Educational NLP at ACL 2022

4 minute read

Proceedings: https://aclanthology.org/events/acl-2022/

Topics: automated item generation (AIG) automated short answer grading (ASAG) complexity discourse feedback grammatical error correction (GEC) grammatical error detection (GED) language-learning readability speech text-simplification writing-assistants

  • Controllable Dictionary Example Generation: Generating Example Sentences for Specific Targeted Audiences. Xingwei He, Siu Ming Yiu [paper] AIG
  • It is AI’s Turn to Ask Humans a Question: Question-Answer Pair Generation for Children’s Story Books. Bingsheng Yao, Dakuo Wang, Tongshuang Wu, Zheng Zhang, Toby Jia-Jun Li, Mo Yu, Ying Xu [paper] AIG
  • Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-centric Summarization. Zhenjie Zhao, Yufang Hou, Dakuo Wang, Mo Yu, Chengzhong Liu, Xiaojuan Ma [paper] AIG
  • Multitasking Framework for Unsupervised Simple Definition Generation. Cunliang Kong, Yun Chen, Hengyuan Zhang, Liner Yang, Erhong Yang [paper] AIG
  • CQG: A Simple and Effective Controlled Generation Framework for Multi-hop Question Generation. Zichu Fei, Qi Zhang, Tao Gui, Di Liang, Sirui Wang, Wei Wu, Xuanjing Huang [paper] AIG
  • Automatic Generation of Distractors for Fill-in-the-Blank Exercises with Round-Trip Neural Machine Translation. Subhadarshi Panda, Frank Palma Gomez, Michael Flor, Alla Rozovskaya [paper] AIG
  • Constructing Open Cloze Tests Using Generation and Discrimination Capabilities of Transformers. Mariano Felice, Shiva Taslimipoor, Paula Buttery [paper] AIG
  • A Feasibility Study of Answer-Agnostic Question Generation for Education. Liam Dugan, Eleni Miltsakaki, Shriyash Upadhyay, Etan Ginsberg, Hannah Gonzalez, DaHyeon Choi, Chuning Yuan, Chris Callison-Burch [paper] AIG
  • Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask. Bilal Ghanem, Lauren Lutz Coleman, Julia Rivard Dexter, Spencer von der Ohe, Alona Fyshe [paper] AIG
  • Generating Scientific Definitions with Controllable Complexity. Tal August, Katharina Reinecke, Noah A. Smith [paper] AIG complexity
  • Your Answer is Incorrect… Would you like to know why? Introducing a Bilingual Short Answer Feedback Dataset. Anna Filighera, Siddharth Parihar, Tim Steuer, Tobias Meuser, Sebastian Ochs [paper] ASAG feedback
  • Domain Adaptation in Multilingual and Multi-Domain Monolingual Settings for Complex Word Identification. George-Eduard Zaharia, Razvan-Alexandru Smadu Dumitru-Clementin Cercel, Mihai Dascalu [paper] complexity readability
  • ILDAE: Instance-Level Difficulty Analysis of Evaluation Data. Neeraj Varshney, Swaroop Mishra, Chitta Baral [paper] complexity
  • Predicting Difficulty and Discrimination of Natural Language Questions. Matthew Byrd, Shashank Srivastava [paper] complexity
  • Modeling Persuasive Discourse to Adaptively Support Students’ Argumentative Writing. Thiemo Wambsganss, Christina Niklaus [paper] discourse writing-assistants
  • Predicting Sentence Deletions for Text Simplification Using a Functional Discourse Structure. Bohan Zhang, Prafulla Kumar Choubey, Ruihong Huang [paper] discourse text-simplification
  • “You might think about slightly revising the title”: Identifying Hedges in Peer-tutoring Interactions. Yann Raphalen, Chloé Clavel, Justine Cassell [paper] feedback
  • Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction. Maksym Tarnavskyi, Artem Chernodub, Kostiantyn Omelianchuk [paper] GEC
  • Interpretability for Language Learners Using Example-Based Grammatical Error Correction. Masahiro Kaneko, Sho Takase, Ayana Niwa, Naoaki Okazaki [paper] GEC
  • Uncertainty Determines the Adequacy of the Mode and the Tractability of Decoding in Sequence-to-Sequence Models. Felix Stahlberg, Ilia Kulikov, Shankar Kumar [paper] GEC
  • Adjusting the Precision-Recall Trade-Off with Align-and-Predict Decoding for Grammatical Error Correction. Xin Sun, Houfeng Wang [paper] GEC
  • “Is Whole Word Masking Always Better for Chinese BERT?”: Probing on Chinese Grammatical Error Correction. Yong Dai, Linyang Li, Cong Zhou, Zhangyin Feng, Enbo Zhao, Xipeng Qiu, Piji Li, Duyu Tang [paper] GEC
  • MDCSpell: A Multi-task Detector-Corrector Framework for Chinese Spelling Correction. Chenxi Zhu, Ziqiang Ying, Boyu Zhang, Feng Mao [paper] GEC
  • CRASpell: A Contextual Typo Robust Approach to Improve Chinese Spelling Correction. Shulin Liu, Shengkang Song, Tianchi Yue, Tao Yang, Huihui Cai, TingHao Yu, Shengli Sun [paper] GEC
  • The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking. Yinghui Li, Qingyu Zhou, Yangning Li, Zhongli Li, Ruiyang Liu, Rongyi Sun, Zizhen Wang, Chao Li, Yunbo Cao, Hai-Tao Zheng [paper] GEC
  • Type-Driven Multi-Turn Corrections for Grammatical Error Correction. Shaopeng Lai, Qingyu Zhou, Jiali Zeng, Zhongli Li, Chao Li, Yunbo Cao, Jinsong Su [paper] GEC
  • Improving Chinese Grammatical Error Detection via Data augmentation by Conditional Error Generation. Tianchi Yue, Shulin Liu, Huihui Cai, Tao Yang, Shengkang Song, TingHao Yu [paper] GED
  • Exploring the Capacity of a Large-scale Masked Language Model to Recognize Grammatical Errors. Ryo Nagata, Manabu Kimura, Kazuaki Hanawa [paper] GED
  • How can NLP Help Revitalize Endangered Languages? A Case Study and Roadmap for the Cherokee Language. Shiyue Zhang, Benjamin E. Frey, and Mohit Bansal [paper] language-learning
  • Automatic Gloss Dictionary for Sign Language Learners. Chenchen Xu, Dongxu Li, Hongdong Li, Hanna Suominen, Ben Swift [paper] language_learning
  • Measuring the Impact of (Psycho-)Linguistic and Readability Features and Their Spill Over Effects on the Prediction of Eye Movement Patterns. Daniel Wiechmann, Yu Qiao, Elma Kerz, Justus Mattern [paper] readability
  • A Neural Pairwise Ranking Model for Readability Assessment. Justin Lee, Sowmya Vajjala [paper] readability
  • Requirements and Motivations of Low-Resource Speech Synthesis for Language Revitalization. Aidan Pine, Dan Wells, Nathan Brinklow, Patrick Littell, Korin Richmond [paper] speech
  • Evaluating Factuality in Text Simplification. Ashwin Devaraj, William Sheffield, Byron Wallace, Junyi Jessy Li [paper] text-simplification
  • TS-ANNO: An Annotation Tool to Build, Annotate and Evaluate Text Simplification Corpora. Regina Stodden, Laura Kallmeyer [paper] text-simplification
  • GRS: Combining Generation and Revision in Unsupervised Sentence Simplification. Mohammad Dehghan, Dhruv Kumar, Lukasz Golab [paper] text-simplification
  • QuoteR: A Benchmark of Quote Recommendation for Writing. Fanchao Qi, Yanhui Yang, Jing Yi, Zhili Cheng, Zhiyuan Liu, Maosong Sun [paper] writing-assistants
  • Interactive Word Completion for Plains Cree. William Lane, Atticus Harrigan, Antti Arppe [paper] writing-assistants
  • Understanding Iterative Revision from Human-Written Text. Wanyu Du, Vipul Raheja, Dhruv Kumar, Zae Myung Kim, Melissa Lopez, Dongyeop Kang [paper] writing-assistants
  • An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models. Sweta Agrawal, Marine Carpuat [paper] writing-assistants
  • Proceedings of the First Workshop on Intelligent and Interactive Writing Assistants (In2Writing 2022). Ting-Hao ‘Kenneth’ Huang, Vipul Raheja, Dongyeop Kang, John Joon Young Chung, Daniel Gissin, Mina Lee, Katy Ilonka Gero [paper] writing-assistants