EMNLP2021主會議-656篇長文分類-附論文連結（下）
接上一篇文章：EMNLP2021主會議-656篇長文分類（上）。由於附帶論文連結，篇幅較長，因此分成兩篇給出，相似分類篇數總結，見上篇內容。
注意：有部分論文可能包含多個類別的內容，筆者僅憑自己理解進行了單分類。
EMNLP官方論文集連結已出，如下（連結已全部更新）：
整理不易，覺得有幫助的同學，可以多多點贊、轉發、收藏~~~
資料集、任務及評估
1、DWUG： A large Resource of Diachronic Word Usage Graphs in Four Languages
https：//
aclanthology。org/2021。e
mnlp-main。567。pdf
2、MLEC-QA： A Chinese Multi-Choice Biomedical Question Answering Dataset
https：//
aclanthology。org/2021。e
mnlp-main。698。pdf
3、YASO： A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain Reviews
https：//
aclanthology。org/2021。e
mnlp-main。721。pdf
4、IndoNLG： Benchmark and Resources for Evaluating Indonesian Natural Language Generation
https：//
aclanthology。org/2021。e
mnlp-main。699。pdf
5、I Wish I Would Have Loved This One， But I Didn’t – A Multilingual Dataset for Counterfactual Detection in Product Review
https：//
aclanthology。org/2021。e
mnlp-main。568。pdf
6、CLIPScore： A Reference-free Evaluation Metric for Image Captioning
https：//
aclanthology。org/2021。e
mnlp-main。595。pdf
7、$Q^2$： Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering
https：//
aclanthology。org/2021。e
mnlp-main。619。pdf
8、Document-Level Text Simplification： Dataset， Criteria and Baseline
https：//
aclanthology。org/2021。e
mnlp-main。630。pdf
9、A Large-Scale Dataset for Empathetic Response Generation
https：//
aclanthology。org/2021。e
mnlp-main。96。pdf
10、Measuring Sentence-Level and Aspect-Level （Un）certainty in Science Communications
https：//
aclanthology。org/2021。e
mnlp-main。784。pdf
11、English Machine Reading Comprehension Datasets： A Survey
https：//
aclanthology。org/2021。e
mnlp-main。693。pdf
12、AM2iCo： Evaluating Word Meaning in Context across Low-Resource Languages with Adversarial Examples
https：//
aclanthology。org/2021。e
mnlp-main。571。pdf
13、How Much Coffee Was Consumed During EMNLP 2019？ Fermi Problems： A New Reasoning Challenge for AI
https：//
aclanthology。org/2021。e
mnlp-main。582。pdf
14、Translating Headers of Tabular Data： A Pilot Study of Schema Translation
https：//
aclanthology。org/2021。e
mnlp-main。5。pdf
15、Graphine： A Dataset for Graph-aware Terminology Definition Generation
https：//
aclanthology。org/2021。e
mnlp-main。278。pdf
16、CSDS： A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization
https：//
aclanthology。org/2021。e
mnlp-main。365。pdf
17、DuRecDial 2。0： A Bilingual Parallel Corpus for Conversational Recommendation
https：//
aclanthology。org/2021。e
mnlp-main。356。pdf
18、IndoNLI： A Natural Language Inference Dataset for Indonesian
https：//
aclanthology。org/2021。e
mnlp-main。821。pdf
19、MassiveSumm： a very large-scale， very multilingual， news summarisation dataset
https：//
aclanthology。org/2021。e
mnlp-main。797。pdf
20、Classification of hierarchical text using geometric deep learning： the case of clinical trials corpus
https：//
aclanthology。org/2021。e
mnlp-main。48。pdf
21、XTREME-R： Towards More Challenging and Nuanced Multilingual Evaluation
https：//
aclanthology。org/2021。e
mnlp-main。802。pdf
22、Agreeing to Disagree： Annotating Offensive Language Datasets with Annotators‘ Disagreement
https：//
aclanthology。org/2021。e
mnlp-main。822。pdf
23、SIMMC 2。0： A Task-oriented Dialog Dataset for Immersive Multimodal Conversations
https：//
aclanthology。org/2021。e
mnlp-main。401。pdf
24、Constructing a Psychometric Testbed for Fair Natural Language Processing
https：//
aclanthology。org/2021。e
mnlp-main。304。pdf
25、MindCraft： Theory of Mind Modeling for Situated Dialogue in Collaborative Tasks
https：//
aclanthology。org/2021。e
mnlp-main。85。pdf
26、ConvAbuse： Data， Analysis， and Benchmarks for Nuanced Detection in Conversational AI
https：//
aclanthology。org/2021。e
mnlp-main。587。pdf
27、ESTER： A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations
https：//
aclanthology。org/2021。e
mnlp-main。597。pdf
28、Contrastive Out-of-Distribution Detection for Pretrained Transformers
https：//
aclanthology。org/2021。e
mnlp-main。84。pdf
29、Explaining Answers with Entailment Trees
https：//
aclanthology。org/2021。e
mnlp-main。585。pdf
30、RICA： Evaluating Robust Inference Capabilities Based on Commonsense Axioms
https：//
aclanthology。org/2021。e
mnlp-main。598。pdf
31、BiSECT： Learning to Split and Rephrase Sentences with Bitexts
https：//
aclanthology。org/2021。e
mnlp-main。500。pdf
32、Documenting Large Webtext Corpora： A Case Study on the Colossal Clean Crawled Corpus
https：//
aclanthology。org/2021。e
mnlp-main。98。pdf
33、Latent Hatred： A Benchmark for Understanding Implicit Hate Speech
https：//
aclanthology。org/2021。e
mnlp-main。29。pdf
34、Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset
https：//
aclanthology。org/2021。e
mnlp-main。705。pdf
35、WebSRC： A Dataset for Web-Based Structural Reading Comprehension
https：//
aclanthology。org/2021。e
mnlp-main。343。pdf
36、WinoLogic： A Zero-Shot Logic-based Diagnostic Dataset for Winograd Schema Challenge
https：//
aclanthology。org/2021。e
mnlp-main。307。pdf
37、FinQA： A Dataset of Numerical Reasoning over Financial Data
https：//
aclanthology。org/2021。e
mnlp-main。300。pdf
對話系統
1、Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems
https：//
aclanthology。org/2021。e
mnlp-main。353。pdf
2、Efficient Dialogue Complementary Policy Learning via Deep Q-network Policy and Episodic Memory Policy
https：//
aclanthology。org/2021。e
mnlp-main。354。pdf
3、A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction Analysis
https：//
aclanthology。org/2021。e
mnlp-main。767。pdf
4、Learning Neural Templates for Recommender Dialogue System
https：//
aclanthology。org/2021。e
mnlp-main。617。pdf
5、Neural Path Hunter： Reducing Hallucination in Dialogue Systems via Path Grounding
https：//
aclanthology。org/2021。e
mnlp-main。168。pdf
6、Thinking Clearly， Talking Fast： Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems
https：//
aclanthology。org/2021。e
mnlp-main。169。pdf
7、CRFR： Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs
https：//
aclanthology。org/2021。e
mnlp-main。355。pdf
8、Proxy Indicators for the Quality of Open-domain Dialogues
https：//
aclanthology。org/2021。e
mnlp-main。618。pdf
9、GOLD： Improving Out-of-Scope Detection in Dialogues using Data Augmentation
https：//
aclanthology。org/2021。e
mnlp-main。35。pdf
10、MultiDoc2Dial： Modeling Dialogues Grounded in Multiple Documents
https：//
aclanthology。org/2021。e
mnlp-main。498。pdf
11、Towards Automatic Evaluation of Dialog Systems： A Model-Free Off-Policy Evaluation Approach
https：//
aclanthology。org/2021。e
mnlp-main。589。pdf
12、Intention Reasoning Network for Multi-Domain End-to-end Task-Oriented Dialogue
https：//
aclanthology。org/2021。e
mnlp-main。174。pdf
13、Code-switched inspired losses for spoken dialog representations
https：//
aclanthology。org/2021。e
mnlp-main。656。pdf
14、Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks
https：//
aclanthology。org/2021。e
mnlp-main。176。pdf
15、Reference-Centric Models for Grounded Collaborative Dialogue
https：//
aclanthology。org/2021。e
mnlp-main。163。pdf
16、Different Strokes for Different Folks： Investigating Appropriate Further Pre-training Approaches for Diverse Dialogue Tasks
https：//
aclanthology。org/2021。e
mnlp-main。178。pdf
17、Graph Based Network with Contextualized Representations of Turns in Dialogue
https：//
aclanthology。org/2021。e
mnlp-main。36。pdf
18、Automatically Exposing Problems with Neural Dialog Models
https：//
aclanthology。org/2021。e
mnlp-main。37。pdf
19、Detecting Speaker Personas from Conversational Texts
https：//
aclanthology。org/2021。e
mnlp-main。86。pdf
20、End-to-End Conversational Search for Online Shopping with Utterance Transfer
https：//
aclanthology。org/2021。e
mnlp-main。280。pdf
21、Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking
https：//
aclanthology。org/2021。e
mnlp-main。620。pdf
22、Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions
https：//
aclanthology。org/2021。e
mnlp-main。367。pdf
23、End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs
https：//
aclanthology。org/2021。e
mnlp-main。357。pdf
24、CR-Walker： Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation
https：//
aclanthology。org/2021。e
mnlp-main。139。pdf
25、Unsupervised Conversation Disentanglement through Co-Training
https：//
aclanthology。org/2021。e
mnlp-main。181。pdf
26、Cross-lingual Intermediate Fine-tuning improves Dialogue State Tracking
https：//
aclanthology。org/2021。e
mnlp-main。87。pdf
27、GupShup： Summarizing Open-Domain Code-Switched Conversations
https：//
aclanthology。org/2021。e
mnlp-main。499。pdf
28、PRIDE： Predicting Relationships in Conversations
https：//
aclanthology。org/2021。e
mnlp-main。380。pdf
29、DIALKI： Knowledge Identification in Conversational Systems through Dialogue-Document Contextualization
https：//
aclanthology。org/2021。e
mnlp-main。140。pdf
30、NDH-Full： Learning and Evaluating Navigational Agents on Full-Length Dialogue
https：//
aclanthology。org/2021。e
mnlp-main。518。pdf
31、Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems
https：//
aclanthology。org/2021。e
mnlp-main。142。pdf
32、Don’t be Contradicted with Anything！ CI-ToD： Towards Benchmarking Consistency for Task-oriented Dialogue System
https：//
aclanthology。org/2021。e
mnlp-main。182。pdf
33、Continual Learning in Task-Oriented Dialogue Systems
https：//
aclanthology。org/2021。e
mnlp-main。590。pdf
34、Zero-Shot Dialogue State Tracking via Cross-Task Transfer
https：//
aclanthology。org/2021。e
mnlp-main。622。pdf
35、MRF-Chat： Improving Dialogue with Markov Random Fields
https：//
aclanthology。org/2021。e
mnlp-main。403。pdf
36、Dialogue State Tracking with a Language Model using Schema-Driven Prompting
https：//
aclanthology。org/2021。e
mnlp-main。404。pdf
37、Transferable Persona-Grounded Dialogues via Grounded Minimal Edits
https：//
aclanthology。org/2021。e
mnlp-main。183。pdf
38、A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems
https：//
aclanthology。org/2021。e
mnlp-main。489。pdf
39、ConvFiT： Conversational Fine-Tuning of Pretrained Language Models
https：//
aclanthology。org/2021。e
mnlp-main。88。pdf
40、Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance
https：//
aclanthology。org/2021。e
mnlp-main。623。pdf
41、DialogueCSE： Dialogue-based Contrastive Learning of Sentence Embeddings
https：//
aclanthology。org/2021。e
mnlp-main。185。pdf
42、Conversational Multi-Hop Reasoning with Neural Commonsense Knowledge and Symbolic Logic Rules
https：//
aclanthology。org/2021。e
mnlp-main。588。pdf
資訊抽取（關鍵詞抽取、術語抽取、實體抽取、實體分類、關係抽取、事件抽取、觀點抽取）
1、Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context
https：//
aclanthology。org/2021。e
mnlp-main。14。pdf
2、TDEER： An Efficient Translating Decoding Schema for Joint Extraction of Entities and Relations
https：//
aclanthology。org/2021。e
mnlp-main。635。pdf
3、Distantly Supervised Relation Extraction using Multi-Layer Revision Network and Confidence-based Multi-Instance Learning
https：//
aclanthology。org/2021。e
mnlp-main。15。pdf
4、Extracting Event Temporal Relations via Hyperbolic Geometry
https：//
aclanthology。org/2021。e
mnlp-main。636。pdf
5、Exploring Task Difficulty for Few-Shot Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。204。pdf
6、ChemNER： Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision
https：//
aclanthology。org/2021。e
mnlp-main。424。pdf
7、A Partition Filter Network for Joint Entity and Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。17。pdf
8、TEBNER： Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network
https：//
aclanthology。org/2021。e
mnlp-main。18。pdf
9、Document-level Entity-based Extraction as Template Generation
https：//
aclanthology。org/2021。e
mnlp-main。426。pdf
10、Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training
https：//
aclanthology。org/2021。e
mnlp-main。810。pdf
11、Knowing False Negatives： An Adversarial Training Method for Distantly Supervised Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。761。pdf
12、Fine-grained Entity Typing via Label Reasoning
https：//
aclanthology。org/2021。e
mnlp-main。378。pdf
13、Back to the Basics： A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction
https：//
aclanthology。org/2021。e
mnlp-main。638。pdf
14、A Novel Global Feature-Oriented Relational Triple Extraction Model based on Table Filling
https：//
aclanthology。org/2021。e
mnlp-main。208。pdf
15、An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing
https：//
aclanthology。org/2021。e
mnlp-main。210。pdf
16、Modular Self-Supervision for Document-Level Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。429。pdf
17、MapRE： An Effective Semantic Mapping Approach for Low-resource Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。212。pdf
18、Progressive Adversarial Learning for Bootstrapping： A Case Study on Entity Set Expansion
https：//
aclanthology。org/2021。e
mnlp-main。762。pdf
19、Uncovering Main Causalities for Long-tailed Information Extraction
https：//
aclanthology。org/2021。e
mnlp-main。763。pdf
20、Machine Reading Comprehension as Data Augmentation： A Case Study on Implicit Event Argument Extraction
https：//
aclanthology。org/2021。e
mnlp-main。214。pdf
21、CodRED： A Cross-Document Relation Extraction Dataset for Acquiring Knowledge in the Wild
https：//
aclanthology。org/2021。e
mnlp-main。366。pdf
22、AttentionRank： Unsupervised Keyphrase Extraction using Self and Cross Attentions
https：//
aclanthology。org/2021。e
mnlp-main。146。pdf
23、Progressive Self-Training with Discriminator for Aspect Term Extraction
https：//
aclanthology。org/2021。e
mnlp-main。23。pdf
24、Importance Estimation from Multiple Perspectives for Keyphrase Extraction
https：//
aclanthology。org/2021。e
mnlp-main。215。pdf
25、Label Verbalization and Entailment for Effective Zero and Few-Shot Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。92。pdf
26、Maximal Clique Based Non-Autoregressive Open Information Extraction
https：//
aclanthology。org/2021。e
mnlp-main。764。pdf
27、Unsupervised Relation Extraction： A Variational Autoencoder Approach
https：//
aclanthology。org/2021。e
mnlp-main。147。pdf
28、Data Augmentation for Cross-Domain Named Entity Recognition
https：//
aclanthology。org/2021。e
mnlp-main。434。pdf
29、Incorporating medical knowledge in BERT for clinical relation extraction
https：//
aclanthology。org/2021。e
mnlp-main。435。pdf
30、Focus on what matters： Applying Discourse Coherence Theory to Cross Document Coreference
https：//
aclanthology。org/2021。e
mnlp-main。106。pdf
31、Learning from Noisy Labels for Entity-Centric Information Extraction
https：//
aclanthology。org/2021。e
mnlp-main。437。pdf
32、RAST： Domain-Robust Dialogue Rewriting as Sequence Tagging
https：//
aclanthology。org/2021。e
mnlp-main。402。pdf
33、Everything Is All It Takes： A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction
https：//
aclanthology。org/2021。e
mnlp-main。149。pdf
34、Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments
https：//
aclanthology。org/2021。e
mnlp-main。440。pdf
35、Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。216。pdf
36、Few-Shot Named Entity Recognition： An Empirical Baseline Study
https：//
aclanthology。org/2021。e
mnlp-main。813。pdf
37、Corpus-based Open-Domain Event Type Induction
https：//
aclanthology。org/2021。e
mnlp-main。441。pdf
38、PASTE： A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction
https：//
aclanthology。org/2021。e
mnlp-main。731。pdf
39、PDALN： Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition
https：//
aclanthology。org/2021。e
mnlp-main。442。pdf
40、A Relation-Oriented Clustering Method for Open Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。765。pdf
41、Zero-Shot Information Extraction as a Unified Text-to-Triple Translation
https：//
aclanthology。org/2021。e
mnlp-main。94。pdf
42、Learning Logic Rules for Document-Level Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。95。pdf
43、Entity Relation Extraction as Dependency Parsing in Visually Rich Documents
https：//
aclanthology。org/2021。e
mnlp-main。218。pdf
44、Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction
https：//
aclanthology。org/2021。e
mnlp-main。219。pdf
45、Comparative Opinion Quintuple Extraction from Product Reviews
https：//
aclanthology。org/2021。e
mnlp-main。322。pdf
事件檢測
1、Treasures Outside Contexts： Improving Event Detection via Global Statistics
https：//
aclanthology。org/2021。e
mnlp-main。206。pdf
2、Uncertain Local-to-Global Networks for Document-Level Event Factuality Identification
https：//
aclanthology。org/2021。e
mnlp-main。207。pdf
3、Lifelong Event Detection with Knowledge Transfer
https：//
aclanthology。org/2021。e
mnlp-main。428。pdf
4、Integrating Deep Event-Level and Script-Level Information for Script Event Prediction
https：//
aclanthology。org/2021。e
mnlp-main。777。pdf
5、Modeling Document-Level Context for Event Detection via Important Context Selection
https：//
aclanthology。org/2021。e
mnlp-main。439。pdf
6、Salience-Aware Event Chain Modeling for Narrative Understanding
https：//
aclanthology。org/2021。e
mnlp-main。107。pdf
圖相關
1、A Semantic Filter Based on Relations for Knowledge Graph Completion
https：//
aclanthology。org/2021。e
mnlp-main。625。pdf
2、The Future is not One-dimensional： Complex Event Schema Induction by Graph Modeling for Event Prediction
https：//
aclanthology。org/2021。e
mnlp-main。422。pdf
3、TimeTraveler： Reinforcement Learning for Temporal Knowledge Graph Forecasting
https：//
aclanthology。org/2021。e
mnlp-main。655。pdf
4、Efficient Mind-Map Generation via Sequence-to-Graph and Reinforced Graph Refinement
https：//
aclanthology。org/2021。e
mnlp-main。641。pdf
5、Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification
https：//
aclanthology。org/2021。e
mnlp-main。16。pdf
6、Improving Graph-based Sentence Ordering with Iteratively Predicted Pairwise Orderings
https：//
aclanthology。org/2021。e
mnlp-main。186。pdf
7、GraphMR： Graph Neural Network for Mathematical Reasoning
https：//
aclanthology。org/2021。e
mnlp-main。273。pdf
8、Time-dependent Entity Embedding is not All You Need： A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework
https：//
aclanthology。org/2021。e
mnlp-main。639。pdf
9、Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs
https：//
aclanthology。org/2021。e
mnlp-main。658。pdf
10、Weakly-supervised Text Classification Based on Keyword Graph
https：//
aclanthology。org/2021。e
mnlp-main。222。pdf
11、A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing
https：//
aclanthology。org/2021。e
mnlp-main。714。pdf
12、Event Graph based Sentence Fusion
https：//
aclanthology。org/2021。e
mnlp-main。334。pdf
13、Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。247。pdf
14、Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph
https：//
aclanthology。org/2021。e
mnlp-main。319。pdf
15、A Graph-Based Neural Model for End-to-End Frame Semantic Parsing
https：//
aclanthology。org/2021。e
mnlp-main。314。pdf
16、Deep Attention Diffusion Graph Neural Networks for Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。642。pdf
17、SYSML： StYlometry with Structure and Multitask Learning： Implications for Darknet Forum Migrant Analysis
https：//
aclanthology。org/2021。e
mnlp-main。548。pdf
18、Extend， don’t rebuild： Phrasing conditional graph modification as autoregressive sequence labelling
https：//
aclanthology。org/2021。e
mnlp-main。93。pdf
19、HittER： Hierarchical Transformers for Knowledge Graph Embeddings
https：//
aclanthology。org/2021。e
mnlp-main。812。pdf
20、Knowledge Graph Representation Learning using Ordinary Differential Equations
https：//
aclanthology。org/2021。e
mnlp-main。750。pdf
21、Aligning Actions Across Recipe Graphs
https：//
aclanthology。org/2021。e
mnlp-main。554。pdf
22、Open Knowledge Graphs Canonicalization using Variational Autoencoders
https：//
aclanthology。org/2021。e
mnlp-main。811。pdf
文字分類
1、Hierarchical Multi-label Text Classification with Horizontal and Vertical Category Correlations
https：//
aclanthology。org/2021。e
mnlp-main。190。pdf
2、Not Just Classification： Recognizing Implicit Discourse Relation on Joint Modeling of Classification and Generation
https：//
aclanthology。org/2021。e
mnlp-main。187。pdf
3、Effective Convolutional Attention Network for Multi-label Clinical Document Classification
https：//
aclanthology。org/2021。e
mnlp-main。481。pdf
4、A Language Model-based Generative Classifier for Sentence-level Discourse Parsing
https：//
aclanthology。org/2021。e
mnlp-main。188。pdf
5、Coarse2Fine： Fine-grained Text Classification on Coarsely-grained Annotated Data
https：//
aclanthology。org/2021。e
mnlp-main。46。pdf
6、Detect and Classify – Joint Span Detection and Classification for Health Outcomes
https：//
aclanthology。org/2021。e
mnlp-main。686。pdf
7、Tribrid： Stance Classification with Neural Inconsistency Detection
https：//
aclanthology。org/2021。e
mnlp-main。547。pdf
8、Softmax Tree： An Accurate， Fast Classifier When the Number of Classes Is Large
https：//
aclanthology。org/2021。e
mnlp-main。838。pdf
9、Re-embedding Difficult Samples via Mutual Information Constrained Semantically Oversampling for Imbalanced Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。252。pdf
10、Beyond Text： Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs
https：//
aclanthology。org/2021。e
mnlp-main。253。pdf
11、Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification
https：//
aclanthology。org/2021。e
mnlp-main。40。pdf
12、FLiText： A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks
https：//
aclanthology。org/2021。e
mnlp-main。192。pdf
13、SELFEXPLAIN： A Self-Explaining Architecture for Neural Text Classifiers
https：//
aclanthology。org/2021。e
mnlp-main。64。pdf
14、Classifying Dyads for Militarized Conflict Analysis
https：//
aclanthology。org/2021。e
mnlp-main。613。pdf
15、TEMP： Taxonomy Expansion with Dynamic Margin Loss through Taxonomy-Paths
https：//
aclanthology。org/2021。e
mnlp-main。313。pdf
NLP基礎（分詞、詞性、語義理解、句法分析）
1、Cross-Register Projection for Headline Part of Speech Tagging
https：//
aclanthology。org/2021。e
mnlp-main。521。pdf
2、A Fine-Grained Domain Adaption Model for Joint Word Segmentation and POS Tagging
https：//
aclanthology。org/2021。e
mnlp-main。291。pdf
3、Segment， Mask， and Predict： Augmenting Chinese Word Segmentation with Self-Supervision
https：//
aclanthology。org/2021。e
mnlp-main。158。pdf
4、Understanding Politics via Contextualized Discourse Processing
https：//
aclanthology。org/2021。e
mnlp-main。102。pdf
5、Debiasing Methods in Natural Language Understanding Make Bias More Accessible
https：//
aclanthology。org/2021。e
mnlp-main。116。pdf
6、Total Recall： a Customized Continual Learning Method for Neural Semantic Parsers
https：//
aclanthology。org/2021。e
mnlp-main。310。pdf
7、On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling
https：//
aclanthology。org/2021。e
mnlp-main。503。pdf
8、Predicting emergent linguistic compositions through time： Syntactic frame extension via multimodal chaining
https：//
aclanthology。org/2021。e
mnlp-main。71。pdf
9、Controllable Semantic Parsing via Retrieval Augmentation
https：//
aclanthology。org/2021。e
mnlp-main。607。pdf
10、Constrained Language Models Yield Few-Shot Semantic Parsers
https：//
aclanthology。org/2021。e
mnlp-main。608。pdf
11、Chinese Opinion Role Labeling with Corpus Translation： A Pivot Study
https：//
aclanthology。org/2021。e
mnlp-main。796。pdf
12、Syntactically-Informed Unsupervised Paraphrasing with Non-Parallel Data
https：//
aclanthology。org/2021。e
mnlp-main。203。pdf
文字風格改寫
1、It Capture STEL？ A Modular， Similarity-based Linguistic Style Evaluation Framework
https：//
aclanthology。org/2021。e
mnlp-main。569。pdf
2、Learning for Unsupervised Text Style Transfer
https：//
aclanthology。org/2021。e
mnlp-main。195。pdf
3、Style Pooling： Automatic Text Style Obfuscation for Improved Classification Fairness
https：//
aclanthology。org/2021。e
mnlp-main。152。pdf
4、Generic resources are what you need： Style transfer tasks without task-specific parallel training data
https：//
aclanthology。org/2021。e
mnlp-main。349。pdf
5、Evaluating the Evaluation Metrics for Style Transfer： A Case Study in Multilingual Formality Transfer
https：//
aclanthology。org/2021。e
mnlp-main。100。pdf
6、Collaborative Learning of Bidirectional Decoders for Unsupervised Text Style Transfer
https：//
aclanthology。org/2021。e
mnlp-main。729。pdf
7、Mind the Style of Text！ Adversarial and Backdoor Attacks Based on Text Style Transfer
https：//
aclanthology。org/2021。e
mnlp-main。374。pdf
推理（因果推斷、多跳推理、知識推理、常識推理）
1、Causal Direction of Data Collection Matters： Implications of Causal and Anticausal Learning for NLP
https：//
aclanthology。org/2021。e
mnlp-main。748。pdf
2、Bayesian Topic Regression for Causal Inference
https：//
aclanthology。org/2021。e
mnlp-main。644。pdf
3、Case-based Reasoning for Natural Language Queries over Knowledge Bases
https：//
aclanthology。org/2021。e
mnlp-main。755。pdf
4、UniKER： A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference
https：//
aclanthology。org/2021。e
mnlp-main。769。pdf
5、Is Multi-Hop Reasoning Really Explainable？ Towards Benchmarking Reasoning Interpretability
https：//
aclanthology。org/2021。e
mnlp-main。700。pdf
6、Diagnosing the First-Order Logical Reasoning Ability Through LogicNLI
https：//
aclanthology。org/2021。e
mnlp-main。303。pdf
7、GMH： A General Multi-hop Reasoning Model for KG Completion
https：//
aclanthology。org/2021。e
mnlp-main。276。pdf
8、On the Challenges of Evaluating Compositional Explanations in Multi-Hop Inference： Relevance， Completeness， and Expert Ratings
https：//
aclanthology。org/2021。e
mnlp-main。596。pdf
9、Shortcutted Commonsense： Data Spuriousness in Deep Learning of Commonsense Reasoning
https：//
aclanthology。org/2021。e
mnlp-main。113。pdf
10、Wino-X： Multilingual Winograd Schemas for Commonsense Reasoning and Coreference Resolution
https：//
aclanthology。org/2021。e
mnlp-main。670。pdf
11、Moral Stories： Situated Reasoning about Norms， Intents， Actions， and their Consequences
https：//
aclanthology。org/2021。e
mnlp-main。54。pdf
12、ExplaGraphs： An Explanation Graph Generation Task for Structured Commonsense Reasoning
https：//
aclanthology。org/2021。e
mnlp-main。609。pdf
13、Think about it！ Improving defeasible reasoning by first modeling the question scenario
https：//
aclanthology。org/2021。e
mnlp-main。508。pdf
模型魯棒性及對抗
1、Certified Robustness to Programmable Transformations in LSTMs
https：//
aclanthology。org/2021。e
mnlp-main。82。pdf
2、Adversarial Mixing Policy for Relaxing Locally Linear Constraints in Mixup
https：//
aclanthology。org/2021。e
mnlp-main。238。pdf
3、Backdoor Attacks on Pre-trained Models by Layerwise Weight Poisoning
https：//
aclanthology。org/2021。e
mnlp-main。241。pdf
4、Achieving Model Robustness through Discrete Adversarial Training
https：//
aclanthology。org/2021。e
mnlp-main。115。pdf
5、Instance-adaptive training with noise-robust losses against noisy labels
https：//
aclanthology。org/2021。e
mnlp-main。457。pdf
6、Multi-granularity Textual Adversarial Attack with Behavior Cloning
https：//
aclanthology。org/2021。e
mnlp-main。371。pdf
7、Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training
https：//
aclanthology。org/2021。e
mnlp-main。126。pdf
8、Evaluating the Robustness of Neural Language Models to Input Perturbations
https：//
aclanthology。org/2021。e
mnlp-main。117。pdf
9、RAP： Robustness-Aware Perturbations for Defending against Backdoor Attacks on NLP Models
https：//
aclanthology。org/2021。e
mnlp-main。659。pdf
10、Profanity-Avoiding Training Framework for Seq2seq Models with Certified Robustness
https：//
aclanthology。org/2021。e
mnlp-main。418。pdf
11、Adversarial Attack against Cross-lingual Knowledge Graph Alignment
https：//
aclanthology。org/2021。e
mnlp-main。432。pdf
12、Adversarial Regularization as Stackelberg Game： An Unrolled Optimization Approach
https：//
aclanthology。org/2021。e
mnlp-main。527。pdf
13、Can We Improve Model Robustness through Secondary Attribute Counterfactuals？
https：//
aclanthology。org/2021。e
mnlp-main。386。pdf
14、FAME： Feature-Based Adversarial Meta-Embeddings for Robust Input Representations
https：//
aclanthology。org/2021。e
mnlp-main。660。pdf
15、Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods
https：//
aclanthology。org/2021。e
mnlp-main。648。pdf
16、A Strong Baseline for Query Efficient Attacks in a Black Box Setting
https：//
aclanthology。org/2021。e
mnlp-main。661。pdf
17、Gradient-based Adversarial Attacks against Text Transformers
https：//
aclanthology。org/2021。e
mnlp-main。464。pdf
18、Adversarial Scrubbing of Demographic Information for Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。43。pdf
19、Searching for an Effective Defender： Benchmarking Defense against Adversarial Word Substitution
https：//
aclanthology。org/2021。e
mnlp-main。251。pdf
20、On the Transferability of Adversarial Attacks against Neural Text Classifier
https：//
aclanthology。org/2021。e
mnlp-main。121。pdf
21、Contrasting Human- and Machine-Generated Word-Level Adversarial Examples for Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。651。pdf
模型壓縮（模型最佳化、剪枝、蒸餾）
1、Consistent Accelerated Inference via Confident Adaptive Transformers
https：//
aclanthology。org/2021。e
mnlp-main。406。pdf
2、Dynamic Knowledge Distillation for Pre-trained Language Models
https：//
aclanthology。org/2021。e
mnlp-main。31。pdf
3、Layer-wise Model Pruning based on Mutual Information
https：//
aclanthology。org/2021。e
mnlp-main。246。pdf
4、HRKD： Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression
https：//
aclanthology。org/2021。e
mnlp-main。250。pdf
5、Distilling Linguistic Context for Language Model Compression
https：//
aclanthology。org/2021。e
mnlp-main。30。pdf
6、Understanding and Overcoming the Challenges of Efficient Transformer Quantization
https：//
aclanthology。org/2021。e
mnlp-main。627。pdf
7、Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation
https：//
aclanthology。org/2021。e
mnlp-main。511。pdf
8、Block Pruning For Faster Transformers
https：//
aclanthology。org/2021。e
mnlp-main。829。pdf
9、When Attention Meets Fast Recurrence： Training Language Models with Reduced Compute
https：//
aclanthology。org/2021。e
mnlp-main。602。pdf
10、Universal-KD： Attention-based Output-Grounded Intermediate Layer Knowledge Distillation
https：//
aclanthology。org/2021。e
mnlp-main。603。pdf
小樣本（元學習、零樣本、低資源）
1、Meta-LMTC： Meta-Learning for Large-Scale Multi-Label Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。679。pdf
2、A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding
https：//
aclanthology。org/2021。e
mnlp-main。399。pdf
3、MetaTS： Meta Teacher-Student Network for Multilingual Sequence Labeling with Minimal Supervision
https：//
aclanthology。org/2021。e
mnlp-main。255。pdf
4、Meta Distant Transfer Learning for Pre-trained Language Models
https：//
aclanthology。org/2021。e
mnlp-main。768。pdf
5、Genre as Weak Supervision for Cross-lingual Dependency Parsing
https：//
aclanthology。org/2021。e
mnlp-main。393。pdf
6、Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding
https：//
aclanthology。org/2021。e
mnlp-main。259。pdf
7、On the Relation between Syntactic Divergence and Zero-Shot Performance
https：//
aclanthology。org/2021。e
mnlp-main。394。pdf
8、MultiEURLEX - A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer
https：//
aclanthology。org/2021。e
mnlp-main。559。pdf
9、CrossFit： A Few-shot Learning Challenge for Cross-task Generalization in NLP
https：//
aclanthology。org/2021。e
mnlp-main。572。pdf
10、Learning with Different Amounts of Annotation： From Zero to Many Labels
https：//
aclanthology。org/2021。e
mnlp-main。601。pdf
11、Self-training with Few-shot Rationalization
https：//
aclanthology。org/2021。e
mnlp-main。836。pdf
12、Continual Few-Shot Learning for Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。460。pdf
13、STraTA： Self-Training with Task Augmentation for Better Few-shot Learning
https：//
aclanthology。org/2021。e
mnlp-main。462。pdf
14、Semi-Supervised Exaggeration Detection of Health Science Press Releases
https：//
aclanthology。org/2021。e
mnlp-main。845。pdf
15、Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP
https：//
aclanthology。org/2021。e
mnlp-main。469。pdf
16、Low-resource Taxonomy Enrichment with Pretrained Language Models
https：//
aclanthology。org/2021。e
mnlp-main。217。pdf
17、Word Reordering for Zero-shot Cross-lingual Structured Prediction
https：//
aclanthology。org/2021。e
mnlp-main。338。pdf
18、Towards Zero-Shot Knowledge Distillation for Natural Language Processing
https：//
aclanthology。org/2021。e
mnlp-main。526。pdf
19、Robust Retrieval Augmented Generation for Zero-shot Slot Filling
https：//
aclanthology。org/2021。e
mnlp-main。148。pdf
知識表徵
1、Relational World Knowledge Representation in Contextual Language Models： A Review
https：//
aclanthology。org/2021。e
mnlp-main。81。pdf
2、SimCSE： Simple Contrastive Learning of Sentence Embeddings
https：//
aclanthology。org/2021。e
mnlp-main。552。pdf
3、Universal Sentence Representation Learning with Conditional Masked Language Model
https：//
aclanthology。org/2021。e
mnlp-main。502。pdf
4、BiQUE： Biquaternionic Embeddings of Knowledge Graphs
https：//
aclanthology。org/2021。e
mnlp-main。657。pdf
5、Language-agnostic Representation from Multilingual Sentence Encoders for Cross-lingual Similarity Estimation
https：//
aclanthology。org/2021。e
mnlp-main。612。pdf
6、Distilling Relation Embeddings from Pretrained Language Models
https：//
aclanthology。org/2021。e
mnlp-main。712。pdf
7、Learning grounded word meaning representations on similarity graphs
https：//
aclanthology。org/2021。e
mnlp-main。391。pdf
8、PAUSE： Positive and Annealed Unlabeled Sentence Embedding
https：//
aclanthology。org/2021。e
mnlp-main。791。pdf
9、Contextualized Query Embeddings for Conversational Search
https：//
aclanthology。org/2021。e
mnlp-main。77。pdf
10、Enhanced Language Representation with Label Knowledge for Span Extraction
https：//
aclanthology。org/2021。e
mnlp-main。379。pdf
11、Label-Enhanced Hierarchical Contextualized Representation for Sequential Metaphor Identification
https：//
aclanthology。org/2021。e
mnlp-main。286。pdf
12、A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space
https：//
aclanthology。org/2021。e
mnlp-main。471。pdf
13、Contrastive Code Representation Learning
https：//
aclanthology。org/2021。e
mnlp-main。482。pdf
14、Disentangling Representations of Text by Masking Transformers
https：//
aclanthology。org/2021。e
mnlp-main。60。pdf
15、Cross-lingual Sentence Embedding using Multi-Task Learning
https：//
aclanthology。org/2021。e
mnlp-main。716。pdf
16、Narrative Embedding： Re-Contextualization Through Attention
https：//
aclanthology。org/2021。e
mnlp-main。105。pdf
17、All Bark and No Bite： Rogue Dimensions in Transformer Language Models Obscure Representational Quality
https：//
aclanthology。org/2021。e
mnlp-main。372。pdf
18、ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries
https：//
aclanthology。org/2021。e
mnlp-main。574。pdf
19、Comparing Text Representations： A Theory-Driven Approach
https：//
aclanthology。org/2021。e
mnlp-main。449。pdf
20、Pairwise Supervised Contrastive Learning of Sentence Representations
https：//
aclanthology。org/2021。e
mnlp-main。467。pdf
21、Analyzing the Surprising Variability in Word Embedding Stability Across Languages
https：//
aclanthology。org/2021。e
mnlp-main。476。pdf
22、A Unified Encoding of Structures in Transition Systems
https：//
aclanthology。org/2021。e
mnlp-main。339。pdf
23、OSCaR： Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings
https：//
aclanthology。org/2021。e
mnlp-main。411。pdf
24、Mapping probability word problems to executable representations
https：//
aclanthology。org/2021。e
mnlp-main。294。pdf
25、Monitoring geometrical properties of word embeddings for detecting the emergence of new topics
https：//
aclanthology。org/2021。e
mnlp-main。76。pdf
26、SPECTRA： Sparse Structured Text Rationalization
https：//
aclanthology。org/2021。e
mnlp-main。525。pdf
多語言
1、UNKs Everywhere： Adapting Multilingual Language Models to New Scripts
https：//
aclanthology。org/2021。e
mnlp-main。800。pdf
2、Model Selection for Cross-lingual Transfer
https：//
aclanthology。org/2021。e
mnlp-main。459。pdf
3、Effective Fine-Tuning Methods for Cross-lingual Adaptation
https：//
aclanthology。org/2021。e
mnlp-main。668。pdf
4、The Impact of Positional Encodings on Multilingual Compression
https：//
aclanthology。org/2021。e
mnlp-main。59。pdf
5、A surprisal–duration trade-off across and within the world’s languages
https：//
aclanthology。org/2021。e
mnlp-main。73。pdf
6、Role of Language Relatedness in Multilingual Fine-tuning of Language Models： A Case Study in Indo-Aryan Languages
https：//
aclanthology。org/2021。e
mnlp-main。675。pdf
社會道德倫理偏見
1、Using Sociolinguistic Variables to Reveal Changing Attitudes Towards Sexuality and Gender
https：//
aclanthology。org/2021。e
mnlp-main。782。pdf
2、Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies
https：//
aclanthology。org/2021。e
mnlp-main。150。pdf
3、Are Gender-Neutral Queries Really Gender-Neutral？ Mitigating Gender Bias in Image Search
https：//
aclanthology。org/2021。e
mnlp-main。151。pdf
4、Identifying Morality Frames in Political Tweets using Relational Learning
https：//
aclanthology。org/2021。e
mnlp-main。783。pdf
5、Assessing the Reliability of Word Embedding Gender Bias Measures
https：//
aclanthology。org/2021。e
mnlp-main。785。pdf
6、Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks
https：//
aclanthology。org/2021。e
mnlp-main。786。pdf
7、Lawyers are Dishonest？ Quantifying Representational Harms in Commonsense Knowledge Resources
https：//
aclanthology。org/2021。e
mnlp-main。410。pdf
8、Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models
https：//
aclanthology。org/2021。e
mnlp-main。41。pdf
9、Mitigating Language-Dependent Ethnic Bias in BERT
https：//
aclanthology。org/2021。e
mnlp-main。42。pdf
10、（Mis）alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys
https：//
aclanthology。org/2021。e
mnlp-main。27。pdf
11、The World of an Octopus： How Reporting Bias Influences a Language Model‘s Perception of Color
https：//
aclanthology。org/2021。e
mnlp-main。63。pdf
12、How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs？
https：//
aclanthology。org/2021。e
mnlp-main。28。pdf
虛假新聞檢測
1、STANKER： Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media
https：//
aclanthology。org/2021。e
mnlp-main。269。pdf
2、Artificial Text Detection via Examining the Topology of Attention Maps
https：//
aclanthology。org/2021。e
mnlp-main。50。pdf
指代、鏈指、消歧及對齊
1、Low-Rank Subspaces for Unsupervised Entity Linking
https：//
aclanthology。org/2021。e
mnlp-main。634。pdf
2、Pseudo Zero Pronoun Resolution Improves Zero Anaphora Resolution
https：//
aclanthology。org/2021。e
mnlp-main。308。pdf
3、Event Coreference Data （Almost） for Free： Mining Hyperlinks from Online News
https：//
aclanthology。org/2021。e
mnlp-main。38。pdf
4、Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs
https：//
aclanthology。org/2021。e
mnlp-main。709。pdf
5、ActiveEA： Active Learning for Neural Entity Alignment
https：//
aclanthology。org/2021。e
mnlp-main。270。pdf
6、Moving on from OntoNotes： Coreference Resolution Model Transfer
https：//
aclanthology。org/2021。e
mnlp-main。425。pdf
7、Exophoric Pronoun Resolution in Dialogues with Topic Regularization
https：//
aclanthology。org/2021。e
mnlp-main。311。pdf
8、Conundrums in Event Coreference Resolution： Making Sense of the State of the Art
https：//
aclanthology。org/2021。e
mnlp-main。103。pdf
9、VeeAlign： Multifaceted Context Representation Using Dual Attention for Ontology Alignment
https：//
aclanthology。org/2021。e
mnlp-main。842。pdf
10、Robustness Evaluation of Entity Disambiguation Using Prior Probes： the Case of Entity Overshadowing
https：//
aclanthology。org/2021。e
mnlp-main。820。pdf
11、From Alignment to Assignment： Frustratingly Simple Unsupervised Entity Alignment
https：//
aclanthology。org/2021。e
mnlp-main。226。pdf
12、ConSeC： Word Sense Disambiguation as Continuous Sense Comprehension
https：//
aclanthology。org/2021。e
mnlp-main。112。pdf
13、QA-Align： Representing Cross-Text Content Overlap by Aligning Question-Answer Propositions
https：//
aclanthology。org/2021。e
mnlp-main。778。pdf
14、Connect-the-Dots： Bridging Semantics between Words and Definitions via Aligning Word Sense Inventories
https：//
aclanthology。org/2021。e
mnlp-main。610。pdf
ASR
1、Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech
https：//
aclanthology。org/2021。e
mnlp-main。541。pdf
2、A Unified Speaker Adaptation Approach for ASR
https：//
aclanthology。org/2021。e
mnlp-main。737。pdf
3、Sequential Randomized Smoothing for Adversarially Robust Speech Recognition
https：//
aclanthology。org/2021。e
mnlp-main。514。pdf
資料增強
1、Text AutoAugment： Learning Compositional Augmentation Policy for Text Classification
https：//
aclanthology。org/2021。e
mnlp-main。711。pdf
2、Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data
https：//
aclanthology。org/2021。e
mnlp-main。408。pdf
3、Efficient Multi-Task Auxiliary Learning： Selecting Auxiliary Data by Feature Similarity
https：//
aclanthology。org/2021。e
mnlp-main。34。pdf
4、Learning Bill Similarity with Annotated and Augmented Corpora of Bills
https：//
aclanthology。org/2021。e
mnlp-main。787。pdf
5、Virtual Data Augmentation： A Robust and General Framework for Fine-tuning Pre-trained Models
https：//
aclanthology。org/2021。e
mnlp-main。315。pdf
6、HypMix： Hyperbolic Interpolative Data Augmentation
https：//
aclanthology。org/2021。e
mnlp-main。776。pdf
7、Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification
https：//
aclanthology。org/2021。e
mnlp-main。24。pdf
8、Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing
https：//
aclanthology。org/2021。e
mnlp-main。707。pdf
糾錯
1、LM-Critic： Language Models for Unsupervised Grammatical Error Correction
https：//
aclanthology。org/2021。e
mnlp-main。611。pdf
2、Multi-Class Grammatical Error Detection for Correction： A Tale of Two Systems
https：//
aclanthology。org/2021。e
mnlp-main。687。pdf
其他
1、Learning Constraints and Descriptive Segmentation for Subevent Detection
https：//
aclanthology。org/2021。e
mnlp-main。423。pdf
2、Types of Out-of-Distribution Texts and How to Detect Them
https：//
aclanthology。org/2021。e
mnlp-main。835。pdf
3、Local Word Discovery for Interactive Transcription
https：//
aclanthology。org/2021。e
mnlp-main。157。pdf
4、Definition Modelling for Appropriate Specificity
https：//
aclanthology。org/2021。e
mnlp-main。194。pdf
5、Set Generation Networks for End-to-End Knowledge Base Population
https：//
aclanthology。org/2021。e
mnlp-main。760。pdf
6、Cross-Domain Label-Adaptive Stance Detection
https：//
aclanthology。org/2021。e
mnlp-main。710。pdf
7、Idiosyncratic but not Arbitrary： Learning Idiolects in Online Registers Reveals Distinctive yet Consistent Individual Styles
https：//
aclanthology。org/2021。e
mnlp-main。25。pdf
8、A Bayesian Framework for Information-Theoretic Probing
https：//
aclanthology。org/2021。e
mnlp-main。229。pdf
9、SOM-NCSCM ： An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map
https：//
aclanthology。org/2021。e
mnlp-main。33。pdf
10、Measuring Association Between Labels and Free-Text Rationales
https：//
aclanthology。org/2021。e
mnlp-main。804。pdf
11、A Root of a Problem： Optimizing Single-Root Dependency Parsing
https：//
aclanthology。org/2021。e
mnlp-main。823。pdf
12、Is Everything in Order？ A Simple Way to Order Sentences
https：//
aclanthology。org/2021。e
mnlp-main。841。pdf
13、Narrative Theory for Computational Narrative Understanding
https：//
aclanthology。org/2021。e
mnlp-main。26。pdf
14、STaCK： Sentence Ordering with Temporal Commonsense Knowledge
https：//
aclanthology。org/2021。e
mnlp-main。683。pdf
15、Efficient-FedRec： Efficient Federated Learning Framework for Privacy-Preserving News Recommendation
https：//
aclanthology。org/2021。e
mnlp-main。223。pdf
16、Back to Square One： Artifact Detection， Training and Commonsense Disentanglement in the Winograd Schema
https：//
aclanthology。org/2021。e
mnlp-main。819。pdf
17、Efficient Sampling of Dependency Structures
https：//
aclanthology。org/2021。e
mnlp-main。824。pdf
18、Fine-grained Entity Typing without Knowledge Base
https：//
aclanthology。org/2021。e
mnlp-main。431。pdf
19、Fix-Filter-Fix： Intuitively Connect Any Models for Effective Bug Fixing
https：//
aclanthology。org/2021。e
mnlp-main。282。pdf
20、Minimal Supervision for Morphological Inflection
https：//
aclanthology。org/2021。e
mnlp-main。159。pdf
21、$k$Folden： $k$-Fold Ensemble for Out-Of-Distribution Detection
https：//
aclanthology。org/2021。e
mnlp-main。248。pdf
22、Revisiting Tri-training of Dependency Parsers
https：//
aclanthology。org/2021。e
mnlp-main。745。pdf
23、Knowledge Base Completion Meets Transfer Learning
https：//
aclanthology。org/2021。e
mnlp-main。524。pdf
24、Leveraging Capsule Routing to Associate Knowledge with Medical Literature Hierarchically
https：//
aclanthology。org/2021。e
mnlp-main。285。pdf
25、Wasserstein Selective Transfer Learning for Cross-domain Text Mining
https：//
aclanthology。org/2021。e
mnlp-main。770。pdf
26、Foreseeing the Benefits of Incidental Supervision
https：//
aclanthology。org/2021。e
mnlp-main。134。pdf
27、Neuralizing Regular Expressions for Slot Filling
https：//
aclanthology。org/2021。e
mnlp-main。747。pdf
28、Come hither or go away？ Recognising pre-electoral coalition signals in the news
https：//
aclanthology。org/2021。e
mnlp-main。615。pdf
29、When is Wall a Pared and when a Muro？ —— Extracting Rules Governing Lexical Selection
https：//
aclanthology。org/2021。e
mnlp-main。553。pdf
30、#HowYouTagTweets： Learning User Hashtagging Preferences via Personalized Topic Attention
https：//
aclanthology。org/2021。e
mnlp-main。616。pdf
31、Signed Coreference Resolution
https：//
aclanthology。org/2021。e
mnlp-main。405。pdf
32、Weakly supervised discourse segmentation for multiparty oral conversations
https：//
aclanthology。org/2021。e
mnlp-main。104。pdf
33、Neural Attention-Aware Hierarchical Topic Model
https：//
aclanthology。org/2021。e
mnlp-main。80。pdf
34、Rationales for Sequential Predictions
https：//
aclanthology。org/2021。e
mnlp-main。807。pdf
35、Active Learning by Acquiring Contrastive Examples
https：//
aclanthology。org/2021。e
mnlp-main。51。pdf
36、Aligning Multidimensional Worldviews and Discovering Ideological Differences
https：//
aclanthology。org/2021。e
mnlp-main。396。pdf
37、Revisiting the Uniform Information Density Hypothesis
https：//
aclanthology。org/2021。e
mnlp-main。74。pdf
38、Conditional Poisson Stochastic Beams
https：//
aclanthology。org/2021。e
mnlp-main。52。pdf
39、Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks
https：//
aclanthology。org/2021。e
mnlp-main。505。pdf
40、Improved Latent Tree Induction with Distant Supervision via Span Constraints
https：//
aclanthology。org/2021。e
mnlp-main。395。pdf
41、Semantic Novelty Detection in Natural Language Descriptions
https：//
aclanthology。org/2021。e
mnlp-main。66。pdf
42、How Do Neural Sequence Models Generalize？ Local and Global Cues for Out-of-Distribution Prediction
https：//
aclanthology。org/2021。e
mnlp-main。448。pdf
43、Synthetic Textual Features for the Large-Scale Detection of Basic-level Categories in English and Mandarin
https：//
aclanthology。org/2021。e
mnlp-main。654。pdf
44、Do Transformer Modifications Transfer Across Implementations and Applications？
https：//
aclanthology。org/2021。e
mnlp-main。465。pdf
45、Extracting Material Property Measurement Data from Scientific Articles
https：//
aclanthology。org/2021。e
mnlp-main。438。pdf
46、Paired Examples as Indirect Supervision in Latent Decision Models
https：//
aclanthology。org/2021。e
mnlp-main。466。pdf
47、Competency Problems： On Finding and Removing Artifacts in Language Data
https：//
aclanthology。org/2021。e
mnlp-main。135。pdf
48、Detecting Contact-Induced Semantic Shifts： What Can Embedding-Based Methods Do in Practice？
https：//
aclanthology。org/2021。e
mnlp-main。847。pdf
49、Jump-Starting Item Parameters for Adaptive Language Tests
https：//
aclanthology。org/2021。e
mnlp-main。67。pdf
50、Human Rationales as Attribution Priors for Explainable Stance Detection
https：//
aclanthology。org/2021。e
mnlp-main。450。pdf
51、Linguistic Dependencies and Statistical Dependence
https：//
aclanthology。org/2021。e
mnlp-main。234。pdf
52、Sequential Cross-Document Coreference Resolution
https：//
aclanthology。org/2021。e
mnlp-main。382。pdf
53、Detecting Health Advice in Medical Research Literature
https：//
aclanthology。org/2021。e
mnlp-main。486。pdf
54、Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing
https：//
aclanthology。org/2021。e
mnlp-main。507。pdf
55、Evaluating Scholarly Impact： Towards Content-Aware Bibliometrics
https：//
aclanthology。org/2021。e
mnlp-main。488。pdf
56、Long-Range Modeling of Source Code Files with eWASH： Extended Window Access by Syntax Hierarchy
https：//
aclanthology。org/2021。e
mnlp-main。387。pdf
57、Modeling Disclosive Transparency in NLP Application Descriptions
https：//
aclanthology。org/2021。e
mnlp-main。153。pdf
58、MS-Mentions： Consistently Annotating Entity Mentions in Materials Science Procedural Text
https：//
aclanthology。org/2021。e
mnlp-main。101。pdf
59、Natural Language Processing Meets Quantum Physics： A Survey and Categorization
https：//
aclanthology。org/2021。e
mnlp-main。254。pdf
60、How to Leverage Multimodal EHR Data for Better Medical Predictions？
https：//
aclanthology。org/2021。e
mnlp-main。329。pdf
往期回顧
劉聰NLP：常用預訓練語言模型（PTMs）總結
劉聰NLP：回顧BART模型
劉聰NLP：ACL2021論文之ChineseBERT：融合字形與拼音資訊的中文預訓練模型
劉聰NLP：授人以魚不如授人以漁
劉聰NLP：ACL2021 Findings論文彙總及分類
劉聰NLP：ACL2021主會議論文彙總及分類
劉聰NLP：SIGIR2021論文：基於Text-to-Text多檢視學習的段落重排序
劉聰NLP：SIGIR2021之DvBERT模型：雙檢視蒸餾的句向量BERT模型
劉聰NLP：SIGIR2021之IDCM模型： 文件內部級聯選擇段落服務於文件排序
劉聰NLP：超詳細中文註釋的GPT2新聞標題生成專案
劉聰NLP：Sentence-Bert論文筆記
劉聰NLP：MacBERT：MLM as correction BERT
劉聰NLP：BERT-QE： 基於上下文化查詢擴充套件的文件ReRank
劉聰NLP：SIGIR 2020之MarkedBERT模型：加入傳統檢索線索的Rerank模型
劉聰NLP：SIGIR 2020之DC-BERT模型：解耦問題-文件編碼，提速QA-Rerank模組
劉聰NLP：開源啦！開源啦！UNILM中文模型開源啦！
劉聰NLP：ACL2020論文整理之問題生成、自然語言推理、預訓練語言模型及部分應用、QA問答系統及機器閱讀理解
劉聰NLP：智慧擴充機器人的“標準問”庫之Query生成
劉聰NLP：短文字相似度演算法研究
