---
title: "ACL 2023 — accepted papers — Elamur Research"
description: "ACL 2023 — accepted papers: 84 papers in the Elamur Research library (Toronto, Canada), with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/acl/2023/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/venues/acl/2023/)

[home](https://md.research.elamur.ai/free/en/) / [venues](https://md.research.elamur.ai/free/en/venues/) / [ACL](https://md.research.elamur.ai/free/en/venues/acl/) / 2023

# ACL 2023 — accepted papers

ACL 2023 is the 2023 edition of the Annual Meeting of the Association for Computational Linguistics (ACL), held in Toronto, Canada, 9–14 July 2023 (publisher: Association for Computational Linguistics). The ACL Anthology lists 1,249 papers of it in 6 tracks; our library holds 84 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

[**1,249** papers in the proceedings](#all) · [**84** works in our library](https://md.research.elamur.ai/free/en/venues/acl/2023/works/) · [**10,197** citations of these works](https://md.research.elamur.ai/free/en/venues/acl/2023/works/)**Toronto, Canada** where it was held**9–14 July 2023** when

## Tracks

Long Papers 911Short Papers 164Industry Track 76System Demonstrations 58Student Research Workshop 34Tutorial Abstracts 6

## Awards

As the ACL Anthology records them.

1. **[From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models](https://md.research.elamur.ai/free/en/papers/feng-2023-pretraining-data-language-models-downstream/)**Shangbin Feng, Chan Young Park, Yuhan Liu et al. · Long Papers · 🏆 Best Paper Award*143 citations · our summary*
2. **[What the DAAM: Interpreting Stable Diffusion Using Cross Attention](https://aclanthology.org/2023.acl-long.310/)**Raphael Tang, Linqing Liu, Akshat Pandey et al. · Long Papers · 🏆 Best Paper Award*118 citations*
3. **[Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models](https://md.research.elamur.ai/free/en/papers/cheng-2023-marked-personas-natural-language-prompts/)**Myra Cheng, Esin Durmus, Dan Jurafsky · Long Papers · 🏆 Social Impact Award*115 citations · our summary*
4. **[VisText: A Benchmark for Semantically Rich Chart Captioning](https://aclanthology.org/2023.acl-long.401/)**Benny Tang, Angie Boggust, Arvind Satyanarayan · Long Papers · 🏆 Outstanding Paper Award*54 citations*
5. **[Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction](https://aclanthology.org/2023.acl-long.555/)**Ashish Sharma, Kevin Rushton, Inna Lin et al. · Long Papers · 🏆 Outstanding Paper Award*47 citations*
6. **[Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments](https://aclanthology.org/2023.acl-long.270/)**Yu Gu, Xiang Deng, Yu Su · Long Papers · 🏆 Outstanding Paper Award*45 citations*
7. **[Are You Copying My Model? Protecting the Copyright of Large Language Models for EaaS via Backdoor Watermark](https://aclanthology.org/2023.acl-long.423/)**Wenjun Peng, Jingwei Yi, Fangzhao Wu et al. · Long Papers · 🏆 Area Chair Award (NLP Applications)*44 citations*
8. **[SCOTT: Self-Consistent Chain-of-Thought Distillation](https://md.research.elamur.ai/free/en/papers/wang-2023-scott-self-consistent-chain-thought/)**Peifeng Wang, Zhengyang Wang, Zheng Li et al. · Long Papers · 🏆 Outstanding Paper Award*44 citations · our summary*
9. **[MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning](https://aclanthology.org/2023.acl-long.641/)**Zhiyang Xu, Ying Shen, Lifu Huang · Long Papers · 🏆 Outstanding Paper Award*42 citations*
10. **[Do Androids Laugh at Electric Sheep? Humor “Understanding” Benchmarks from The New Yorker Caption Contest](https://md.research.elamur.ai/free/en/papers/hessel-2023-do-androids-laugh-electric-sheep/)**Jack Hessel, Ana Marasovic, Jena D. Hwang et al. · Long Papers · 🏆 Best Paper Award*34 citations · our summary*
11. **[NLPositionality: Characterizing Design Biases of Datasets and Models](https://md.research.elamur.ai/free/en/papers/santy-2023-nlpositionality-characterizing-design-biases-datasets/)**Sebastin Santy, Jenny Liang, Ronan Le Bras et al. · Long Papers · 🏆 Outstanding Paper Award*31 citations · our summary*
12. **[Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment](https://md.research.elamur.ai/free/en/papers/tanwar-2023-multilingual-llms-are-better-cross/)**Eshaan Tanwar, Subhabrata Dutta, Manish Borthakur et al. · Long Papers · 🏆 Outstanding Paper Award*28 citations · our summary*
13. **[Tell2Design: A Dataset for Language-Guided Floor Plan Generation](https://aclanthology.org/2023.acl-long.820/)**Sicong Leng, Yang Zhou, Mohammed Haroon Dupty et al. · Long Papers · 🏆 Area Chair Award (Resources and Evaluation)*28 citations*
14. **[DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering](https://md.research.elamur.ai/free/en/papers/neeman-2023-disentqa-disentangling-parametric-contextual-knowledge/)**Ella Neeman, Roee Aharoni, Or Honovich et al. · Long Papers · 🏆 Area Chair Award (Question Answering)*25 citations · our summary*
15. **[Minding Language Models' (Lack of) Theory of Mind: A Plug-and-Play Multi-Character Belief Tracker](https://md.research.elamur.ai/free/en/papers/sclar-2023-minding-language-models-lack-theory/)**Melanie Sclar, Sachin Kumar, Peter West et al. · Long Papers · 🏆 Outstanding Paper Award*25 citations · our summary*
16. **[Scaling in Cognitive Modelling: a Multilingual Approach to Human Reading Times](https://aclanthology.org/2023.acl-short.14/)**Andrea de Varda, Marco Marelli · Short Papers · 🏆 Outstanding Paper Award*24 citations*
17. **[Considerations for meaningful sign language machine translation based on glosses](https://aclanthology.org/2023.acl-short.60/)**Mathias Müller, Zifan Jiang, Amit Moryossef et al. · Short Papers · 🏆 Outstanding Paper Award*23 citations*
18. **[Knowledge Transfer in Incremental Learning for Multilingual Neural Machine Translation](https://aclanthology.org/2023.acl-long.852/)**Kaiyu Huang, Peng Li, Jin Ma et al. · Long Papers · 🏆 Outstanding Paper Award*19 citations*
19. **[Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages](https://aclanthology.org/2023.acl-long.61/)**Ayyoob Imani, Peiqin Lin, Amir Hossein Kargaran et al. · Long Papers · 🏆 Area Chair Award (Multilingualism and Cross-Lingual NLP)*18 citations*
20. **[Neural Machine Translation Methods for Translating Text to Sign Language Glosses](https://aclanthology.org/2023.acl-long.700/)**Dele Zhu, Vera Czehmann, Eleftherios Avramidis · Long Papers · 🏆 Outstanding Paper Award*18 citations*
21. **[Linear Classifier: An Often-Forgotten Baseline for Text Classification](https://aclanthology.org/2023.acl-short.160/)**Yu-Chen Lin, Si-An Chen, Jie-Jyun Liu et al. · Short Papers · 🏆 Outstanding Paper Award*17 citations*
22. **[Extrinsic Evaluation of Machine Translation Metrics](https://aclanthology.org/2023.acl-long.730/)**Nikita Moghe, Tom Sherborne, Mark Steedman et al. · Long Papers · 🏆 Outstanding Paper Award*15 citations*
23. **[Distilling Script Knowledge from Large Language Models for Constrained Language Planning](https://aclanthology.org/2023.acl-long.236/)**Siyu Yuan, Jiangjie Chen, Ziquan Fu et al. · Long Papers · 🏆 Outstanding Paper Award*14 citations*
24. **[Do PLMs Know and Understand Ontological Knowledge?](https://aclanthology.org/2023.acl-long.173/)**Weiqi Wu, Chengyue Jiang, Yong Jiang et al. · Long Papers · 🏆 Outstanding Paper Award*14 citations*
25. **[Weaker Than You Think: A Critical Look at Weakly Supervised Learning](https://aclanthology.org/2023.acl-long.796/)**Dawei Zhu, Xiaoyu Shen, Marius Mosbach et al. · Long Papers · 🏆 Theme Paper Award; Outstanding Paper Award*14 citations*
26. **[QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations](https://aclanthology.org/2023.acl-long.784/)**Chaitanya Malaviya, Peter Shaw, Ming-Wei Chang et al. · Long Papers · 🏆 Outstanding Paper Award*13 citations*
27. **[PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging Narratives](https://aclanthology.org/2023.acl-long.362/)**Silin Gao, Beatriz Borges, Soyoung Oh et al. · Long Papers · 🏆 Outstanding Paper Award*12 citations*
28. **[What's the Meaning of Superhuman Performance in Today's NLU?](https://aclanthology.org/2023.acl-long.697/)**Simone Tedeschi, Johan Bos, Thierry Declerck et al. · Long Papers · 🏆 Outstanding Paper Award*12 citations*
29. **[Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023?](https://aclanthology.org/2023.acl-long.459/)**Shuheng Liu, Alan Ritter · Long Papers · 🏆 Reproduction Award*11 citations*
30. **[Hearing Lips in Noise: Universal Viseme-Phoneme Mapping and Transfer for Robust Audio-Visual Speech Recognition](https://aclanthology.org/2023.acl-long.848/)**Yuchen Hu, Ruizhe Li, Chen Chen et al. · Long Papers · 🏆 Area Chair Award (Speech and Multimodality)*11 citations*
31. **[CAME: Confidence-guided Adaptive Memory Efficient Optimization](https://aclanthology.org/2023.acl-long.243/)**Yang Luo, Xiaozhe Ren, Zangwei Zheng et al. · Long Papers · 🏆 Outstanding Paper Award*10 citations*
32. **[Entity Tracking in Language Models](https://aclanthology.org/2023.acl-long.213/)**Najoung Kim, Sebastian Schuster · Long Papers · 🏆 Area Chair Award (Interpretability and Analysis of Models for NLP)*10 citations*
33. **[When Does Translation Require Context? A Data-driven, Multilingual Exploration](https://aclanthology.org/2023.acl-long.36/)**Patrick Fernandes, Kayo Yin, Emmy Liu et al. · Long Papers · 🏆 Resource Award*10 citations*
34. **[Hybrid Transducer and Attention based Encoder-Decoder Modeling for Speech-to-Text Tasks](https://aclanthology.org/2023.acl-long.695/)**Yun Tang, Anna Sun, Hirofumi Inaguma et al. · Long Papers · 🏆 Outstanding Paper Award*9 citations*
35. **[LECO: Improving Early Exiting via Learned Exits and Comparison-based Exiting Mechanism](https://aclanthology.org/2023.acl-srw.43/)**Jingfan Zhang, Ming Tan, Pengyu Dai et al. · Student Research Workshop · 🏆 SRW Best Paper Award*9 citations*
36. **[LexSym: Compositionality as Lexical Symmetry](https://aclanthology.org/2023.acl-long.38/)**Ekin Akyurek, Jacob Andreas · Long Papers · 🏆 Area Chair Award (Semantics: Lexical)*9 citations*
37. **[The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks](https://aclanthology.org/2023.acl-short.118/)**Nikil Selvam, Sunipa Dev, Daniel Khashabi et al. · Short Papers · 🏆 Outstanding Paper Award*8 citations*
38. **[Causes and Cures for Interference in Multilingual Translation](https://aclanthology.org/2023.acl-long.883/)**Uri Shaham, Maha Elbayad, Vedanuj Goswami et al. · Long Papers · 🏆 Outstanding Paper Award*6 citations*
39. **[Hexatagging: Projective Dependency Parsing as Tagging](https://md.research.elamur.ai/free/en/papers/amini-2023-hexatagging-projective-dependency-parsing-as/)**Afra Amini, Tianyu Liu, Ryan Cotterell · Short Papers · 🏆 Outstanding Paper Award*6 citations · our summary*
40. **[Language model acceptability judgements are not always robust to context](https://aclanthology.org/2023.acl-long.333/)**Koustuv Sinha, Jon Gauthier, Aaron Mueller et al. · Long Papers · 🏆 Outstanding Paper Award*6 citations*
41. **[Question-Answering in a Low-resourced Language: Benchmark Dataset and Models for Tigrinya](https://aclanthology.org/2023.acl-long.661/)**Fitsum Gaim, Wonsuk Yang, Hancheol Park et al. · Long Papers · 🏆 Outstanding Paper Award*6 citations*
42. **[StoryTrans: Non-Parallel Story Author-Style Transfer with Discourse Representations and Content Enhancing](https://aclanthology.org/2023.acl-long.827/)**Xuekai Zhu, Jian Guan, Minlie Huang et al. · Long Papers · 🏆 Area Chair Award (Sentiment Analysis, Stylistic Analysis, and Argument Mining)*6 citations*
43. **[World-to-Words: Grounded Open Vocabulary Acquisition through Fast Mapping in Vision-Language Models](https://aclanthology.org/2023.acl-long.31/)**Ziqiao Ma, Jiayi Pan, Joyce Chai · Long Papers · 🏆 Outstanding Paper Award*6 citations*
44. **[ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation](https://md.research.elamur.ai/free/en/papers/huang-2023-paraamr-large-scale-syntactically-diverse/)**Kuan-Hao Huang, Varun Iyer, I-Hung Hsu et al. · Long Papers · 🏆 Area Chair Award (Semantics: Sentence-level Semantics, Textual Inference, and Other Areas)*5 citations · our summary*
45. **[Dense-ATOMIC: Towards Densely-connected ATOMIC with High Knowledge Coverage and Massive Multi-hop Paths](https://aclanthology.org/2023.acl-long.742/)**Xiangqing Shen, Siwei Wu, Rui Xia · Long Papers · 🏆 Outstanding Paper Award*4 citations*
46. **[Dissecting Transformer Length Extrapolation via the Lens of Receptive Field Analysis](https://aclanthology.org/2023.acl-long.756/)**Ta-Chung Chi, Ting-Han Fan, Alexander Rudnicky et al. · Long Papers · 🏆 Outstanding Paper Award*4 citations*
47. **[Generalizing Backpropagation for Gradient-Based Interpretability](https://aclanthology.org/2023.acl-long.669/)**Kevin Du, Lucas Torroba Hennigen, Niklas Stoehr et al. · Long Papers · 🏆 Outstanding Paper Award*4 citations*
48. **[Improving Pretraining Techniques for Code-Switched NLP](https://aclanthology.org/2023.acl-long.66/)**Richeek Das, Sahasra Ranjan, Shreya Pathak et al. · Long Papers · 🏆 Outstanding Paper Award*4 citations*
49. **[Small Data, Big Impact: Leveraging Minimal Data for Effective Machine Translation](https://aclanthology.org/2023.acl-long.154/)**Jean Maillard, Cynthia Gao, Elahe Kalbassi et al. · Long Papers · 🏆 Area Chair Award (Linguistic Diversity)*4 citations*
50. **[Faithful Low-Resource Data-to-Text Generation through Cycle Training](https://aclanthology.org/2023.acl-long.160/)**Zhuoer Wang, Marcus Collins, Nikhita Vedula et al. · Long Papers · 🏆 Outstanding Paper Award*3 citations*
51. **[Transfer and Active Learning for Dissonance Detection: Addressing the Rare-Class Challenge](https://aclanthology.org/2023.acl-long.665/)**Vasudha Varadarajan, Swanie Juhng, Syeda Mahwish et al. · Long Papers · 🏆 Outstanding Paper Award*3 citations*
52. **[The Mechanical Bard: An Interpretable Machine Learning Approach to Shakespearean Sonnet Generation](https://md.research.elamur.ai/free/en/papers/agnew-2023-mechanical-bard-interpretable-machine-learning/)**Edwin Agnew, Michelle Qiu, Lily Zhu et al. · Short Papers · 🏆 Outstanding Paper Award*2 citations · our summary*
53. **[Towards Zero-Shot Multilingual Transfer for Code-Switched Responses](https://aclanthology.org/2023.acl-long.417/)**Ting-Wei Wu, Changsheng Zhao, Ernie Chang et al. · Long Papers · 🏆 Outstanding Paper Award*2 citations*
54. **[VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering](https://aclanthology.org/2023.acl-demo.17/)**Zijun Yao, Yuanyong Chen, Xin Lv et al. · System Demonstrations · 🏆 Demo Track: Best Paper Award*2 citations*
55. **[WikiBio: a Semantic Resource for the Intersectional Analysis of Biographical Events](https://aclanthology.org/2023.acl-long.691/)**Marco Antonio Stranisci, Rossana Damiano, Enrico Mensa et al. · Long Papers · 🏆 Outstanding Paper Award*2 citations*
56. **[Exploring How Generative Adversarial Networks Learn Phonological Representations](https://aclanthology.org/2023.acl-long.175/)**Jingyi Chen, Micha Elsner · Long Papers · 🏆 Area Chair Award (Linguistic Theories, Cognitive Modeling, and Psycholinguistics)*1 citation*
57. **[disco: a toolkit for Distributional Control of Generative Models](https://aclanthology.org/2023.acl-demo.14/)**Germán Kruszewski, Jos Rozen, Marc Dymetman · System Demonstrations · 🏆 Demo Track: Outstanding Paper Award*1 citation*
58. **[CB2: Collaborative Natural Language Interaction Research Platform](https://aclanthology.org/2023.acl-demo.39/)**Jacob Sharf, Mustafa Omer Gul, Yoav Artzi · System Demonstrations · 🏆 Demo Track: Outstanding Paper Award
59. **[Compositional Generalization without Trees using Multiset Tagging and Latent Permutations](https://aclanthology.org/2023.acl-long.810/)**Matthias Lindemann, Alexander Koller, Ivan Titov · Long Papers · 🏆 Outstanding Paper Award
60. **[How-to Guides for Specific Audiences: A Corpus and Initial Findings](https://aclanthology.org/2023.acl-srw.46/)**Nicola Fanton, Agnieszka Falenska, Michael Roth · Student Research Workshop · 🏆 SRW Best Paper Award
61. **[Is a Knowledge-based Response Engaging?: An Analysis on Knowledge-Grounded Dialogue with Information Source Annotation](https://aclanthology.org/2023.acl-srw.34/)**Takashi Kodama, Hirokazu Kiyomaru, Yin Jou Huang et al. · Student Research Workshop · 🏆 SRW Best Paper Award
62. **[Resolving Indirect Referring Expressions for Entity Selection](https://aclanthology.org/2023.acl-long.688/)**Mohammad Javad Hosseini, Filip Radlinski, Silvia Pareti et al. · Long Papers · 🏆 Area Chair Award (Discourse and Pragmatics)

## Most cited papers

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

1. **[Self-Instruct: Aligning Language Models with Self-Generated Instructions](https://aclanthology.org/2023.acl-long.754/)**Yizhong Wang, Yeganeh Kordi, Swaroop Mishra et al. · Long Papers*679 citations*
2. **[Crosslingual Generalization through Multitask Finetuning](https://aclanthology.org/2023.acl-long.891/)**Niklas Muennighoff, Thomas Wang, Lintang Sutawika et al. · Long Papers*349 citations*
3. **[Precise Zero-Shot Dense Retrieval without Relevance Labels](https://md.research.elamur.ai/free/en/papers/gao-2022-precise-zero-shot-dense-retrieval/)**Luyu Gao, Xueguang Ma, Jimmy Lin et al. · Long Papers*342 citations · our summary*
4. **[Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models](https://aclanthology.org/2023.acl-long.147/)**Lei Wang, Wanyu Xu, Yihuai Lan et al. · Long Papers*332 citations*
5. **[Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions](https://md.research.elamur.ai/free/en/papers/trivedi-2022-interleaving-retrieval-chain-thought-reasoning/)**Harsh Trivedi, Niranjan Balasubramanian, Tushar Khot et al. · Long Papers*323 citations · our summary*
6. **[Can Large Language Models Be an Alternative to Human Evaluations?](https://aclanthology.org/2023.acl-long.870/)**Cheng-Han Chiang, Hung-yi Lee · Long Papers*317 citations*
7. **[When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories](https://aclanthology.org/2023.acl-long.546/)**Alex Mallen, Akari Asai, Victor Zhong et al. · Long Papers*314 citations*
8. **[Revisiting Relation Extraction in the era of Large Language Models](https://aclanthology.org/2023.acl-long.868/)**Somin Wadhwa, Silvio Amir, Byron Wallace · Long Papers*192 citations*
9. **[ConFEDE: Contrastive Feature Decomposition for Multimodal Sentiment Analysis](https://aclanthology.org/2023.acl-long.421/)**Jiuding Yang, Yakun Yu, Di Niu et al. · Long Papers*173 citations*
10. **[DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models](https://aclanthology.org/2023.acl-long.51/)**Zijie J. Wang, Evan Montoya, David Munechika et al. · Long Papers*171 citations*

## All accepted papers (1,249)

The most cited first; 84 with our summary link to their page here, the others to the original.

1. **[Self-Instruct: Aligning Language Models with Self-Generated Instructions](https://aclanthology.org/2023.acl-long.754/)**Yizhong Wang, Yeganeh Kordi, Swaroop Mishra et al. · Long Papers*679 citations*
2. **[Crosslingual Generalization through Multitask Finetuning](https://aclanthology.org/2023.acl-long.891/)**Niklas Muennighoff, Thomas Wang, Lintang Sutawika et al. · Long Papers*349 citations*
3. **[Precise Zero-Shot Dense Retrieval without Relevance Labels](https://md.research.elamur.ai/free/en/papers/gao-2022-precise-zero-shot-dense-retrieval/)**Luyu Gao, Xueguang Ma, Jimmy Lin et al. · Long Papers*342 citations · our summary*
4. **[Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models](https://aclanthology.org/2023.acl-long.147/)**Lei Wang, Wanyu Xu, Yihuai Lan et al. · Long Papers*332 citations*
5. **[Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions](https://md.research.elamur.ai/free/en/papers/trivedi-2022-interleaving-retrieval-chain-thought-reasoning/)**Harsh Trivedi, Niranjan Balasubramanian, Tushar Khot et al. · Long Papers*323 citations · our summary*
6. **[Can Large Language Models Be an Alternative to Human Evaluations?](https://aclanthology.org/2023.acl-long.870/)**Cheng-Han Chiang, Hung-yi Lee · Long Papers*317 citations*
7. **[When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories](https://aclanthology.org/2023.acl-long.546/)**Alex Mallen, Akari Asai, Victor Zhong et al. · Long Papers*314 citations*
8. **[Revisiting Relation Extraction in the era of Large Language Models](https://aclanthology.org/2023.acl-long.868/)**Somin Wadhwa, Silvio Amir, Byron Wallace · Long Papers*192 citations*
9. **[ConFEDE: Contrastive Feature Decomposition for Multimodal Sentiment Analysis](https://aclanthology.org/2023.acl-long.421/)**Jiuding Yang, Yakun Yu, Di Niu et al. · Long Papers*173 citations*
10. **[DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models](https://aclanthology.org/2023.acl-long.51/)**Zijie J. Wang, Evan Montoya, David Munechika et al. · Long Papers*171 citations*
11. **[MathPrompter: Mathematical Reasoning using Large Language Models](https://md.research.elamur.ai/free/en/papers/imani-2023-mathprompter-mathematical-reasoning-large-language/)**Shima Imani, Liang Du, Harsh Shrivastava · Industry Track*151 citations · our summary*
12. **[Is GPT-3 a Good Data Annotator?](https://aclanthology.org/2023.acl-long.626/)**Bosheng Ding, Chengwei Qin, Linlin Liu et al. · Long Papers*149 citations*
13. **[From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models](https://md.research.elamur.ai/free/en/papers/feng-2023-pretraining-data-language-models-downstream/)**Shangbin Feng, Chan Young Park, Yuhan Liu et al. · Long Papers · 🏆 Best Paper Award*143 citations · our summary*
14. **[LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion](https://md.research.elamur.ai/free/en/papers/jiang-2023-llm-blender-ensembling-large-language/)**Dongfu Jiang, Xiang Ren, Bill Yuchen Lin · Long Papers*136 citations · our summary*
15. **[RARR: Researching and Revising What Language Models Say, Using Language Models](https://md.research.elamur.ai/free/en/papers/gao-2023-rarr-researching-revising-what-language/)**Luyu Gao, Zhuyun Dai, Panupong Pasupat et al. · Long Papers*134 citations · our summary*
16. **[Reasoning with Language Model Prompting: A Survey](https://aclanthology.org/2023.acl-long.294/)**Shuofei Qiao, Yixin Ou, Ningyu Zhang et al. · Long Papers*134 citations*
17. **[Large Language Models Are Reasoning Teachers](https://md.research.elamur.ai/free/en/papers/ho-2023-large-language-models-are-reasoning/)**Namgyu Ho, Laura Schmid, Se-Young Yun · Long Papers*127 citations · our summary*
18. **[Teaching Small Language Models to Reason](https://md.research.elamur.ai/free/en/papers/magister-2023-teaching-small-language-models-reason/)**Lucie Charlotte Magister, Jonathan Mallinson, Jakub Adamek et al. · Short Papers*120 citations · our summary*
19. **[What the DAAM: Interpreting Stable Diffusion Using Cross Attention](https://aclanthology.org/2023.acl-long.310/)**Raphael Tang, Linqing Liu, Akshat Pandey et al. · Long Papers · 🏆 Best Paper Award*118 citations*
20. **[Evaluating Open-Domain Question Answering in the Era of Large Language Models](https://md.research.elamur.ai/free/en/papers/kamalloo-2023-evaluating-open-domain-question-answering/)**Ehsan Kamalloo, Nouha Dziri, Charles Clarke et al. · Long Papers*116 citations · our summary*
21. **[Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models](https://md.research.elamur.ai/free/en/papers/cheng-2023-marked-personas-natural-language-prompts/)**Myra Cheng, Esin Durmus, Dan Jurafsky · Long Papers · 🏆 Social Impact Award*115 citations · our summary*
22. **[Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters](https://md.research.elamur.ai/free/en/papers/wang-2023-understanding-chain-thought-prompting-empirical/)**Boshi Wang, Sewon Min, Xiang Deng et al. · Long Papers*115 citations · our summary*
23. **[Large Language Models Meet NL2Code: A Survey](https://aclanthology.org/2023.acl-long.411/)**Daoguang Zan, Bei Chen, Fengji Zhang et al. · Long Papers*114 citations*
24. **[LIDA: A Tool for Automatic Generation of Grammar-Agnostic Visualizations and Infographics using Large Language Models](https://aclanthology.org/2023.acl-demo.11/)**Victor Dibia · System Demonstrations*113 citations*
25. **[Reasoning Implicit Sentiment with Chain-of-Thought Prompting](https://aclanthology.org/2023.acl-short.101/)**Hao Fei, Bobo Li, Qian Liu et al. · Short Papers*111 citations*

[See all 1,249 papers in ACL 2023 — accepted papers →](https://md.research.elamur.ai/free/en/venues/acl/2023/papers/)

## Papers with our summary in our library (84)

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

1. **[Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models](https://md.research.elamur.ai/free/en/papers/maaz-2023-video-chatgpt-towards-detailed-video/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Muhammad Maaz, Hanoona Rasheed, Salman Khan, et al.*2023 · 635 citations*
2. **[Large Language Models Are Reasoning Teachers](https://md.research.elamur.ai/free/en/papers/ho-2023-large-language-models-are-reasoning/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Namgyu Ho, Laura Schmid, Se-Young Yun*2023 · 368 citations*
3. **[Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor](https://md.research.elamur.ai/free/en/papers/honovich-2023-unnatural-instructions-tuning-language-models/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Or Honovich, Thomas Scialom, Omer Levy, et al.*2023 · 358 citations*
4. **[RARR: Researching and Revising What Language Models Say, Using Language Models](https://md.research.elamur.ai/free/en/papers/gao-2023-rarr-researching-revising-what-language/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Luyu Gao, Zhuyun Dai, Panupong Pasupat, et al.*2023 · 351 citations*
5. **[Teaching Small Language Models to Reason](https://md.research.elamur.ai/free/en/papers/magister-2023-teaching-small-language-models-reason/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Lucie Charlotte Magister, Jonathan Mallinson, Jakub Adamek, et al.*2023 · 340 citations*
6. **[LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion](https://md.research.elamur.ai/free/en/papers/jiang-2023-llm-blender-ensembling-large-language/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Dongfu Jiang, Xiang Ren, Bill Yuchen Lin*2023 · 314 citations*
7. **[From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models](https://md.research.elamur.ai/free/en/papers/feng-2023-pretraining-data-language-models-downstream/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Shangbin Feng, Chan Young Park, Yuhan Liu, et al.*2023 · 306 citations*
8. **[MathPrompter: Mathematical Reasoning using Large Language Models](https://md.research.elamur.ai/free/en/papers/imani-2023-mathprompter-mathematical-reasoning-large-language/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Shima Imani, Liang Du, Harsh Shrivastava*2023 · 298 citations*
9. **[AlignScore: Evaluating Factual Consistency with A Unified Alignment Function](https://md.research.elamur.ai/free/en/papers/zha-2023-alignscore-evaluating-factual-consistency-unified/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Yuheng Zha, Yichi Yang, Ruichen Li, et al.*2023 · 280 citations*
10. **[Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters](https://md.research.elamur.ai/free/en/papers/wang-2023-understanding-chain-thought-prompting-empirical/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Boshi Wang, Sewon Min, Xiang Deng, et al.*2023 · 269 citations*
11. **[Having Beer after Prayer? Measuring Cultural Bias in Large Language Models](https://md.research.elamur.ai/free/en/papers/naous-2023-having-beer-after-prayer-measuring/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Tarek Naous, Michael J. Ryan, Alan Ritter, et al.*2023 · 268 citations*
12. **[The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variants](https://md.research.elamur.ai/free/en/papers/bandarkar-2023-belebele-benchmark-parallel-reading-comprehension/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Lucas Bandarkar, Davis Liang, Benjamin Muller, et al.*2023 · 259 citations*
13. **[Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models](https://md.research.elamur.ai/free/en/papers/cheng-2023-marked-personas-natural-language-prompts/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Myra Cheng, Esin Durmus, Dan Jurafsky*2023 · 236 citations*
14. **[Evaluating Open-Domain Question Answering in the Era of Large Language Models](https://md.research.elamur.ai/free/en/papers/kamalloo-2023-evaluating-open-domain-question-answering/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ehsan Kamalloo, Nouha Dziri, Charles Clarke, et al.*2023 · 233 citations*
15. **[Making Language Models Better Reasoners with Step-Aware Verifier](https://md.research.elamur.ai/free/en/papers/li-2023-making-language-models-better-reasoners/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Yifei Li, Zeqi Lin, Shizhuo Zhang, et al.*2023 · 216 citations*
16. **[On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning](https://md.research.elamur.ai/free/en/papers/shaikh-2023-second-thought-let-s-not/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Omar Shaikh, Hongxin Zhang, William Held, et al.*2023 · 180 citations*
17. **[Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic Languages](https://md.research.elamur.ai/free/en/papers/doddapaneni-2023-leaving-no-indic-language-behind/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Sumanth Doddapaneni, Rahul Aralikatte, Gowtham Ramesh, et al.*2023 · 174 citations*
18. **[LooGLE: Can Long-Context Language Models Understand Long Contexts?](https://md.research.elamur.ai/free/en/papers/li-2023-loogle-long-context-language-models/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Jiaqi Li, Mengmeng Wang, Zilong Zheng, et al.*2023 · 163 citations*
19. **[Fact-Checking Complex Claims with Program-Guided Reasoning](https://md.research.elamur.ai/free/en/papers/pan-2023-fact-checking-complex-claims-program/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Liangming Pan, Xiaobao Wu, Xinyuan Lu, et al.*2023 · 146 citations*
20. **[SCOTT: Self-Consistent Chain-of-Thought Distillation](https://md.research.elamur.ai/free/en/papers/wang-2023-scott-self-consistent-chain-thought/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Peifeng Wang, Zhengyang Wang, Zheng Li, et al.*2023 · 145 citations*
21. **[Unified Demonstration Retriever for In-Context Learning](https://md.research.elamur.ai/free/en/papers/li-2023-unified-demonstration-retriever-context-learning/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Xiaonan Li, Kai Lv, Hang Yan, et al.*2023 · 144 citations*
22. **[Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework](https://md.research.elamur.ai/free/en/papers/zhao-2023-verify-edit-knowledge-enhanced-chain/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ruochen Zhao, Xingxuan Li, Shafiq Joty, et al.*2023 · 144 citations*
23. **[Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions](https://md.research.elamur.ai/free/en/papers/chung-2023-increasing-diversity-while-maintaining-accuracy/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**John Chung, Ece Kamar, Saleema Amershi*2023 · 141 citations*
24. **[Diverse Demonstrations Improve In-context Compositional Generalization](https://md.research.elamur.ai/free/en/papers/levy-2023-diverse-demonstrations-improve-context-compositional/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Itay Levy, Ben Bogin, Jonathan Berant*2023 · 139 citations*
25. **[Symbolic Chain-of-Thought Distillation: Small Models Can Also “Think” Step-by-Step](https://md.research.elamur.ai/free/en/papers/li-2023-symbolic-chain-thought-distillation-small/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Liunian Harold Li, Jack Hessel, Youngjae Yu, et al.*2023 · 139 citations*

[See all 84 works in ACL 2023 — accepted papers →](https://md.research.elamur.ai/free/en/venues/acl/2023/works/)

## Top topics

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

[Language models & pretraining (28)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Reasoning (12)](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Sentiment & emotion (9)](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [English (9)](https://md.research.elamur.ai/free/en/topics/english/) · [Evaluation & benchmarks (7)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Question answering (5)](https://md.research.elamur.ai/free/en/topics/question-answering/) · [Bias, fairness & safety (4)](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [Discourse analysis (3)](https://md.research.elamur.ai/free/en/topics/discourse-analysis/) · [Machine translation (3)](https://md.research.elamur.ai/free/en/topics/machine-translation/) · [Information retrieval & search (3)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Vision & language (3)](https://md.research.elamur.ai/free/en/topics/multimodal/) · [Efficient models & compression (3)](https://md.research.elamur.ai/free/en/topics/efficient-models/) · [Coreference resolution (2)](https://md.research.elamur.ai/free/en/topics/coreference-resolution/) · [Multilingual & cross-lingual NLP (2)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Code & programming languages (2)](https://md.research.elamur.ai/free/en/topics/code-and-programming/)

**11 more topics**

[Implicature (1)](https://md.research.elamur.ai/free/en/topics/implicature/) · [Word sense disambiguation (1)](https://md.research.elamur.ai/free/en/topics/word-sense-disambiguation/) · [Dependency parsing (1)](https://md.research.elamur.ai/free/en/topics/dependency-parsing/) · [Summarization (1)](https://md.research.elamur.ai/free/en/topics/summarization/) · [Speech & spoken language (1)](https://md.research.elamur.ai/free/en/topics/speech/) · [Morphology (1)](https://md.research.elamur.ai/free/en/topics/morphology/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/) · [Semantic parsing & meaning representation (1)](https://md.research.elamur.ai/free/en/topics/semantic-parsing/) · [Psycholinguistics & language acquisition (1)](https://md.research.elamur.ai/free/en/topics/psycholinguistics/) · [Interpretability (1)](https://md.research.elamur.ai/free/en/topics/interpretability/) · [Historical linguistics & language change (1)](https://md.research.elamur.ai/free/en/topics/language-change/)

## Fields

[Computer Science (83)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (79)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Social Sciences (7)](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Neuroscience (3)](https://md.research.elamur.ai/free/en/shelves/neuroscience/) · [Psychology (3)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Biochemistry, Genetics and Molecular Biology (1)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Mathematics (1)](https://md.research.elamur.ai/free/en/shelves/mathematics/)

## Top authors

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

[🧑‍🔬**Xipeng Qiu**4 works here · 399 citations](https://md.research.elamur.ai/free/en/authors/xipeng-qiu/) · [🧑‍🔬**Xiang Ren**3 works here · 598 citations](https://md.research.elamur.ai/free/en/authors/xiang-ren/) · [🧑‍🔬**Luke Zettlemoyer**3 works here · 595 citations](https://md.research.elamur.ai/free/en/authors/luke-zettlemoyer/) · [🧑‍🔬**Sewon Min**3 works here · 473 citations](https://md.research.elamur.ai/free/en/authors/sewon-min/) · [🧑‍🔬**Yejin Choi**3 works here · 320 citations](https://md.research.elamur.ai/free/en/authors/yejin-choi/) · [🧑‍🔬**Diyi Yang**3 works here · 319 citations](https://md.research.elamur.ai/free/en/authors/diyi-yang/) · [🧑‍🔬**Or Honovich**2 works here · 442 citations](https://md.research.elamur.ai/free/en/authors/or-honovich/) · [🧑‍🔬**Yulia Tsvetkov**2 works here · 380 citations](https://md.research.elamur.ai/free/en/authors/yulia-tsvetkov/) · [🧑‍🔬**Wei Xu**2 works here · 371 citations](https://md.research.elamur.ai/free/en/authors/wei-xu/) · [🧑‍🔬**Jonathan Berant**2 works here · 268 citations](https://md.research.elamur.ai/free/en/authors/jonathan-berant/) · [🧑‍🔬**Hang Yan**2 works here · 253 citations](https://md.research.elamur.ai/free/en/authors/hang-yan/) · [🧑‍🔬**William Held**2 works here · 253 citations](https://md.research.elamur.ai/free/en/authors/william-held/)

## Top institutions

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

[🔬**Allen Institute for Artificial Intelligence** Seattle · United States 9 works here](https://md.research.elamur.ai/free/en/labs/allen-institute-for-artificial-intelligence/) · [🎓**University of Washington** Seattle · United States 8 works here](https://md.research.elamur.ai/free/en/universities/university-of-washington/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 6 works here](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/) · [🏢**Microsoft** Redmond · United States 5 works here](https://md.research.elamur.ai/free/en/companies/microsoft/) · [🏢**Google** Mountain View · United States 5 works here](https://md.research.elamur.ai/free/en/companies/google/) · [🎓**University of Southern California** Los Angeles · United States 4 works here](https://md.research.elamur.ai/free/en/universities/university-of-southern-california/) · [🎓**Georgia Institute of Technology** Atlanta · United States 4 works here](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🎓**University of California, Los Angeles** Los Angeles · United States 4 works here](https://md.research.elamur.ai/free/en/universities/university-of-california-los-angeles/) · [🎓**Tel Aviv University** Tel Aviv · Israel 4 works here](https://md.research.elamur.ai/free/en/universities/tel-aviv-university/) · [🎓**Fudan University** Shanghai · China 4 works here](https://md.research.elamur.ai/free/en/universities/fudan-university/) · [🎓**Stanford University** Stanford · United States 4 works here](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🏢**Amazon** Seattle · United States 3 works here](https://md.research.elamur.ai/free/en/companies/amazon/)

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

- [← previous ACL 2022](https://md.research.elamur.ai/free/en/venues/acl/2022/)
- [next → ACL 2024](https://md.research.elamur.ai/free/en/venues/acl/2024/)
- [↑ back to ACL](https://md.research.elamur.ai/free/en/venues/acl/)