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EMNLP 2024 — accepted papers

EMNLP 2024 is the 2024 edition of the Conference on Empirical Methods in Natural Language Processing (EMNLP), held in Miami, United States, 12–16 November 2024 (publisher: Association for Computational Linguistics). The ACL Anthology lists 1,447 papers of it in 4 tracks; our library holds 35 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

1,447papers in the proceedings 35works in our library 3,012citations of these works Miami, United Stateswhere it was held 12–16 November 2024when

Tracks

Main1,268Industry Track121System Demonstrations52Tutorial Abstracts6

Awards

As the ACL Anthology records them.

Are Large Language Models Capable of Generating Human-Level Narratives?Yufei Tian, Tenghao Huang, Miri Liu et al. · 🏆 Outstanding Paper Award30 citations
When Is Multilinguality a Curse? Language Modeling for 250 High- and Low-Resource LanguagesTyler A. Chang, Catherine Arnett, Zhuowen Tu et al. · 🏆 Outstanding Paper Award24 citations · our summary
Towards Robust Speech Representation Learning for Thousands of LanguagesWilliam Chen, Wangyou Zhang, Yifan Peng et al. · 🏆 Best Paper Award20 citations
A User-Centric Multi-Intent Benchmark for Evaluating Large Language ModelsJiayin Wang, Fengran Mo, Weizhi Ma et al. · 🏆 Resource Paper Award17 citations
Language Models Learn Rare Phenomena from Less Rare Phenomena: The Case of the Missing AANNsKanishka Misra, Kyle Mahowald · 🏆 Outstanding Paper Award17 citations
The Zeno's Paradox of `Low-Resource' LanguagesHellina Hailu Nigatu, Atnafu Lambebo Tonja, Benjamin Rosman et al. · 🏆 Outstanding Paper Award14 citations
Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem ProvingXin Quan, Marco Valentino, Louise A. Dennis et al. · 🏆 Outstanding Paper Award13 citations
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge GraphsSimone Conia, Daniel Lee, Min Li et al. · 🏆 Outstanding Paper Award12 citations
Fool Me Once? Contrasting Textual and Visual Explanations in a Clinical Decision-Support SettingMaxime Kayser, Bayar Menzat, Cornelius Emde et al. · 🏆 Outstanding Paper Award11 citations
KidLM: Advancing Language Models for Children – Early Insights and Future DirectionsMir Tafseer Nayeem, Davood Rafiei · 🏆 Resource Paper Award11 citations
GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity TheoryWei Fan, Haoran Li, Zheye Deng et al. · 🏆 Outstanding Paper Award10 citations
Threshold-driven Pruning with Segmented Maximum Term Weights for Approximate Cluster-based Sparse RetrievalYifan Qiao, Parker Carlson, Shanxiu He et al. · 🏆 Outstanding Paper Award10 citations
sign.mt: Real-Time Multilingual Sign Language Translation ApplicationAmit Moryossef · System Demonstrations · 🏆 Outstanding Demo Paper Award9 citations
An image speaks a thousand words, but can everyone listen? On image transcreation for cultural relevanceSimran Khanuja, Sathyanarayanan Ramamoorthy, Yueqi Song et al. · 🏆 Best Paper Award8 citations
Pretraining Data Detection for Large Language Models: A Divergence-based Calibration MethodWeichao Zhang, Ruqing Zhang, Jiafeng Guo et al. · 🏆 Best Paper Award8 citations
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsSumanth Doddapaneni, Mohammed Safi Ur Rahman Khan, Sshubam Verma et al. · 🏆 Outstanding Paper Award7 citations
Fishing for Magikarp: Automatically Detecting Under-trained Tokens in Large Language ModelsSander Land, Max Bartolo · 🏆 Outstanding Paper Award7 citations
Twists, Humps, and Pebbles: Multilingual Speech Recognition Models Exhibit Gender Performance GapsGiuseppe Attanasio, Beatrice Savoldi, Dennis Fucci et al. · 🏆 Social Impact Paper Award6 citations
Backward Lens: Projecting Language Model Gradients into the Vocabulary SpaceShahar Katz, Yonatan Belinkov, Mor Geva et al. · 🏆 Best Paper Award5 citations
Do LLMs Plan Like Human Writers? Comparing Journalist Coverage of Press Releases with LLMsAlexander Spangher, Nanyun Peng, Sebastian Gehrmann et al. · 🏆 Outstanding Paper Award4 citations
OpenOmni: A Collaborative Open Source Tool for Building Future-Ready Multimodal Conversational AgentsQiang Sun, Yuanyi Luo, Sirui Li et al. · System Demonstrations · 🏆 Best Demo Paper Award4 citations
SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research RepositoriesBen Bogin, Kejuan Yang, Shashank Gupta et al. · 🏆 Outstanding Paper Award4 citations
CoGen: Learning from Feedback with Coupled Comprehension and GenerationMustafa Omer Gul, Yoav Artzi · 🏆 Best Paper Award2 citations
Learning to Retrieve Iteratively for In-Context LearningYunmo Chen, Tongfei Chen, Harsh Jhamtani et al. · 🏆 Outstanding Paper Award2 citations
Measuring Psychological Depth in Language ModelsFabrice Y Harel-Canada, Hanyu Zhou, Sreya Muppalla et al. · 🏆 Outstanding Paper Award2 citations
OATH-Frames: Characterizing Online Attitudes Towards Homelessness with LLM AssistantsJaspreet Ranjit, Brihi Joshi, Rebecca Dorn et al. · 🏆 Outstanding Paper Award2 citations
Formality is Favored: Unraveling the Learning Preferences of Large Language Models on Data with Conflicting KnowledgeJiahuan Li, Yiqing Cao, Shujian Huang et al. · 🏆 Outstanding Paper Award1 citation
Learning Planning-based Reasoning by Trajectories Collection and Process Reward SynthesizingFangkai Jiao, Chengwei Qin, Zhengyuan Liu et al. · 🏆 Outstanding Paper Award1 citation
What the Harm? Quantifying the Tangible Impact of Gender Bias in Machine Translation with a Human-centered StudyBeatrice Savoldi, Sara Papi, Matteo Negri et al. · 🏆 Social Impact Paper Award1 citation
Which questions should I answer? Salience Prediction of Inquisitive QuestionsYating Wu, Ritika Mangla, Alexandros G. Dimakis et al. · 🏆 Outstanding Paper Award1 citation
DEM: Distribution Edited Model for Training with Mixed Data DistributionsDhananjay Ram, Aditya Rawal, Momchil Hardalov et al. · 🏆 Special Theme Paper Award
STOP! Benchmarking Large Language Models with Sensitivity Testing on Offensive ProgressionsRobert Morabito, Sangmitra Madhusudan, Tyler McDonald et al. · 🏆 Social Impact Paper Award
Words Worth a Thousand Pictures: Measuring and Understanding Perceptual Variability in Text-to-Image GenerationRaphael Tang, Crystina Zhang, Lixinyu Xu et al. · 🏆 Outstanding Paper Award

Most cited papers

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

A Survey on In-context LearningQingxiu Dong, Lei Li, Damai Dai et al.632 citations
Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionBin Lin, Yang Ye, Bin Zhu et al.424 citations · our summary
Encouraging Divergent Thinking in Large Language Models through Multi-Agent DebateTian Liang, Zhiwei He, Wenxiang Jiao et al.309 citations · our summary
Large Language Models for Data Annotation and Synthesis: A SurveyZhen Tan, Dawei Li, Song Wang et al.169 citations · our summary
Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMsOded Ovadia, Menachem Brief, Moshik Mishaeli et al.137 citations · our summary
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph ConstructionBowen Zhang, Harold Soh124 citations
ORPO: Monolithic Preference Optimization without Reference ModelJiwoo Hong, Noah Lee, James Thorne111 citations
Searching for Best Practices in Retrieval-Augmented GenerationXiaohua Wang, Zhenghua Wang, Xuan Gao et al.111 citations
mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text RetrievalXin Zhang, Yanzhao Zhang, Dingkun Long et al. · Industry Track100 citations · our summary
LawBench: Benchmarking Legal Knowledge of Large Language ModelsZhiwei Fei, Xiaoyu Shen, Dawei Zhu et al.90 citations

All accepted papers (1,447)

The most cited first; 35 with our summary link to their page here, the others to the original.

A Survey on In-context LearningQingxiu Dong, Lei Li, Damai Dai et al.632 citations
Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionBin Lin, Yang Ye, Bin Zhu et al.424 citations · our summary
Encouraging Divergent Thinking in Large Language Models through Multi-Agent DebateTian Liang, Zhiwei He, Wenxiang Jiao et al.309 citations · our summary
Large Language Models for Data Annotation and Synthesis: A SurveyZhen Tan, Dawei Li, Song Wang et al.169 citations · our summary
Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMsOded Ovadia, Menachem Brief, Moshik Mishaeli et al.137 citations · our summary
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph ConstructionBowen Zhang, Harold Soh124 citations
ORPO: Monolithic Preference Optimization without Reference ModelJiwoo Hong, Noah Lee, James Thorne111 citations
Searching for Best Practices in Retrieval-Augmented GenerationXiaohua Wang, Zhenghua Wang, Xuan Gao et al.111 citations
mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text RetrievalXin Zhang, Yanzhao Zhang, Dingkun Long et al. · Industry Track100 citations · our summary
LawBench: Benchmarking Legal Knowledge of Large Language ModelsZhiwei Fei, Xiaoyu Shen, Dawei Zhu et al.90 citations
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?Zorik Gekhman, Gal Yona, Roee Aharoni et al.84 citations
Knowledge Conflicts for LLMs: A SurveyRongwu Xu, Zehan Qi, Zhijiang Guo et al.81 citations · our summary
Towards Injecting Medical Visual Knowledge into Multimodal LLMs at ScaleJunying Chen, Chi Gui, Ruyi Ouyang et al.74 citations
Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation ModelsYae Jee Cho, Luyang Liu, Zheng Xu et al.73 citations
Dense X Retrieval: What Retrieval Granularity Should We Use?Tong Chen, Hongwei Wang, Sihao Chen et al.72 citations · our summary
Humans or LLMs as the Judge? A Study on Judgement BiasGuiming Hardy Chen, Shunian Chen, Ziche Liu et al.70 citations · our summary
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language ModelsPeng Xia, Kangyu Zhu, Haoran Li et al.65 citations
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and RecommendationsMd Tahmid Rahman Laskar, Sawsan Alqahtani, M Saiful Bari et al.64 citations
LLM4Decompile: Decompiling Binary Code with Large Language ModelsHanzhuo Tan, Qi Luo, Jing Li et al.62 citations
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect DiscriminationEve Fleisig, Genevieve Smith, Madeline Bossi et al.59 citations
Roleplay-doh: Enabling Domain-Experts to Create LLM-simulated Patients via Eliciting and Adhering to PrinciplesRyan Louie, Ananjan Nandi, William Fang et al.59 citations
A Simple LLM Framework for Long-Range Video Question-AnsweringCe Zhang, Taixi Lu, Md Mohaiminul Islam et al.58 citations
Let Me Speak Freely? A Study On The Impact Of Format Restrictions On Large Language Model Performance.Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai et al. · Industry Track55 citations
Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language ModelsSeungone Kim, Juyoung Suk, Shayne Longpre et al.55 citations
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language ModelsWenhao Yu, Hongming Zhang, Xiaoman Pan et al.52 citations · our summary

See all 1,447 papers in EMNLP 2024 — accepted papers →

Papers with our summary in our library (35)

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

See all 35 works in EMNLP 2024 — accepted papers →

Top topics

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

Language models & pretraining (19) Information retrieval & search (5) Machine translation (3) Evaluation & benchmarks (3) Multilingual & cross-lingual NLP (2) Low-resource languages (2) Psycholinguistics & language acquisition (2) Tokenization & segmentation (2) English (2) Discourse analysis (1) Coreference resolution (1) Dependency parsing (1) Universal Dependencies (1) Question answering (1) Text generation (1)

2 more topics

Vision & language (1) Efficient models & compression (1)

Fields

Arts and Humanities (35) Computer Science (34) Social Sciences (4) Neuroscience (2) Psychology (1)

Top authors

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

🧑‍🔬Dong Yu2 works here · 291 citations 🧑‍🔬Hongming Zhang2 works here · 291 citations 🧑‍🔬Hongwei Wang2 works here · 291 citations 🧑‍🔬Kaixin Ma2 works here · 291 citations 🧑‍🔬Wenhao Yu2 works here · 291 citations 🧑‍🔬Baosong Yang1 work here · 236 citations 🧑‍🔬Dingkun Long1 work here · 236 citations 🧑‍🔬Fei Huang1 work here · 236 citations 🧑‍🔬Huan Lin1 work here · 236 citations 🧑‍🔬Jialong Tang1 work here · 236 citations 🧑‍🔬Meishan Zhang1 work here · 236 citations 🧑‍🔬Pengjun Xie1 work here · 236 citations

Top institutions

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

🎓Chinese University of Hong KongHong Kong ·

China4 works here 🎓University of WashingtonSeattle ·

United States3 works here 🎓University of CambridgeCambridge ·

United Kingdom3 works here 🎓University of CopenhagenCopenhagen ·

Denmark2 works here 🏢MicrosoftRedmond ·

United States2 works here 🏢GoogleMountain View ·

United States2 works here 🏢Nvidia (United Kingdom)Reading ·

United Kingdom2 works here 🎓Hong Kong Polytechnic UniversityHong Kong ·

China2 works here 🎓Hong Kong University of Science and TechnologyHong Kong ·

China2 works here 🎓Peking UniversityBeijing ·

China2 works here 🎓Fudan UniversityShanghai ·

China2 works here 🎓University of Illinois ChicagoChicago ·

United States2 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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