]](/Bibtex/A%20Multi-lingual%20Multi-task%20Architecture%20for%20Low-resource%20Sequence%20Labeling.bib), sources: [[limteng-rpi/mlmt]](https://github.com/limteng-rpi/mlmt).
- [2018 AAAI] **Adversarial Learning for Chinese NER from Crowd Annotations**, [[paper]](https://arxiv.org/pdf/1801.05147.pdf), [[bibtex]](/Bibtex/Adversarial%20Learning%20for%20Chinese%20NER%20from%20Crowd%20Annotations.bib), sources: [[SUDA-HLT/ALCrowd]](https://github.com/SUDA-HLT/ALCrowd).
- [2018 IJCAI] **Improving Low Resource Named Entity Recognition using Cross-lingual Knowledge Transfer**, [[paper]](https://www.ijcai.org/proceedings/2018/0566.pdf), [[bibtex]](/Bibtex/Improving%20Low%20Resource%20Named%20Entity%20Recognition%20using%20Cross-lingual%20Knowledge%20Transfer.bib), sources: [[scir-code/lrner]](https://github.com/scir-code/lrner).
- [2018 COLING] **Contextual String Embeddings for Sequence Labeling**, [[paper]](http://aclweb.org/anthology/C18-1139), [[bibtex]](/Bibtex/Contextual%20String%20Embeddings%20for%20Sequence%20Labeling.bib), sources: [[zalandoresearch/flair]](https://github.com/zalandoresearch/flair).
- [2018 ICLR] **Bi-Directional Block Self-Attention for Fast and Memory-Efficient Sequence Modeling**, [[paper]](https://openreview.net/pdf?id=H1cWzoxA-), [[bibtex]](/Bibtex/Bi-Directional%20Block%20Self-Attention%20for%20Fast%20and%20Memory-Efficient%20Sequence%20Modeling.bib), sources: [[taoshen58/BiBloSA]](https://github.com/taoshen58/BiBloSA).
- [2018 CoNLL] **Sequence Classification with Human Attention**, [[paper]](http://aclweb.org/anthology/K18-1030), [[bibtex]](/Bibtex/Sequence%20classification%20with%20human%20attention.bib), sources: [[coastalcph/Sequence_classification_with_human_attention]](https://github.com/coastalcph/Sequence_classification_with_human_attention).
- [2018 EMNLP] **Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling**, [[paper]](http://aclweb.org/anthology/D18-1153), [[bibtex]](/Bibtex/Efficient%20Contextualized%20Representation:%20Language%20Model%20Pruning%20for%20Sequence%20Labeling.bib), sources: [[LiyuanLucasLiu/LD-Net]](https://github.com/LiyuanLucasLiu/LD-Net).
- [2018 EMNLP] **Learning Named Entity Tagger from Domain-Specific Dictionary**, [[paper]](http://aclweb.org/anthology/D18-1230), [[bibtex]](/Bibtex/Learning%20Named%20Entity%20Tagger%20using%20Domain-Specific%20Dictionary.bib), sources: [[shangjingbo1226/AutoNER]](https://github.com/shangjingbo1226/AutoNER).
- [2018 EMNLP] **Semi-Supervised Sequence Modeling with Cross-View Training**, [[paper]](https://aclweb.org/anthology/D18-1217), [[bibtex]](/Bibtex/Semi-Supervised%20Sequence%20Modeling%20with%20Cross-View%20Training.bib), sources: [[tensorflow/models/research/cvt_text]](https://github.com/tensorflow/models/tree/master/research/cvt_text).
- [2019 TNNLS] **Learning with Annotation of Various Degrees**, [[paper]](https://ieeexplore.ieee.org/document/8611308/metrics), [[bibtex]](/Bibtex/Learning%20with%20Annotation%20of%20Various%20Degrees.bib), sources: [[joeyzhouty/LAVD]](https://github.com/joeyzhouty/LAVD).
- [2019 TNNLS] **RoSeq: Robust Sequence Labeling**, [[paper]](https://ieeexplore.ieee.org/document/8709849/metrics), [[bibtex]](/Bibtex/RoSeq%20-%20Robust%20Sequence%20Labeling.bib).
- [2019 ACL] **Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition**, [[paper]](https://www.aclweb.org/anthology/P19-1336), [[bibtex]](/Bibtex/Dual%20Adversarial%20Neural%20Transfer%20for%20Low-Resource%20Named%20Entity%20Recognition.bib).
- [2019 TPAMI] **Dual Adversarial Transfer for Sequence Labeling**, [[paper]](/Documents/Papers/Dual%20Adversarial%20Transfer%20for%20Sequence%20Labeling.pdf), [[bibtex]](/Bibtex/Dual%20Adversarial%20Transfer%20for%20Sequence%20Labeling.bib).
- [2019 ACL] **Multi-Source Cross-Lingual Model Transfer: Learning What to Share**, [[paper]](https://www.aclweb.org/anthology/P19-1299), [[bibtex]](/Bibtex/Multi-Source%20Cross-Lingual%20Model%20Transfer%20-%20Learning%20What%20to%20Share.bib), sources: [[microsoft/Multilingual-Model-Transfer]](https://github.com/microsoft/Multilingual-Model-Transfer).
- [2019 ACL] **GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling**, [[paper]](https://www.aclweb.org/anthology/P19-1233.pdf), [[bibtex]](/Bibtex/GCDT%20-%20A%20Global%20Context%20Enhanced%20Deep%20Transition%20Architecture%20for%20Sequence%20Labeling.bib), sources: [[Adaxry/GCDT]](https://github.com/Adaxry/GCDT).
- [2019 ACL] **Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning**, [[paper]](https://aclanthology.org/P19-1231.pdf), [[bibtex]](/Bibtex/Distantly%20Supervised%20Named%20Entity%20Recognition%20using%20Positive-Unlabeled%20Learning.bib), sources: [[v-mipeng/LexiconNER]](https://github.com/v-mipeng/LexiconNER).
- [2019 NAACL] **Better Modeling of Incomplete Annotations for Named Entity Recognition**, [[paper]](https://aclanthology.org/N19-1079.pdf), [[bibtex]](/Bibtex/Better%20Modeling%20of%20Incomplete%20Annotations%20for%20Named%20Entity%20Recognition.bib), [[slides]](https://aclanthology.org/attachments/N19-1079.Presentation.pdf), sources: [[allanj/ner_incomplete_annotation]](https://github.com/allanj/ner_incomplete_annotation).
- [2019 ArXiv] **Back Attention Knowledge Transfer for Low-resource Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/1906.01183.pdf), [[bibtex]](/Bibtex/Back%20Attention%20Knowledge%20Transfer%20for%20Low-resource%20Named%20Entity%20Recognition.bib).
- [2019 NeurIPS] **A Primal-Dual Formulation for Deep Learning with Constraints**, [[paper]](http://papers.nips.cc/paper/9385-a-primal-dual-formulation-for-deep-learning-with-constraints.pdf), [[bibtex]](/Bibtex/A%20Primal-Dual%20Formulation%20for%20Deep%20Learning%20with%20Constraints.bib), [[homepage]](http://papers.nips.cc/paper/9385-a-primal-dual-formulation-for-deep-learning-with-constraints), sources: [[dair-iitd/dl-with-constraints]](https://github.com/dair-iitd/dl-with-constraints).
- [2020 ArXiv] **MultiMix: A Robust Data Augmentation Framework for Cross-Lingual NLP**, [[paper]](https://arxiv.org/pdf/2004.13240.pdf), [[bibtex]](/Bibtex/MultiMix%20-%20A%20Robust%20Data%20Augmentation%20Framework%20for%20Cross-Lingual%20NLP.bib).
- [2020 ArXiv] **Few-Shot Named Entity Recognition: A Comprehensive Study**, [[paper]](https://arxiv.org/pdf/2012.14978.pdf), [[bibtex]](/Bibtex/Few-Shot%20Named%20Entity%20Recognition%20-%20A%20Comprehensive%20Study.bib).
- [2020 AAAI] **Leveraging Multi-Token Entities in Document Level Named Entity Recognition**, [[paper]](/Documents/Papers/Leveraging%20Multi-Token%20Entities%20in%20Document%20Level%20Named%20Entity%20Recognition.pdf), [[bibtex]](/Bibtex/Leveraging%20Multi-Token%20Entities%20in%20Document%20Level%20Named%20Entity%20Recognition.bib).
- [2020 ACL] **A Unified MRC Framework for Named Entity Recognition**, [[paper]](https://www.aclweb.org/anthology/2020.acl-main.519.pdf), [[bibtex]](https://www.aclweb.org/anthology/2020.acl-main.519.bib), sources: [[ShannonAI/mrc-for-flat-nested-ner]](https://github.com/ShannonAI/mrc-for-flat-nested-ner).
- [2020 ACL] **Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer**, [[paper]](https://www.aclweb.org/anthology/2020.acl-main.306.pdf), [[bibtex]](https://www.aclweb.org/anthology/2020.acl-main.306.bib).
- [2020 ACL] **FLAT: Chinese NER Using Flat-Lattice Transformer**, [[paper]](https://www.aclweb.org/anthology/2020.acl-main.611.pdf), [[bibtex]](https://www.aclweb.org/anthology/2020.acl-main.611.bib), sources: [[LeeSureman/Flat-Lattice-Transformer]](https://github.com/LeeSureman/Flat-Lattice-Transformer).
- [2020 ACL] **Named Entity Recognition as Dependency Parsing**, [[paper]](https://aclanthology.org/2020.acl-main.577.pdf), [[bibtex]](/Bibtex/Named%20Entity%20Recognition%20as%20Dependency%20Parsing.bib), sources: [[juntaoy/biaffine-ner]](https://github.com/juntaoy/biaffine-ner).
- [2020 ACL] **Dice Loss for Data-imbalanced NLP Tasks**, [[paper]](https://aclanthology.org/2020.acl-main.45.pdf), [[bibtex]](/Bibtex/Dice%20Loss%20for%20Data-imbalanced%20NLP%20Tasks.bib), sources: [[ShannonAI/dice_loss_for_NLP]](https://github.com/ShannonAI/dice_loss_for_NLP).
- [2020 ACL] **Generalizing Natural Language Analysis through Span-relation Representations**, [[paper]](https://aclanthology.org/2020.acl-main.192.pdf), [[bibtex]](/Bibtex/Generalizing%20Natural%20Language%20Analysis%20through%20Span-relation%20Representations.bib), sources: [[neulab/cmu-multinlp]](https://github.com/neulab/cmu-multinlp).
- [2020 ACL] **Instance-Based Learning of Span Representations: A Case Study through Named Entity Recognition**, [[paper]](https://aclanthology.org/2020.acl-main.575.pdf), [[bibtex]](/Bibtex/Instance-Based%20Learning%20of%20Span%20Representations%20-%20A%20Case%20Study%20through%20Named%20Entity%20Recognition.bib), sources: [[hiroki13/instance-based-ner]](https://github.com/hiroki13/instance-based-ner).
- [2020 ACL] **TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition**, [[paper]](https://aclanthology.org/2020.acl-main.752.pdf), [[bibtex]](/Bibtex/TriggerNER%20-%20Learning%20with%20Entity%20Triggers%20as%20Explanations%20for%20Named%20Entity%20Recognition.bib), sources: [[INK-USC/TriggerNER]](http://github.com/INK-USC/TriggerNER).
- [2020 AACL] **Named Entity Recognition in Multi-level Contexts**, [[paper]](https://aclanthology.org/2020.aacl-main.22.pdf), [[bibtex]](/Bibtex/Named%20Entity%20Recognition%20in%20Multi-level%20Contexts.bib).
- [2020 KDD] **BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision**, [[paper]](https://arxiv.org/pdf/2006.15509.pdf), [[bibtex]](/Bibtex/BOND%20-%20BERT-Assisted%20Open-Domain%20Named%20Entity%20Recognition%20with%20Distant%20Supervision.bib), sources: [[cliang1453/BOND]](https://github.com/cliang1453/BOND).
- [2020 IJCAI] **Leveraging Document-Level Label Consistency for Named Entity Recognition**, [[paper]](https://www.ijcai.org/proceedings/2020/0550.pdf), [[bibtex]](/Bibtex/Leveraging%20Document-Level%20Label%20Consistency%20for%20Named%20Entity%20Recognition.bib), sources: [[jiacheng-ye/DocL-NER]](https://github.com/jiacheng-ye/DocL-NER).
- [2020 ArXiv] **A Boundary Regression Model for Nested Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/2011.14330.pdf), [[bibtex]](/Bibtex/A%20Boundary%20Regression%20Model%20for%20Nested%20Named%20Entity%20Recognition.bib), sources: [[wuyuefei3/BR]](https://github.com/wuyuefei3/BR).
- [2020 ArXiv] **Example-Based Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/2008.10570.pdf), [[bibtex]](/Bibtex/Example-Based%20Named%20Entity%20Recognition.bib).
- [2020 EMNLP] **Coarse-to-Fine Pre-training for Named Entity Recognition**, [[paper]](https://aclanthology.org/2020.emnlp-main.514.pdf), [[bibtex]](/Bibtex/Coarse-to-Fine%20Pre-training%20for%20Named%20Entity%20Recognition.bib), sources: [[strawberryx/CoFEE]](https://github.com/strawberryx/CoFEE).
- [2020 EMNLP] **Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning**, [[paper]](https://aclanthology.org/2020.emnlp-main.516.pdf), [[bibtex]](/Bibtex/Simple%20and%20Effective%20Few-Shot%20Named%20Entity%20Recognition%20with%20Structured%20Nearest%20Neighbor%20Learning.bib), sources: [[asappresearch/structshot]](https://github.com/asappresearch/structshot).
- [2020 EMNLP] **LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention**, [[paper]](https://aclanthology.org/2020.emnlp-main.523.pdf), [[bibtex]](/Bibtex/LUKE%20-%20Deep%20Contextualized%20Entity%20Representations%20with%20Entity-aware%20Self-attention.bib), sources: [[studio-ousia/luke]](https://github.com/studio-ousia/luke).
- [2021 ICLR] **Lex-BERT: Enhancing BERT based NER with Lexicons**, [[paper]](https://arxiv.org/pdf/2101.00396.pdf), [[bibtex]](/Bibtex/Lex-BERT.bib).
- [2021 ACL] **De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention**, [[paper]](https://aclanthology.org/2021.acl-long.371.pdf), [[bibtex]](/Bibtex/De-biasing%20Distantly%20Supervised%20Named%20Entity%20Recognition%20via%20Causal%20Intervention.bib).
- [2021 ACL] **SpanNER: Named Entity Re-/Recognition as Span Prediction**, [[paper]](https://aclanthology.org/2021.acl-long.558.pdf), [[bibtex]](/Bibtex/SpanNER%20-%20Named%20Entity%20Re-/Recognition%20as%20Span%20Prediction.bib), sources: [[neulab/SpanNER]](https://github.com/neulab/SpanNER).
- [2021 ACL] **Template-Based Named Entity Recognition Using BART**, [[paper]](https://aclanthology.org/2021.findings-acl.161.pdf), [[bibtex]](/Bibtex/Template-Based%20Named%20Entity%20Recognition%20Using%20BART.bib), sources: [[Nealcly/templateNER]](https://github.com/Nealcly/templateNER).
- [2021 ACL] **Automated Concatenation of Embeddings for Structured Prediction**, [[paper]](https://aclanthology.org/2021.acl-long.206.pdf), [[bibtex]](/Bibtex/Automated%20Concatenation%20of%20Embeddings%20for%20Structured%20Prediction.bib), sources: [[Alibaba-NLP/ACE]](https://github.com/Alibaba-NLP/ACE).
- [2021 ACL] **Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System**, [[paper]](https://aclanthology.org/2021.acl-long.270.pdf), [[bibtex]](/Bibtex/Novel%20Slot%20Detection%20-%20A%20Benchmark%20for%20Discovering%20Unknown%20Slot%20Types%20in%20the%20Task-Oriented%20Dialogue%20System.bib), sources: [[ChestnutWYN/ACL2021-Novel-Slot-Detection]](https://github.com/ChestnutWYN/ACL2021-Novel-Slot-Detection).
- [2021 ACL] **Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model**, [[paper]](https://aclanthology.org/2021.acl-long.141.pdf), [[bibtex]](/Bibtex/Ultra-Fine%20Entity%20Typing%20with%20Weak%20Supervision%20from%20a%20Masked%20Language%20Model.bib), sources: [[HKUST-KnowComp/MLMET]](https://github.com/HKUST-KnowComp/MLMET).
- [2021 ArXiv] **FLERT: Document-Level Features for Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/2011.06993.pdf), [[bibtex]](/Bibtex/FLERT%20-%20Document-Level%20Features%20for%20Named%20Entity%20Recognition.bib).
- [2021 ArXiv] **Exploiting Global Contextual Information for Document-level Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/2106.00887.pdf), [[bibtex]](/Bibtex/Exploiting%20Global%20Contextual%20Information%20for%20Document-level%20Named%20Entity%20Recognition.bib).
- [2021 ArXiv] **AutoTriggER: Named Entity Recognition with Auxiliary Trigger Extraction**, [[paper]](https://arxiv.org/pdf/2109.04726.pdf), [[bibtex]](/Bibtex/AutoTriggER%20-%20Named%20Entity%20Recognition%20with%20Auxiliary%20Trigger%20Extraction.bib), sources: [[INK-USC/AutoTriggER]](https://github.com/INK-USC/AutoTriggER).
- [2021 AAAI] **Denoising Distantly Supervised Named Entity Recognition via a Hypergeometric Probabilistic Model**, [[paper]](https://arxiv.org/pdf/2106.09234.pdf), [[bibtex]](/Bibtex/Denoising%20Distantly%20Supervised%20Named%20Entity%20Recognition%20via%20a%20Hypergeometric%20Probabilistic%20Model.bib), sources: [[zwkatgithub/HGL]](https://github.com/zwkatgithub/HGL).
- [2021 ArXiv] **Prompt-Learning for Fine-Grained Entity Typing**, [[paper]](https://arxiv.org/pdf/2108.10604.pdf), [[bibtex]](/Bibtex/Prompt-Learning%20for%20Fine-Grained%20Entity%20Typing.bib).
- [2021 ArXiv] **Rethinking Negative Sampling for Unlabeled Entity Problem in Named Entity Recognition**, [[paper]](https://arxiv.org/pdf/2108.11607.pdf), [[bibtex]](/Bibtex/Rethinking%20Negative%20Sampling%20for%20Unlabeled%20Entity%20Problem%20in%20Named%20Entity%20Recognition.bib).
- [2021 ArXiv] **CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning**, [[paper]](https://arxiv.org/pdf/2109.07589.pdf), [[bibtex]](/Bibtex/CONTaiNER%20-%20Few-Shot%20Named%20Entity%20Recognition%20via%20Contrastive%20Learning.bib).
- [2021 WWW] **Effective Named Entity Recognition with Boundary-aware Bidirectional Neural Networks**, [[paper]](/Documents/Papers/Effective%20Named%20Entity%20Recognition%20with%20Boundary-aware%20Bidirectional%20Neural%20Networks.pdf), [[bibtex]](/Bibtex/Effective%20Named%20Entity%20Recognition%20with%20Boundary-aware%20Bidirectional%20Neural%20Networks.bib).
- [2021 ICLR] **Empirical Analysis of Unlabeled Entity Problem in Named Entity Recognition**, [[paper]](https://openreview.net/pdf?id=5jRVa89sZk), [[bibtex]](/Bibtex/Empirical%20Analysis%20of%20Unlabeled%20Entity%20Problem%20in%20Named%20Entity%20Recognition.bib), sources: [[LeePleased/NegSampling-NER]](https://github.com/LeePleased/NegSampling-NER).
- [2021 TKDE] **Neural Named Entity Boundary Detection**, [[paper]](/Documents/Papers/Neural%20Named%20Entity%20Boundary%20Detection.pdf), [[bibtex]](/Bibtex/Neural%20Named%20Entity%20Boundary%20Detection.bib).
- [2022 AAAI] **Unified Named Entity Recognition as Word-Word Relation Classification**, [[paper]](https://arxiv.org/pdf/2112.10070.pdf), [[bibtex]](/Bibtex/Unified%20Named%20Entity%20Recognition%20as%20Word-Word%20Relation%20Classification.bib), sources: [[ljynlp/W2NER]](https://github.com/ljynlp/W2NER).

## Semantic Role Labeling (SRL)
- [2015 ACL] **End-to-end Learning of Semantic Role Labeling using Recurrent Neural Networks**, [[paper]](http://www.aclweb.org/anthology/P15-1109), [[bibtex]](/Bibtex/End-to-end%20Learning%20of%20Semantic%20Role%20Labeling%20using%20Recurrent%20Neural%20Networks.bib) sources: [[sanjaymeena/semantic_role_labeling_deep_learning]](https://github.com/sanjaymeena/semantic_role_labeling_deep_learning), [[hiroki13/neural-semantic-role-labeler]](https://github.com/hiroki13/neural-semantic-role-labeler).
- [2016 ACL] **Neural Semantic Role Labeling with Dependency Path Embeddings**, [[paper]](http://www.aclweb.org/anthology/P16-1113), [[bibtex]](/Bibtex/Neural%20Semantic%20Role%20Labeling%20with%20Dependency%20Path%20Embeddings.bib) sources: [[microth/PathLSTM]](https://github.com/microth/PathLSTM).
- [2017 ACL] **Deep Semantic Role Labeling: What Works and Whats Next**, [[paper]](https://homes.cs.washington.edu/~luheng/files/acl2017_hllz.pdf), [[bibtex]](/Bibtex/Deep%20Semantic%20Role%20Labeling%20-%20What%20Works%20and%20Whats%20Next.bib), sources: [[luheng/deep_srl]](https://github.com/luheng/deep_srl).
- [2018 AAAI] **Deep Semantic Role Labeling with Self-Attention**, [[paper]](https://arxiv.org/pdf/1712.01586.pdf), [[bibtex]](/Bibtex/Deep%20Semantic%20Role%20Labeling%20with%20Self-Attention.bib), sources: [[XMUNLP/Tagger]](https://github.com/XMUNLP/Tagger).
- [2018 EMNLP] **Linguistically-Informed Self-Attention for Semantic Role Labeling**, [[paper]](https://aclweb.org/anthology/D18-1548), [[Supplemental Material]](http://anthology.aclweb.org/attachments/D/D18/D18-1548.Attachment.pdf), [[bibtex]](/Bibtex/Linguistically-Informed%20Self-Attention%20for%20Semantic%20Role%20Labeling.bib), [[author]](https://people.cs.umass.edu/~strubell/), [[slides]](/Documents/Slides/Linguistically-Informed%20Self-Attention%20for%20Semantic%20Role%20Labeling%20Slides.pdf), [[slides w/ notes]](/Documents/Slides/Linguistically-Informed%20Self-Attention%20for%20Semantic%20Role%20Labeling%20Slides%20with%20Notes.pdf), sources: [[strubell/LISA]](https://github.com/strubell/lisa).
- [2019 NeurIPS] **A Primal-Dual Formulation for Deep Learning with Constraints**, [[paper]](http://papers.nips.cc/paper/9385-a-primal-dual-formulation-for-deep-learning-with-constraints.pdf), [[bibtex]](/Bibtex/A%20Primal-Dual%20Formulation%20for%20Deep%20Learning%20with%20Constraints.bib), [[homepage]](http://papers.nips.cc/paper/9385-a-primal-dual-formulation-for-deep-learning-with-constraints), sources: [[dair-iitd/dl-with-constraints]](https://github.com/dair-iitd/dl-with-constraints).
- [2020 ACL] **Generalizing Natural Language Analysis through Span-relation Representations**, [[paper]](https://aclanthology.org/2020.acl-main.192.pdf), [[bibtex]](/Bibtex/Generalizing%20Natural%20Language%20Analysis%20through%20Span-relation%20Representations.bib), sources: [[neulab/cmu-multinlp]](https://github.com/neulab/cmu-multinlp).

## Punctuation Restoration and Sentence Segmentation
- [2016 Interspeech] **Bidirectional Recurrent Neural Network with Attention Mechanism for Punctuation Restoration**, [[paper]](https://pdfs.semanticscholar.org/8785/efdad2abc384d38e76a84fb96d19bbe788c1.pdf?_ga=2.252263625.1755374555.1538577228-1855782525.1538577228), [[bibtex]](/Bibtex/Bidirectional%20Recurrent%20Neural%20Network%20with%20Attention%20Mechanism%20for%20Punctuation%20Restoration.bib), sources: [[ottokart/punctuator2]](https://github.com/ottokart/punctuator2).
- [2017 ICASSP] **Sequence-to-Sequence Models for Punctuated Transcription Combing Lexical and Acoustic Features**, [[paper]](http://homepages.inf.ed.ac.uk/s1569734/papers/icassp-2017.pdf), [[bibtex]](/Bibtex/Sequence-to-Sequence%20Models%20for%20Punctuated%20Transcription%20Combing%20Lexical%20and%20Acoustic%20Features.bib), sources: [[choko/acoustic_punctuation]](https://github.com/choko/acoustic_punctuation).
- [2017 SLSP] **Attentional Parallel RNNs for Generating Punctuation in Transcribed Speech**, [[paper]](https://repositori.upf.edu/bitstream/handle/10230/33936/oktem_lncs_attentional.pdf?sequence=1&isAllowed=y), [[bibtex]](/Bibtex/Attentional%20Parallel%20RNNs%20for%20Generating%20Punctuation%20in%20Transcribed%20Speech.bib), [[dataset]](https://repositori.upf.edu/handle/10230/33981), sources: [[alpoktem/punkProse]](https://github.com/alpoktem/punkProse).
- [2017 EACL] **Sentence Segmentation in Narrative Transcripts from Neuropsychological Tests using Recurrent Convolutional Neural Networks**, [[paper]](http://www.aclweb.org/anthology/E17-1030), [[bibtex]](/Bibtex/Sentence%20Segmentation%20in%20Narrative%20Transcripts%20from%20Neuropsychological%20Tests%20using%20Recurrent%20Convolutional%20Neural%20Networks.bib).

## Dependency Parsing
- [2014 EMNLP] **A Fast and Accurate Dependency Parser using Neural Networks**, [[paper]](http://www.aclweb.org/anthology/D14-1082), [[bibtex]](/Bibtex/A%20Fast%20and%20Accurate%20Dependency%20Parser%20using%20Neural%20Networks.bib) sources: [[akjindal53244/dependency_parsing_tf]](https://github.com/akjindal53244/dependency_parsing_tf), [[ljj314zz/dependency_parsing_tf-master]](https://github.com/ljj314zz/dependency_parsing_tf-master).
- [2016 TACL] **Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representation**, [[paper]](http://aclweb.org/anthology/Q16-1023), [[bibtex]](/Bibtex/Simple%20and%20Accurate%20Dependency%20Parsing%20Using%20Bidirectional%20LSTM%20Feature%20Representation.bib), sources: [[elikip/bist-parser]](https://github.com/elikip/bist-parser).
- [2017 ICLR] **Deep Bi-Affine Attention for Neural Dependency Parsing**, [[paper]](https://web.stanford.edu/~tdozat/files/TDozat-ICLR2017-Paper.pdf), [[bibtex]](/Bibtex/Deep%20Bi-Affine%20Attention%20for%20Neural%20Dependency%20Parsing.bib) sources: [[tdozat/Parser-v1]](https://github.com/tdozat/Parser-v1), [[tdozat/Parser-v2]](https://github.com/tdozat/Parser-v2).
- [2018 ACL] **Simpler but More Accurate Semantic Dependency Parsing**, [[paper]](http://aclweb.org/anthology/P18-2077), [[bibtex]](/Bibtex/Simpler%20but%20More%20Accurate%20Semantic%20Dependency%20Parsing.bib).
- [2020 ACL] **Generalizing Natural Language Analysis through Span-relation Representations**, [[paper]](https://aclanthology.org/2020.acl-main.192.pdf), [[bibtex]](/Bibtex/Generalizing%20Natural%20Language%20Analysis%20through%20Span-relation%20Representations.bib), sources: [[neulab/cmu-multinlp]](https://github.com/neulab/cmu-multinlp).
- [2020 EMNLP] **UDapter: Language Adaptation for Truly Universal Dependency Parsing**, [[paper]](https://aclanthology.org/2020.emnlp-main.180.pdf), [[bibtex]](/Bibtex/UDapter%20-%20Language%20Adaptation%20for%20Truly%20Universal%20Dependency%20Parsing.bib), sources: [[ahmetustun/udapter]](https://github.com/ahmetustun/udapter).

## Information/Relation Extraction
- [2017 CoNLL] **Zero-Shot Relation Extraction via Reading Comprehension**, [[paper]](https://www.aclweb.org/anthology/K17-1034.pdf), [[bibtex]](https://www.aclweb.org/anthology/K17-1034.bib), sources: [[omerlevy/bidaf_no_answer]](https://bitbucket.org/omerlevy/bidaf_no_answer/src/default/), [[zhuzhicai/SQuAD2.0-Baseline-Test-with-BiDAF-No-Answer]](https://github.com/zhuzhicai/SQuAD2.0-Baseline-Test-with-BiDAF-No-Answer).
- [2017 TACL] **Cross-Sentence N-ary Relation Extraction with Graph LSTMs**, [[paper]](https://www.aclweb.org/anthology/Q17-1008.pdf), [[bibtex]](/Bibtex/Cross-Sentence%20N-ary%20Relation%20Extraction%20with%20Graph%20LSTMs.bib), sources: [[VioletPeng/GraphLSTM_release]](https://github.com/VioletPeng/GraphLSTM_release).
- [2018 ACL] **DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction**, [[paper]](http://aclweb.org/anthology/P18-1046), [[bibtex]](/Bibtex/DSGAN%20-%20Generative%20Adversarial%20Training%20for%20Distant%20Supervision%20Relation%20Extraction.bib).
- [2019 NAACL] **Open Information Extraction from Question-Answer Pairs**, [[paper]](https://www.aclweb.org/anthology/N19-1239.pdf), [[bibtex]](/Bibtex/Open%20Information%20Extraction%20from%20Question-Answer%20Pairs.bib).
- [2019 NAACL] **GraphIE: A Graph-Based Framework for Information Extraction**, [[paper]](https://aclanthology.org/N19-1082.pdf), [[bibtex]](/Bibtex/GraphIE%20-%20A%20Graph-Based%20Framework%20for%20Information%20Extraction.bib), sources: [[thomas0809/GraphIE]](https://github.com/thomas0809/GraphIE).
- [2020 ACL] **Reasoning with Latent Structure Refinement for Document-Level Relation Extraction**, [[paper]](https://www.aclweb.org/anthology/2020.acl-main.141.pdf), [[bibtex]](https://www.aclweb.org/anthology/2020.acl-main.141.bib), sources: [[nanguoshun/LSR]](https://github.com/nanguoshun/LSR).
- [2020 ACL] **Generalizing Natural Language Analysis through Span-relation Representations**, [[paper]](https://aclanthology.org/2020.acl-main.192.pdf), [[bibtex]](/Bibtex/Generalizing%20Natural%20Language%20Analysis%20through%20Span-relation%20Representations.bib), sources: [[neulab/cmu-multinlp]](https://github.com/neulab/cmu-multinlp).
- [2021 ArXiv] **Mention-centered Graph Neural Network for Document-level Relation Extraction**, [[paper]](https://arxiv.org/pdf/2103.08200.pdf), [[bibtex]](/Bibtex/Mention-centered%20Graph%20Neural%20Network%20for%20Document-level%20Relation%20Extraction.bib), sources: [[thunlp/DocRED]](https://github.com/thunlp/DocRED).
- [2021 NAACL] **Document-Level Event Argument Extraction by Conditional Generation**, [[paper]](https://aclanthology.org/2021.naacl-main.69.pdf), [[bibtex]](/Bibtex/Document-Level%20Event%20Argument%20Extraction%20by%20Conditional%20Generation.bib), sources: [[raspberryice/gen-arg]](https://github.com/raspberryice/gen-arg).
- [2021 ACL] **Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction**, [[paper]](https://aclanthology.org/2021.acl-short.126.pdf), [[bibtex]](/Bibtex/Three%20Sentences%20Are%20All%20You%20Need%20-%20Local%20Path%20Enhanced%20Document%20Relation%20Extraction.bib), sources: [[AndrewZhe/Three-Sentences-Are-All-You-Need]](https://github.com/AndrewZhe/Three-Sentences-Are-All-You-Need).
- [2021 ACL] **CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction**, [[paper]](https://aclanthology.org/2021.acl-long.483.pdf), [[bibtex]](/Bibtex/CIL%20-%20Contrastive%20Instance%20Learning%20Framework%20for%20Distantly%20Supervised%20Relation%20Extraction.bib).
- [2021 EMNLP] **Document-level Entity-based Extraction as Template Generation**, [[paper]](https://arxiv.org/pdf/2109.04901.pdf), [[bibtex]](/Bibtex/Document-level%20Entity-based%20Extraction%20as%20Template%20Generation.bib), sources: [[PlusLabNLP/TempGen]](https://github.com/PlusLabNLP/TempGen).

## Entity Linking
- [2019 ACL] **Boosting Entity Linking Performance by Leveraging Unlabeled Documents**, [[paper]](https://www.aclweb.org/anthology/P19-1187.pdf), [[bibtex]](/Bibtex/Boosting%20Entity%20Linking%20Performance%20by%20Leveraging%20Unlabeled%20Documents.bib), sources: [[lephong/wnel]](https://github.com/lephong/wnel).

## Entity Resolution
- [2021 AAAI] **Improving the Efficiency and Effectiveness for BERT-based Entity Resolution**, [[paper]](/Documents/Papers/Improving%20the%20Efficiency%20and%20Effectiveness%20for%20BERT-based%20Entity%20Resolution.pdf), [[bibtex]](/Bibtex/Improving%20the%20Efficiency%20and%20Effectiveness%20for%20BERT-based%20Entity%20Resolution.bib).

## Event Augment Extraction
- [2022 ACL] **Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction**, [[paper]](https://arxiv.org/pdf/2202.12109.pdf), [[bibtex]](/Bibtex/Prompt%20for%20Extraction?%20PAIE%20-%20Prompting%20Argument%20Interaction%20for%20Event%20Argument%20Extraction.bib), sources: [[mayubo2333/PAIE]](https://github.com/mayubo2333/PAIE).

## Discourse Relation Representation and Identification
- [2017 EMNLP] **Multi-task Attention-based Neural Networks for Implicit Discourse Relationship Representation and Identification**, [[paper]](http://aclweb.org/anthology/D17-1134), [[bibtex]](/Bibtex/Multi-task%20Attention-based%20Neural%20Networks%20for%20Implicit%20Discourse%20Relationship%20Representation%20and%20Identification.bib).
- [2018 NAACL] **Improving Implicit Discourse Relation Classification by Modeling Inter-dependencies of Discourse Units in a Paragraph**, [[paper]](http://www.aclweb.org/anthology/N18-1013), [[bibtex]](/Bibtex/Improving%20Implicit%20Discourse%20Relation%20Classification%20by%20Modeling%20Inter-dependencies%29of%20Discourse%20Units%20in%20a%20Paragraph.bib), sources: [[ZeyuDai/paragraph_implicit_discourse_relations]](https://github.com/ZeyuDai/paragraph_implicit_discourse_relations).

## Coreference and Anaphora Resolution
- [2012 EMNLP] **Joint Entity and Event Coreference Resolution across Documents**, [[paper]](https://aclweb.org/anthology/D/D12/D12-1045.pdf), [[bibtex]](/Bibtex/Joint%20Entity%20and%20Event%20Coreference%20Resolution%20across%20Documents.bib).
- [2016 EMNLP] **Deep Reinforcement Learning for Mention-Ranking Coreference Models**, [[paper]](http://www.aclweb.org/anthology/D16-1245),  [[bibtex]](/Bibtex/Deep%20Reinforcement%20Learning%20for%20Mention-Ranking%20Coreference%20Models.bib), [[blog]](https://medium.com/huggingface/state-of-the-art-neural-coreference-resolution-for-chatbots-3302365dcf30), [[demo]](https://huggingface.co/coref/), sources: [[huggingface/neuralcoref]](https://github.com/huggingface/neuralcoref), [[clarkkev/deep-coref]](https://github.com/clarkkev/deep-coref).
- [2016 ACL] **Improving Coreference Resolution by Learning Entity-Level Distributed Representations**, [[paper]](http://www.aclweb.org/anthology/P16-1061), [[bibtex]](/Bibtex/Improving%20Coreference%20Resolution%20by%20Learning%20Entity-Level%20Distributed%20Representations.bib), sources: [[clarkkev/deep-coref]](https://github.com/clarkkev/deep-coref).
- [2017 ArXiv] **Linguistic Knowledge as Memory for Recurrent Neural Networks**, [[paper]](https://arxiv.org/pdf/1703.02620.pdf), [[bibtex]](/Bibtex/Linguistic%20Knowledge%20as%20Memory%20for%20Recurrent%20Neural%20Networks.bib).
- [2019 ACL] **Zero-shot Word Sense Disambiguation using Sense Definition Embeddings**, [[paper]](https://www.aclweb.org/anthology/P19-1568), [[bibtex]](/Bibtex/Zero-shot%20Word%20Sense%20Disambiguation%20using%20Sense%20Definition%20Embeddings.bib), sources: [[malllabiisc/EWISE]](https://github.com/malllabiisc/EWISE).
- [2020 ACL] **CorefQA: Coreference Resolution as Query-based Span Prediction**, [[paper]](https://www.aclweb.org/anthology/2020.acl-main.622.pdf), [[bibtex]](https://www.aclweb.org/anthology/2020.acl-main.622.bib), sources: [[ShannonAI/CorefQA]](https://github.com/ShannonAI/CorefQA).
- [2020 ACL] **Generalizing Natural Language Analysis through Span-relation Representations**, [[paper]](https://aclanthology.org/2020.acl-main.192.pdf), [[bibtex]](/Bibtex/Generalizing%20Natural%20Language%20Analysis%20through%20Span-relation%20Representations.bib), sources: [[neulab/cmu-multinlp]](https://github.com/neulab/cmu-multinlp).

## Key Phrase Extraction
- [2021 KDD] **UCPhrase: Unsupervised Context-aware Quality Phrase Tagging**, [[paper]](https://arxiv.org/pdf/2105.14078.pdf), [[bibtex]](/Bibtex/UCPhrase%20-%20Unsupervised%20Context-aware%20Quality%20Phrase%20Tagging.bib), sources: [[xgeric/UCPhrase-exp]](https://github.com/xgeric/UCPhrase-exp).

## Information Retrieval
- [2020 SIGIR] **ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT**, [[paper]](https://arxiv.org/pdf/2004.12832.pdf), [[bibtex]](/Bibtex/ColBERT%20-%20Efficient%20and%20Effective%20Passage%20Search%20via%20Contextualized%20Late%20Interaction%20over%20BERT.bib), sources: [[stanford-futuredata/ColBERT]](https://github.com/stanford-futuredata/ColBERT).