ACL2020錄取文章已經放出,連接以下:node
ACL2020論文集合 www.aclweb.org爲了之後更加方便地閱讀論文,也本着一顆開源之心,花一個下午的時間整理了一下相關論文。鑑於本人精力有限,而且也只在NLP領域作過部分任務,所以只整理了如下四種任務的論文:(1)預訓練語言模型及部分應用(18篇);(2)QA問答系統及機器閱讀理解(13篇);(3)問題生成(7篇);(4)天然語言推理(文本蘊含or文本匹配)(4篇)。git
歡迎你們進行補充~~~~~~github
1、預訓練語言模型及部分應用
(1)QuASE: Question-Answer Driven Sentence Encodingweb
(2)TaBERT: Pretraining for Joint Understanding of Textual and Tabular Dataapp
(3)Don’t Stop Pretraining: Adapt Language Models to Domains and Tasksflex
(4)BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensionspa
(5)Toward Better Storylines with Sentence-Level Language Models
(6)tBERT: Topic Models and BERT Joining Forces for Semantic Similarity Detection
(7)FastBERT: a Self-distilling BERT with Adaptive Inference Time
(8)Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models
(9)DeFormer: Decomposing Pre-trained Transformers for Faster Question Answering
(10)Enhancing Pre-trained Chinese Character Representation with Word-aligned Attention
(11)schuBERT: Optimizing Elements of BERT
paper:論文
(12)Span Selection Pre-training for Question Answering
(13)DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference
(14)MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices
(15)A Generative Model for Joint Natural Language Understanding and Generation
paper:論文
(16)Fast and Accurate Deep Bidirectional Language Representations for Unsupervised Learning
(17)Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order
paper:論文
(18)Few-Shot NLG with Pre-Trained Language Model
2、QA問答系統及機器閱讀理解
(1)DoQA - Accessing Domain-Specific FAQs via Conversational QA
(2)CorefQA: Coreference Resolution as Query-based Span Prediction
(3)RikiNet: Reading Wikipedia Pages for Natural Question Answering
paper:論文
(4)Harvesting and Refining Question-Answer Pairs for Unsupervised QA
(5)Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question Answering
(6)Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering
(7)Contextualized Sparse Representations for Real-Time Open-Domain Question Answering
(8)Recurrent Chunking Mechanisms for Long-Text Machine Reading Comprehension
(9)Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension
(10)Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question Answering
(11)Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings
(12)A Self-Training Method for Machine Reading Comprehension with Soft Evidence Extraction
paper:論文
(13)A Frame-based Sentence Representation for Machine Reading Comprehension
paper:論文
3、問題生成
(1)ClarQ: A large-scale and diverse dataset for Clarification Question Generation
(2)How to Ask Good Questions? Try to Leverage Paraphrases
paper:論文
(3)On the Importance of Diversity in Question Generation for QA
paper:論文
(4)Semantic Graphs for Generating Deep Questions
(5)Unsupervised FAQ Retrieval with Question Generation and BERT
(6)Syn-QG: Syntactic and Shallow Semantic Rules for Question Generation
(7)Low-Resource Generation of Multi-hop Reasoning Questions
paper:論文
4、天然語言推理(文本蘊含or文本匹配)
(1)Uncertain Natural Language Inference
(2)Towards Robustifying NLI Models Against Lexical Dataset Biases
(3)NILE : Natural Language Inference with Faithful Natural Language Explanations
(4)Rationalizing Text Matching: Learning Sparse Alignments via Optimal Transport
ACL2020共收錄了779篇論文,整理下來實屬不易,還請你們多多點贊~~~
鑑於本人僅對上述幾個任務有所涉及,所以只整理了這幾個模塊;其餘小夥伴若是有一些建議或願意一塊兒整理,能夠留言,會持續更新~~~~
接下來,有可能會進一步進行解讀,將論文摘要部分添加進來,給更多小夥伴提供方便。
廣告時間,哈哈哈哈。推薦幾篇本人以前寫的一些文章: