ACL2022 ピックアップ - (NER, ABSA, QA)

https://www.2022.aclweb.org/papers

※ 分類漏れがある可能性があります。

Entity

NER

Wang+'22 - MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective (ACL) [arXiv]
Ma+'22 - Decomposed Meta-Learning for Few-Shot Named Entity Recognition (ACL) [arXiv]
Li+'22 - An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition (ACL)
Yang+'22 - Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks (ACL)
Zhu+'22 - Boundary Smoothing for Named Entity Recognition (ACL)
Snigdha+'22 - CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning (ACL)
Zhou+'22 - Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning (ACL)
Wang+'22 - Few-Shot Class-Incremental Learning for Named Entity Recognition (ACL)
Chen+'22 - Few-shot Named Entity Recognition with Self-describing Networks (ACL)
Lou+'22 - Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing (ACL)
Wan+'22 - Nested Named Entity Recognition with Span-level Graphs (ACL)
Shen+'22 - Parallel Instance Query Network for Named Entity Recognition (ACL)
Zheng+'22 - Cross-domain Named Entity Recognition via Graph Matching (ACL)
Huang+'22 - Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training (ACL)
Yuan+'22 - Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition (ACL)
Ma+'22 - Label Semantics for Few Shot Named Entity Recognition (ACL)
Xia+'22 - Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples (ACL)
Buaphet+'22 - Thai Nested Named Entity Recognition Corpus (ACL)
Reich+'22 - Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition (ACL)
Loukas+'22 - FiNER: Financial Numeric Entity Recognition for XBRL Tagging (ACL)
Zhou+'22 - MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER (ACL)
Ri+'22 - mLUKE: The Power of Entity Representations in Multilingual Pretrained Language Models (ACL)
Leszczynski+'22 - TABi: Type-Aware Bi-Encoders for Open-Domain Entity Retrieval (ACL)

Entity Linking/Typing

Galperin+'22 - Cross-Lingual UMLS Named Entity Linking using UMLS Dictionary Fine-Tuning (ACL)
Han+'22 - Cross-Lingual Contrastive Learning for Fine-Grained Entity Typing for Low-Resource Languages (ACL)
Pang+'22 - Divide and Denoise: Learning from Noisy Labels in Fine-Grained Entity Typing with Cluster-Wise Loss Correction (ACL)
Chen+'22 - Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing (ACL)
Wang+'22 - WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types (ACL)
Zaporojets+'22 - Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution (ACL)
Sun+'22 - A Transformational Biencoder with In-Domain Negative Sampling for Zero-Shot Entity Linking (ACL)
Mrini+'22 - Detection, Disambiguation, Re-ranking: Autoregressive Entity Linking as a Multi-Task Problem (ACL)
Jin+'22 - How Can Cross-lingual Knowledge Contribute Better to Fine-Grained Entity Typing? (ACL)
Lai+'22 - Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking (ACL)

Entity-based

Wang+'22 - Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework (ACL) [arXiv
Jeon+'22 - Entity-based Neural Local Coherence Modeling (ACL)
Maddela+'22 - EntSUM: A Data Set for Entity-Centric Extractive Summarization (ACL)
Barba+'22 - ExtEnD: Extractive Entity Disambiguation (ACL)
Zhang+'22 - Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension (ACL)
Ye+'22 - Packed Levitated Marker for Entity and Relation Extraction (ACL)
Li+'22 - Rethinking Negative Sampling for Handling Missing Entity Annotations (ACL)
Ye+'22 - A Simple but Effective Pluggable Entity Lookup Table for Pre-trained Language Models (ACL)
Jawahar+'22 - Automatic Detection of Entity-Manipulated Text using Factual Knowledge (ACL)
Luo+'22 - An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity Detection (ACL)
Guo+'22 - Deep Reinforcement Learning for Entity Alignment (ACL)
Wang+'22 - Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework (ACL)

Sentiment Analysis

ABSA

Chen+'22 - Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis (ACL)
Chen+'22 - Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction (ACL)
Ling+'22 - Vision-Language Pre-Training for Multimodal Aspect-Based Sentiment Analysis (ACL)
Zhang+'22 - Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis (ACL)
Liang+'22 - BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis (ACL)
Zhang+'22 - Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis (ACL)
Zhang+'22 - Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis (ACL)

Others

Wu+'22 - Adversarial Soft Prompt Tuning for Cross-Domain Sentiment Analysis (ACL)
Shi+'22 - Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis (ACL)
Liang+'22 - MSCTD: A Multimodal Sentiment Chat Translation Dataset (ACL)
Samuel+'22 - Direct parsing to sentiment graphs (ACL)
Mao+'22 - M-SENA: An Integrated Platform for Multimodal Sentiment Analysis (ACL)
Xing+'22 - DARER: Dual-task Temporal Relational Recurrent Reasoning Network for Joint Dialog Sentiment Classification and Act Recognition (ACL)
Wu+'22 - Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors (ACL)
Mao+'22 - Seq2Path: Generating Sentiment Tuples as Paths of a Tree (ACL)
Ghazarian+'22 - What is wrong with you?: Leveraging User Sentiment for Automatic Dialog Evaluation (ACL)
Nguyen+'22 - Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires (ACL)

QA (retrieval)

Open-Domain QA / Retrieval

Shao+'22 - Answering Open-Domain Multi-Answer Questions via a Recall-then-Verify Framework (ACL)
Hagen+'22 - Clickbait Spoiling via Question Answering and Passage Retrieval (ACL)
Zhou+'22 - Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering (ACL)
Yu+'22 - KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering (ACL)
Ma+'22 - Open Domain Question Answering with A Unified Knowledge Interface (ACL)
Zhang+'22 - Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering (ACL)
Liu+'22 - A Copy-Augmented Generative Model for Open-Domain Question Answering (ACL)
Yue+'22 - C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of References (ACL)
Jia+'22 - Question Answering Infused Pre-training of General-Purpose Contextualized Representations (ACL)
Seonwoo+'22 - Two-Step Question Retrieval for Open-Domain QA (ACL)
Louis+'22 - A Statutory Article Retrieval Dataset in French (ACL)
Zheng+'22 - Cross-Lingual Phrase Retrieval (ACL)
Krojer+'22 - Image Retrieval from Contextual Descriptions (ACL)
Subramanian+'22 - ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension (ACL)
Zhang+'22 - Multi-View Document Representation Learning for Open-Domain Dense Retrieval (ACL)
Lu+'22 - ReACC: A Retrieval-Augmented Code Completion Framework (ACL)
Hong+'22 - Sentence-aware Contrastive Learning for Open-Domain Passage Retrieval (ACL)
Gao+'22 - Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval (ACL)
Jeong+'22 - Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation (ACL)
Xu+'22 - LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval (ACL)
Niu+'22 - OneAligner: Zero-shot Cross-lingual Transfer with One Rich-Resource Language Pair for Low-Resource Sentence Retrieval (ACL)
Xin+'22 - Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations (ACL)
Zhao+'22 - Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation (ACL)

Question Generation

Fei+'22 - CQG: A Simple and Effective Controlled Generation Framework for Multi-hop Question Generation (ACL)
Zhao+'22 - Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-centric Summarization (ACL)
Cheng+'22 - HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation (ACL)
Yao+'22 - It is AI’s Turn to Ask Humans a Question: Question-Answer Pair Generation for Children's Story Books (ACL)
Ye+'22 - RNG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering (ACL)
Berre+'22 - Unsupervised multiple-choice question generation for out-of-domain Q&A fine-tuning (ACL)
Parrish+'22 - BBQ: A hand-built bias benchmark for question answering (ACL)
Ghanem+'22 - Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask (ACL)
Dugan+'22 - A Feasibility Study of Answer-Unaware Question Generation for Education (ACL)
Paranjape+'22 - Retrieval-guided Counterfactual Generation for QA (ACL)

MRC / Clozed-book

Kumar+'22 - Answer-level Calibration for Free-form Multiple Choice Question Answering (ACL)
Xu+'22 - How Do We Answer Complex Questions: Discourse Structure of Long-form Answers (ACL)
Sugawara+'22 - What Makes Reading Comprehension Questions Difficult? (ACL)
SU+'22 - Read before Generate! Faithful Long Form Question Answering with Machine Reading (ACL)

VQA

Heo+'22 - Hypergraph Transformer: Weakly-Supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering (ACL)
Li+'22 - MMCoQA: Conversational Question Answering over Text, Tables, and Images (ACL)
Masry+'22 - ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning (ACL)
Qi+'22 - DuReader_vis: A Chinese Dataset for Open-domain Document Visual Question Answering (ACL)
Pfeiffer+'22 - xGQA: Cross-Lingual Visual Question Answering (ACL)

Others

Svikhnushina+'22 - A Taxonomy of Empathetic Questions in Social Dialogs (ACL)
Li+'22 - Ditch the Gold Standard: Re-evaluating Conversational Question Answering (ACL)
Xu+'22 - Fantastic Questions and Where to Find Them: FairytaleQA -- An Authentic Dataset for Narrative Comprehension (ACL)
Shang+'22 - Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs (ACL)
Li+'22 - KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge Base (ACL)
Cao+'22 - KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base (ACL)
Yavuz+'22 - Modeling Multi-hop Question Answering as Single Sequence Prediction (ACL)
Ye+'22 - On the Robustness of Question Rewriting Systems to Questions of Varying Hardness (ACL)
Cao+'22 - Program Transfer for Answering Complex Questions over Knowledge Bases (ACL)
Wu+'22 - QAConv: Question Answering on Informative Conversations (ACL)
Saxena+'22 - Sequence-to-Sequence Knowledge Graph Completion and Question Answering (ACL)
Gao+'22 - Simulating Bandit Learning from User Feedback for Extractive Question Answering (ACL)
Yue+'22 - Synthetic Question Value Estimation for Domain Adaptation of Question Answering (ACL)
Byrd+'22 - Predicting Difficulty and Discrimination of Natural Language Questions (ACL)
Baumgartner+'22 - UKP-SQUARE: An Online Platform for Question Answering Research (ACL)
Wang+'22 - Co-VQA : Answering by Interactive Sub Question Sequence (ACL)
ZHANG+'22 - Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs (ACL)
Zhao+'22 - Implicit Relation Linking for Question Answering over Knowledge Graph (ACL)
Li+'22 - Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment (ACL)
Deutsch+'22 - Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics (ACL)