ACL2020論文整理 - 知乎

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

paper:論文; code:github算法

(2)TaBERT: Pretraining for Joint Understanding of Textual and Tabular Dataapp

paper:論文; code:githubide

(3)Don’t Stop Pretraining: Adapt Language Models to Domains and Tasksflex

paper:論文; code:githubgoogle

(4)BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensionspa

paper:論文; code:github

(5)Toward Better Storylines with Sentence-Level Language Models

paper:論文; code:github

(6)tBERT: Topic Models and BERT Joining Forces for Semantic Similarity Detection

paper:論文; code:github

(7)FastBERT: a Self-distilling BERT with Adaptive Inference Time

paper:論文; code:github

(8)Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models

paper:論文; code:github

(9)DeFormer: Decomposing Pre-trained Transformers for Faster Question Answering

paper:論文; code:github

(10)Enhancing Pre-trained Chinese Character Representation with Word-aligned Attention

paper:論文; code:github

(11)schuBERT: Optimizing Elements of BERT

paper:論文

(12)Span Selection Pre-training for Question Answering

paper:論文; code:github

(13)DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference

paper:論文; code:github

(14)MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices

paper:論文; code:github

(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

paper:論文; code:github

(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

paper:論文; code:github

2、QA問答系統及機器閱讀理解

(1)DoQA - Accessing Domain-Specific FAQs via Conversational QA

paper:論文; data:網頁

(2)CorefQA: Coreference Resolution as Query-based Span Prediction

paper:論文; code:github

(3)RikiNet: Reading Wikipedia Pages for Natural Question Answering

paper:論文

(4)Harvesting and Refining Question-Answer Pairs for Unsupervised QA

paper:論文; code:github

(5)Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question Answering

paper:論文; code:github

(6)Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering

paper:論文; code:github

(7)Contextualized Sparse Representations for Real-Time Open-Domain Question Answering

paper:論文; code:github

(8)Recurrent Chunking Mechanisms for Long-Text Machine Reading Comprehension

paper:論文; code:github

(9)Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension

paper:論文; code:github

(10)Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question Answering

paper:論文; code:github

(11)Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings

paper:論文; code:github

(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

paper:論文; code:github

(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

paper:論文; code:github

(5)Unsupervised FAQ Retrieval with Question Generation and BERT

paper:論文; code:github

(6)Syn-QG: Syntactic and Shallow Semantic Rules for Question Generation

paper:論文; code:github

(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

paper:論文; code:github

(2)Towards Robustifying NLI Models Against Lexical Dataset Biases

paper:論文; code:github

(3)NILE : Natural Language Inference with Faithful Natural Language Explanations

paper:論文; code:github

(4)Rationalizing Text Matching: Learning Sparse Alignments via Optimal Transport

paper:論文; code:github


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:

劉聰NLP:短文本類似度算法研究

劉聰NLP:閱讀筆記:開放域檢索問答(ORQA)

劉聰NLP:NEZHA(哪吒)論文閱讀筆記

劉聰NLP:UniLM論文閱讀筆記

劉聰NLP:UniLM-v2論文閱讀筆記

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