📰 ACL 2022 — accepted papers

ACL 2022 is the 2022 edition of the Annual Meeting of the Association for Computational Linguistics (ACL), held in Dublin, Ireland, May 2022 (publisher: Association for Computational Linguistics). The ACL Anthology lists 774 papers of it in 5 tracks; our library holds 73 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Tracks

Long Papers603Short Papers97Student Research Workshop39System Demonstrations27Tutorial Abstracts8

Awards

As the ACL Anthology records them.

1. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order SensitivityYao Lu, Max Bartolo, Alastair Moore et al. · Long Papers · 🏆 Outstanding Paper585 citations · our summary
2. Compression of Generative Pre-trained Language Models via QuantizationChaofan Tao, Lu Hou, Wei Zhang et al. · Long Papers · 🏆 Outstanding Paper46 citations
3. Evaluating Factuality in Text SimplificationAshwin Devaraj, William Sheffield, Byron Wallace et al. · Long Papers · 🏆 Outstanding Paper39 citations
4. Inducing Positive Perspectives with Text ReframingCaleb Ziems, Minzhi Li, Anthony Zhang et al. · Long Papers · 🏆 Outstanding Paper39 citations
5. KinyaBERT: a Morphology-aware Kinyarwanda Language ModelAntoine Nzeyimana, Andre Niyongabo Rubungo · Long Papers · 🏆 Best Linguistic Insight Paper33 citations
6. Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine TranslationXiangpeng Wei, Heng Yu, Yue Hu et al. · Long Papers · 🏆 Outstanding Paper26 citations
7. DiBiMT: A Novel Benchmark for Measuring Word Sense Disambiguation Biases in Machine TranslationNiccolò Campolungo, Federico Martelli, Francesco Saina et al. · Long Papers · 🏆 Best Resource Paper20 citations
8. Ditch the Gold Standard: Re-evaluating Conversational Question AnsweringHuihan Li, Tianyu Gao, Manan Goenka et al. · Long Papers · 🏆 Outstanding Paper17 citations
9. Learned Incremental Representations for ParsingNikita Kitaev, Thomas Lu, Dan Klein · Long Papers · 🏆 Best Paper14 citations
10. Requirements and Motivations of Low-Resource Speech Synthesis for Language RevitalizationAidan Pine, Dan Wells, Nathan Brinklow et al. · Long Papers · 🏆 Best Special Theme Paper12 citations
11. Active Evaluation: Efficient NLG Evaluation with Few Pairwise ComparisonsAkash Kumar Mohankumar, Mitesh Khapra · Long Papers · 🏆 Outstanding Paper4 citations
12. Online Semantic Parsing for Latency Reduction in Task-Oriented DialogueJiawei Zhou, Jason Eisner, Michael Newman et al. · Long Papers · 🏆 Outstanding Paper4 citations

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. GLM: General Language Model Pretraining with Autoregressive Blank InfillingZhengxiao Du, Yujie Qian, Xiao Liu et al. · Long Papers955 citations · our summary
2. TruthfulQA: Measuring How Models Mimic Human FalsehoodsStephanie Lin, Jacob Hilton, Owain Evans · Long Papers845 citations · our summary
3. P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and TasksXiao Liu, Kaixuan Ji, Yicheng Fu et al. · Short Papers775 citations · our summary
4. BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-modelsElad Ben Zaken, Yoav Goldberg, Shauli Ravfogel · Short Papers742 citations
5. Language-agnostic BERT Sentence EmbeddingFangxiaoyu Feng, Yinfei Yang, Daniel Cer et al. · Long Papers704 citations · our summary
6. UniXcoder: Unified Cross-Modal Pre-training for Code RepresentationDaya Guo, Shuai Lu, Nan Duan et al. · Long Papers636 citations · our summary
7. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order SensitivityYao Lu, Max Bartolo, Alastair Moore et al. · Long Papers · 🏆 Outstanding Paper585 citations · our summary
8. Unified Structure Generation for Universal Information ExtractionYaojie Lu, Qing Liu, Dai Dai et al. · Long Papers441 citations
9. PPT: Pre-trained Prompt Tuning for Few-shot LearningYuxian Gu, Xu Han, Zhiyuan Liu et al. · Long Papers335 citations · our summary
10. LinkBERT: Pretraining Language Models with Document LinksMichihiro Yasunaga, Jure Leskovec, Percy Liang · Long Papers327 citations · our summary

All accepted papers (774)

The most cited first; 73 with our summary link to their page here, the others to the original.

1. GLM: General Language Model Pretraining with Autoregressive Blank InfillingZhengxiao Du, Yujie Qian, Xiao Liu et al. · Long Papers955 citations · our summary
2. TruthfulQA: Measuring How Models Mimic Human FalsehoodsStephanie Lin, Jacob Hilton, Owain Evans · Long Papers845 citations · our summary
3. P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and TasksXiao Liu, Kaixuan Ji, Yicheng Fu et al. · Short Papers775 citations · our summary
4. BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-modelsElad Ben Zaken, Yoav Goldberg, Shauli Ravfogel · Short Papers742 citations
5. Language-agnostic BERT Sentence EmbeddingFangxiaoyu Feng, Yinfei Yang, Daniel Cer et al. · Long Papers704 citations · our summary
6. UniXcoder: Unified Cross-Modal Pre-training for Code RepresentationDaya Guo, Shuai Lu, Nan Duan et al. · Long Papers636 citations · our summary
7. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order SensitivityYao Lu, Max Bartolo, Alastair Moore et al. · Long Papers · 🏆 Outstanding Paper585 citations · our summary
8. Unified Structure Generation for Universal Information ExtractionYaojie Lu, Qing Liu, Dai Dai et al. · Long Papers441 citations
9. PPT: Pre-trained Prompt Tuning for Few-shot LearningYuxian Gu, Xu Han, Zhiyuan Liu et al. · Long Papers335 citations · our summary
10. LinkBERT: Pretraining Language Models with Document LinksMichihiro Yasunaga, Jure Leskovec, Percy Liang · Long Papers327 citations · our summary
11. Deduplicating Training Data Makes Language Models BetterKatherine Lee, Daphne Ippolito, Andrew Nystrom et al. · Long Papers286 citations
12. Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text ClassificationShengding Hu, Ning Ding, Huadong Wang et al. · Long Papers265 citations · our summary
13. Cross-Task Generalization via Natural Language Crowdsourcing InstructionsSwaroop Mishra, Daniel Khashabi, Chitta Baral et al. · Long Papers264 citations
14. SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language ModelsLiang Wang, Wei Zhao, Zhuoyu Wei et al. · Long Papers264 citations
15. ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech DetectionThomas Hartvigsen, Saadia Gabriel, Hamid Palangi et al. · Long Papers255 citations · our summary
16. TimeLMs: Diachronic Language Models from TwitterDaniel Loureiro, Francesco Barbieri, Leonardo Neves et al. · System Demonstrations246 citations · our summary
17. BRIO: Bringing Order to Abstractive SummarizationYixin Liu, Pengfei Liu, Dragomir Radev et al. · Long Papers212 citations · our summary
18. LexGLUE: A Benchmark Dataset for Legal Language Understanding in EnglishIlias Chalkidis, Abhik Jana, Dirk Hartung et al. · Long Papers201 citations
19. Unsupervised Corpus Aware Language Model Pre-training for Dense Passage RetrievalLuyu Gao, Jamie Callan · Long Papers193 citations · our summary
20. Generated Knowledge Prompting for Commonsense ReasoningJiacheng Liu, Alisa Liu, Ximing Lu et al. · Long Papers191 citations
21. Internet-Augmented Dialogue GenerationMojtaba Komeili, Kurt Shuster, Jason Weston · Long Papers187 citations · our summary
22. OpenPrompt: An Open-source Framework for Prompt-learningNing Ding, Shengding Hu, Weilin Zhao et al. · System Demonstrations185 citations · our summary
23. PromptSource: An Integrated Development Environment and Repository for Natural Language PromptsStephen H. Bach, Victor Sanh, Zheng-Xin Yong et al. · System Demonstrations173 citations
24. SPoT: Better Frozen Model Adaptation through Soft Prompt TransferTu Vu, Brian Lester, Noah Constant et al. · Long Papers170 citations · our summary
25. Knowledge Neurons in Pretrained TransformersDamai Dai, Li Dong, Yaru Hao et al. · Long Papers169 citations

See all 774 papers in ACL 2022 — accepted papers →

📄 Papers with our summary in our library (73)

The most cited first (OpenAlex citations plus our library's).

1. TruthfulQA: Measuring How Models Mimic Human FalsehoodsAnnual Meeting of the Association for Computational Linguistics (ACL)Stephanie Lin, Jacob Hilton, Owain Evans2022 · 2,052 citations
2. GLM: General Language Model Pretraining with Autoregressive Blank InfillingAnnual Meeting of the Association for Computational Linguistics (ACL)Zhengxiao Du, Yujie Qian, Xiao Liu, et al.2022 · 1,452 citations
3. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order SensitivityAnnual Meeting of the Association for Computational Linguistics (ACL)Yao Lu, Max Bartolo, Alastair Moore, et al.2022 · 1,190 citations
4. P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and TasksAnnual Meeting of the Association for Computational Linguistics (ACL)Xiao Liu, Kaixuan Ji, Yicheng Fu, et al.2022 · 1,013 citations
5. UniXcoder: Unified Cross-Modal Pre-training for Code RepresentationAnnual Meeting of the Association for Computational Linguistics (ACL)Daya Guo, Shuai Lu, Nan Duan, et al.2022 · 768 citations
6. Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsAnnual Meeting of the Association for Computational Linguistics (ACL)Harsh Trivedi, Niranjan Balasubramanian, Tushar Khot, et al.2022 · 711 citations
7. ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech DetectionAnnual Meeting of the Association for Computational Linguistics (ACL)Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, et al.2022 · 571 citations
8. Precise Zero-Shot Dense Retrieval without Relevance LabelsAnnual Meeting of the Association for Computational Linguistics (ACL)Luyu Gao, Xueguang Ma, Jimmy Lin, et al.2022 · 545 citations
9. PPT: Pre-trained Prompt Tuning for Few-shot LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Yuxian Gu, Xu Han, Zhiyuan Liu, et al.2022 · 469 citations
10. LinkBERT: Pretraining Language Models with Document LinksAnnual Meeting of the Association for Computational Linguistics (ACL)Michihiro Yasunaga, Jure Leskovec, Percy Liang2022 · 456 citations
11. Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL)Shengding Hu, Ning Ding, Huadong Wang, et al.2022 · 362 citations
12. BRIO: Bringing Order to Abstractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL)Yixin Liu, Pengfei Liu, Dragomir Radev, et al.2022 · 358 citations
13. Internet-Augmented Dialogue GenerationAnnual Meeting of the Association for Computational Linguistics (ACL)Mojtaba Komeili, Kurt Shuster, Jason Weston2022 · 351 citations
14. TimeLMs: Diachronic Language Models from TwitterAnnual Meeting of the Association for Computational Linguistics (ACL)Daniel Loureiro, Francesco Barbieri, Leonardo Neves, et al.2022 · 331 citations
15. Unsupervised Corpus Aware Language Model Pre-training for Dense Passage RetrievalAnnual Meeting of the Association for Computational Linguistics (ACL)Luyu Gao, Jamie Callan2022 · 328 citations
16. SPoT: Better Frozen Model Adaptation through Soft Prompt TransferAnnual Meeting of the Association for Computational Linguistics (ACL)Tu Vu, Brian Lester, Noah Constant, et al.2022 · 302 citations
17. Challenges and Strategies in Cross-Cultural NLPAnnual Meeting of the Association for Computational Linguistics (ACL)Daniel Hershcovich, Stella Frank, Heather Lent, et al.2022 · 290 citations
18. OpenPrompt: An Open-source Framework for Prompt-learningAnnual Meeting of the Association for Computational Linguistics (ACL)Ning Ding, Shengding Hu, Weilin Zhao, et al.2022 · 279 citations
19. CONTaiNER: Few-Shot Named Entity Recognition via Contrastive LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Sarkar Snigdha Sarathi Das, Arzoo Katiyar, Rebecca Passonneau, et al.2022 · 233 citations
20. Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Yubo Ma, Zehao Wang, Yixin Cao, et al.2022 · 225 citations
21. SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language ProcessingAnnual Meeting of the Association for Computational Linguistics (ACL)Junyi Ao, Rui Wang, Long Zhou, et al.2022 · 217 citations
22. Structured Pruning Learns Compact and Accurate ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Mengzhou Xia, Zexuan Zhong, Danqi Chen2022 · 217 citations
23. Systematic Inequalities in Language Technology Performance across the World's LanguagesAnnual Meeting of the Association for Computational Linguistics (ACL)Damian Blasi, Antonios Anastasopoulos, Graham Neubig2022 · 214 citations
24. An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Nicholas Meade, Elinor Poole-Dayan, Siva Reddy2022 · 211 citations
25. PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL)Wen Xiao, Iz Beltagy, Giuseppe Carenini, et al.2022 · 205 citations

See all 73 works in ACL 2022 — accepted papers →

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🧠Language models & pretraining (19)😊Sentiment & emotion (7)📏Evaluation & benchmarks (6)🧮Reasoning (6)🛡️Bias, fairness & safety (6)English (6)📝Summarization (5)🗨️Dialogue systems (5)🔎Information extraction (3)🎙️Speech & spoken language (3)🔍Information retrieval & search (3)🖼️Vision & language (3)🔁Machine translation (2)✍️Text generation (2)🌍Multilingual & cross-lingual NLP (2)

📚 Fields

🖥️Computer Science (73)🎭Arts and Humanities (70)🤝Social Sciences (9)🧠Neuroscience (1)💭Psychology (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓Carnegie Mellon UniversityPittsburgh · United States10 works here🔬Allen Institute for Artificial IntelligenceSeattle · United States7 works here🎓University of WashingtonSeattle · United States6 works here🎓Tsinghua UniversityBeijing · China6 works here🔬Beijing Academy of Artificial IntelligenceBeijing · China5 works here🎓University of Notre DameNotre Dame · United States4 works here🏢MicrosoftRedmond · United States4 works here🏢MetaMenlo Park · United States4 works here🔬Peng Cheng LaboratoryShenzhen · China4 works here🔬Beijing National Research Center for Information Science and TechnologyBeijing · China4 works here🎓Georgia Institute of TechnologyAtlanta · United States3 works here🏛️Chinese Academy of SciencesBeijing · China3 works here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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