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ACL 2022: all accepted papers

774 papers · page 2 of 8 · the most cited first · ← ACL 2022

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  1. Problems with Cosine as a Measure of Embedding Similarity for High Frequency Words ↗Kaitlyn Zhou, Kawin Ethayarajh, Dallas Card et al. · Short Papers64 citations
  2. A Contrastive Framework for Learning Sentence Representations from Pairwise and Triple-wise Perspective in Angular Space ↗Yuhao Zhang, Hongji Zhu, Yongliang Wang et al. · Long Papers60 citations
  3. Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification ↗Xi'ao Su, Ran Wang, Xinyu Dai · Short Papers60 citations
  4. Nested Named Entity Recognition with Span-level Graphs ↗Juncheng Wan, Dongyu Ru, Weinan Zhang et al. · Long Papers60 citations
  5. VALSE: A Task-Independent Benchmark for Vision and Language Models Centered on Linguistic Phenomena ↗Letitia Parcalabescu, Michele Cafagna, Lilitta Muradjan et al. · Long Papers60 citations
  6. A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationTianyu Liu, Yizhe Zhang, Chris Brockett et al. · Long Papers59 citations · our summary
  7. Achieving Reliable Human Assessment of Open-Domain Dialogue Systems ↗Tianbo Ji, Yvette Graham, Gareth Jones et al. · Long Papers59 citations
  8. Identifying the Human Values behind Arguments ↗Johannes Kiesel, Milad Alshomary, Nicolas Handke et al. · Long Papers59 citations
  9. MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual DataYilun Zhao, Yunxiang Li, Chenying Li et al. · Long Papers59 citations · our summary
  10. CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion ↗Guanglin Niu, Bo Li, Yongfei Zhang et al. · Long Papers58 citations
  11. HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation ↗Zhoujun Cheng, Haoyu Dong, Zhiruo Wang et al. · Long Papers58 citations
  12. OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages ↗Prem Selvaraj, Gokul Nc, Pratyush Kumar et al. · Long Papers58 citations
  13. The Moral Integrity Corpus: A Benchmark for Ethical Dialogue SystemsCaleb Ziems, Jane A. Yu, Yi-Chia Wang et al. · Long Papers58 citations · our summary
  14. Fully Hyperbolic Neural Networks ↗Weize Chen, Xu Han, Yankai Lin et al. · Long Papers57 citations
  15. KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question AnsweringDonghan Yu, Chenguang Zhu, Yuwei Fang et al. · Long Papers57 citations · our summary
  16. FiNER: Financial Numeric Entity Recognition for XBRL Tagging ↗Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis et al. · Long Papers56 citations
  17. KNN-Contrastive Learning for Out-of-Domain Intent Classification ↗Yunhua Zhou, Peiju Liu, Xipeng Qiu · Long Papers56 citations
  18. Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction ↗Kuan-Hao Huang, I-Hung Hsu, Prem Natarajan et al. · Long Papers56 citations
  19. RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion ↗Kai Chen, Ye Wang, Yitong Li et al. · Long Papers55 citations
  20. Efficient Classification of Long Documents Using Transformers ↗Hyunji Hayley Park, Yogarshi Vyas, Kashif Shah · Short Papers53 citations
  21. Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires ↗Thong Nguyen, Andrew Yates, Ayah Zirikly et al. · Long Papers52 citations
  22. Text-Free Prosody-Aware Generative Spoken Language ModelingEugene Kharitonov, Ann Lee, Adam Polyak et al. · Long Papers52 citations · our summary
  23. Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks ↗Nikhil Mehta, Maria Leonor Pacheco, Dan Goldwasser · Long Papers50 citations
  24. De-Bias for Generative Extraction in Unified NER Task ↗Shuai Zhang, Yongliang Shen, Zeqi Tan et al. · Long Papers47 citations
  25. Generating Data to Mitigate Spurious Correlations in Natural Language Inference DatasetsYuxiang Wu, Matt Gardner, Pontus Stenetorp et al. · Long Papers47 citations · our summary
  26. Compression of Generative Pre-trained Language Models via Quantization ↗Chaofan Tao, Lu Hou, Wei Zhang et al. · Long Papers · 🏆 Outstanding Paper46 citations
  27. Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization ↗Faisal Ladhak, Esin Durmus, He He et al. · Long Papers46 citations
  28. WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types ↗Xuwu Wang, Junfeng Tian, Min Gui et al. · Long Papers46 citations
  29. DialFact: A Benchmark for Fact-Checking in DialoguePrakhar Gupta, Chien-Sheng Wu, Wenhao Liu et al. · Long Papers45 citations · our summary
  30. On Vision Features in Multimodal Machine Translation ↗Bei Li, Chuanhao Lv, Zefan Zhou et al. · Long Papers45 citations
  31. SummScreen: A Dataset for Abstractive Screenplay SummarizationMingda Chen, Zewei Chu, Sam Wiseman et al. · Long Papers45 citations · our summary
  32. UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ↗Jiacheng Li, Jingbo Shang, Julian McAuley · Long Papers45 citations
  33. Leveraging Unimodal Self-Supervised Learning for Multimodal Audio-Visual Speech Recognition ↗Xichen Pan, Peiyu Chen, Yichen Gong et al. · Long Papers44 citations
  34. NoisyTune: A Little Noise Can Help You Finetune Pretrained Language Models Better ↗Chuhan Wu, Fangzhao Wu, Tao Qi et al. · Short Papers44 citations
  35. ParaDetox: Detoxification with Parallel DataVarvara Logacheva, Daryna Dementieva, Sergey Ustyantsev et al. · Long Papers44 citations · our summary
  36. Sharpness-Aware Minimization Improves Language Model Generalization ↗Dara Bahri, Hossein Mobahi, Yi Tay · Long Papers44 citations
  37. The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail ↗Samuel R. Bowman · Long Papers44 citations
  38. Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP ↗Lukas Galke, Ansgar Scherp · Long Papers43 citations
  39. Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-centric Summarization ↗Zhenjie Zhao, Yufang Hou, Dakuo Wang et al. · Long Papers43 citations
  40. Few-shot Named Entity Recognition with Self-describing Networks ↗Jiawei Chen, Qing Liu, Hongyu Lin et al. · Long Papers43 citations
  41. Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs ↗Chao Shang, Guangtao Wang, Peng Qi et al. · Long Papers43 citations
  42. Memorisation versus Generalisation in Pre-trained Language Models ↗Michael Tänzer, Sebastian Ruder, Marek Rei · Long Papers43 citations
  43. New Intent Discovery with Pre-training and Contrastive Learning ↗Yuwei Zhang, Haode Zhang, Li-Ming Zhan et al. · Long Papers43 citations
  44. On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language RepresentationsYang Trista Cao, Yada Pruksachatkun, Kai-Wei Chang et al. · Short Papers43 citations · our summary
  45. The Paradox of the Compositionality of Natural Language: A Neural Machine Translation Case Study ↗Verna Dankers, Elia Bruni, Dieuwke Hupkes · Long Papers43 citations
  46. Adaptive Testing and Debugging of NLP Models ↗Marco Tulio Ribeiro, Scott Lundberg · Long Papers42 citations
  47. Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks ↗Songlin Yang, Kewei Tu · Long Papers42 citations
  48. Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine TranslationVerna Dankers, Christopher Lucas, Ivan Titov · Long Papers42 citations · our summary
  49. Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ↗Chengwei Qin, Shafiq Joty · Long Papers42 citations
  50. Cross-Modal Discrete Representation Learning ↗Alexander Liu, SouYoung Jin, Cheng-I Lai et al. · Long Papers42 citations
  51. Hypergraph Transformer: Weakly-Supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering ↗Yu-Jung Heo, Eun-Sol Kim, Woo Suk Choi et al. · Long Papers42 citations
  52. Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing ↗Chao Lou, Songlin Yang, Kewei Tu · Long Papers42 citations
  53. Prompt-free and Efficient Few-shot Learning with Language Models ↗Rabeeh Karimi Mahabadi, Luke Zettlemoyer, James Henderson et al. · Long Papers42 citations
  54. Upstream Mitigation Is \textit Not All You Need: Testing the Bias Transfer Hypothesis in Pre-Trained Language Models ↗Ryan Steed, Swetasudha Panda, Ari Kobren et al. · Long Papers42 citations
  55. ExtEnD: Extractive Entity Disambiguation ↗Edoardo Barba, Luigi Procopio, Roberto Navigli · Long Papers41 citations
  56. Graph Enhanced Contrastive Learning for Radiology Findings Summarization ↗Jinpeng Hu, Zhuo Li, Zhihong Chen et al. · Long Papers41 citations
  57. Summ$^N$: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents ↗Yusen Zhang, Ansong Ni, Ziming Mao et al. · Long Papers41 citations
  58. Tailor: Generating and Perturbing Text with Semantic ControlsAlexis Ross, Tongshuang Wu, Hao Peng et al. · Long Papers41 citations · our summary
  59. Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking ↗Yue Feng, Aldo Lipani, Fanghua Ye et al. · Long Papers40 citations
  60. Dynatask: A Framework for Creating Dynamic AI Benchmark Tasks ↗Tristan Thrush, Kushal Tirumala, Anmol Gupta et al. · System Demonstrations40 citations
  61. Mix and Match: Learning-free Controllable Text Generationusing Energy Language Models ↗Fatemehsadat Mireshghallah, Kartik Goyal, Taylor Berg-Kirkpatrick · Long Papers40 citations
  62. Multi-View Document Representation Learning for Open-Domain Dense Retrieval ↗Shunyu Zhang, Yaobo Liang, Ming Gong et al. · Long Papers40 citations
  63. A Model-agnostic Data Manipulation Method for Persona-based Dialogue Generation ↗Yu Cao, Wei Bi, Meng Fang et al. · Long Papers39 citations
  64. Continual Prompt Tuning for Dialog State Tracking ↗Qi Zhu, Bing Li, Fei Mi et al. · Long Papers39 citations
  65. Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction ↗Maksym Tarnavskyi, Artem Chernodub, Kostiantyn Omelianchuk · Long Papers39 citations
  66. Evaluating Factuality in Text Simplification ↗Ashwin Devaraj, William Sheffield, Byron Wallace et al. · Long Papers · 🏆 Outstanding Paper39 citations
  67. Inducing Positive Perspectives with Text Reframing ↗Caleb Ziems, Minzhi Li, Anthony Zhang et al. · Long Papers · 🏆 Outstanding Paper39 citations
  68. MarkupLM: Pre-training of Text and Markup Language for Visually Rich Document Understanding ↗Junlong Li, Yiheng Xu, Lei Cui et al. · Long Papers39 citations
  69. Multi-Granularity Structural Knowledge Distillation for Language Model Compression ↗Chang Liu, Chongyang Tao, Jiazhan Feng et al. · Long Papers39 citations
  70. Neural Machine Translation with Phrase-Level Universal Visual Representations ↗Qingkai Fang, Yang Feng · Long Papers39 citations
  71. The AI Doctor Is In: A Survey of Task-Oriented Dialogue Systems for Healthcare Applications ↗Mina Valizadeh, Natalie Parde · Long Papers39 citations
  72. A Closer Look at How Fine-tuning Changes BERT ↗Yichu Zhou, Vivek Srikumar · Long Papers38 citations
  73. A Comparative Study of Faithfulness Metrics for Model Interpretability Methods ↗Chun Sik Chan, Huanqi Kong, Liang Guanqing · Long Papers38 citations
  74. DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation ↗Wei Chen, Yeyun Gong, Song Wang et al. · Long Papers38 citations
  75. French CrowS-Pairs: Extending a challenge dataset for measuring social bias in masked language models to a language other than EnglishAurélie Névéol, Yoann Dupont, Julien Bezançon et al. · Long Papers38 citations · our summary
  76. Human Evaluation and Correlation with Automatic Metrics in Consultation Note Generation ↗Francesco Moramarco, Alex Papadopoulos Korfiatis, Mark Perera et al. · Long Papers38 citations
  77. Overcoming a Theoretical Limitation of Self-Attention ↗David Chiang, Peter Cholak · Long Papers38 citations
  78. Revisiting Over-Smoothness in Text to Speech ↗Yi Ren, Xu Tan, Tao Qin et al. · Long Papers38 citations
  79. ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification ↗Yucheng Zhou, Tao Shen, Xiubo Geng et al. · Long Papers37 citations
  80. Knowledge Enhanced Reflection Generation for Counseling Dialogues ↗Siqi Shen, Veronica Perez-Rosas, Charles Welch et al. · Long Papers37 citations
  81. Program Transfer for Answering Complex Questions over Knowledge Bases ↗Shulin Cao, Jiaxin Shi, Zijun Yao et al. · Long Papers37 citations
  82. Skill Induction and Planning with Latent Language ↗Pratyusha Sharma, Antonio Torralba, Jacob Andreas · Long Papers37 citations
  83. StableMoE: Stable Routing Strategy for Mixture of Experts ↗Damai Dai, Li Dong, Shuming Ma et al. · Long Papers37 citations
  84. Towards Afrocentric NLP for African Languages: Where We Are and Where We Can Go ↗Ife Adebara, Muhammad Abdul-Mageed · Long Papers37 citations
  85. UniTE: Unified Translation EvaluationYu Wan, Dayiheng Liu, Baosong Yang et al. · Long Papers37 citations · our summary
  86. e-CARE: a New Dataset for Exploring Explainable Causal Reasoning ↗Li Du, Xiao Ding, Kai Xiong et al. · Long Papers37 citations
  87. Discriminative Marginalized Probabilistic Neural Method for Multi-Document Summarization of Medical Literature ↗Gianluca Moro, Luca Ragazzi, Lorenzo Valgimigli et al. · Long Papers36 citations
  88. Few-Shot Learning with Siamese Networks and Label Tuning ↗Thomas Müller, Guillermo Pérez-Torró, Marc Franco-Salvador · Long Papers36 citations
  89. GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding ↗Libo Qin, Qiguang Chen, Tianbao Xie et al. · Long Papers36 citations
  90. HIBRIDS: Attention with Hierarchical Biases for Structure-aware Long Document Summarization ↗Shuyang Cao, Lu Wang · Long Papers36 citations
  91. From text to talk: Harnessing conversational corpora for humane and diversity-aware language technology ↗Mark Dingemanse, Andreas Liesenfeld · Long Papers35 citations
  92. MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes ↗Nianlong Gu, Elliott Ash, Richard Hahnloser · Long Papers35 citations
  93. Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills ↗Ori Yoran, Alon Talmor, Jonathan Berant · Long Papers35 citations
  94. DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization ↗Ziming Mao, Chen Henry Wu, Ansong Ni et al. · Long Papers34 citations
  95. Dynamic Global Memory for Document-level Argument Extraction ↗Xinya Du, Sha Li, Heng Ji · Long Papers34 citations
  96. Metaphors in Pre-Trained Language Models: Probing and Generalization Across Datasets and Languages ↗Ehsan Aghazadeh, Mohsen Fayyaz, Yadollah Yaghoobzadeh · Long Papers34 citations
  97. mLUKE: The Power of Entity Representations in Multilingual Pretrained Language Models ↗Ryokan Ri, Ikuya Yamada, Yoshimasa Tsuruoka · Long Papers34 citations
  98. Fine-Grained Controllable Text Generation Using Non-Residual Prompting ↗Fredrik Carlsson, Joey Öhman, Fangyu Liu et al. · Long Papers33 citations
  99. Generating Scientific Claims for Zero-Shot Scientific Fact Checking ↗Dustin Wright, David Wadden, Kyle Lo et al. · Long Papers33 citations
  100. Generating Scientific Definitions with Controllable Complexity ↗Tal August, Katharina Reinecke, Noah A. Smith · Long Papers33 citations

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