---
title: "EMNLP 2025 — accepted papers — Elamur Research"
description: "EMNLP 2025 — accepted papers: 19 papers in the Elamur Research library (Suzhou, China), with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/emnlp/2025/"
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# EMNLP 2025 — accepted papers

EMNLP 2025 is the 2025 edition of the Conference on Empirical Methods in Natural Language Processing (EMNLP), held in Suzhou, China, 4–9 November 2025 (publisher: Association for Computational Linguistics). The ACL Anthology lists 2,086 papers of it in 4 tracks; our library holds 19 with our summaries. Below: its awards, the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

[**2,086** papers in the proceedings](#all) · [**19** works in our library](https://md.research.elamur.ai/free/en/venues/emnlp/2025/#works) · [**1,330** citations of these works](https://md.research.elamur.ai/free/en/venues/emnlp/2025/#works)**Suzhou, China** where it was held**4–9 November 2025** when

## Tracks

Main 1,809Industry Track 193System Demonstrations 77Tutorial Abstracts 7

## Awards

As the ACL Anthology records them.

1. **[Mind the Value-Action Gap: Do LLMs Act in Alignment with Their Values?](https://aclanthology.org/2025.emnlp-main.154/)**Hua Shen, Nicholas Clark, Tanu Mitra · 🏆 Outstanding Paper*7 citations*
2. **[ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks](https://aclanthology.org/2025.emnlp-main.808/)**Heng Zhou, Hejia Geng, Xiangyuan Xue et al. · 🏆 SAC Highlight Award*7 citations*
3. **[AccessEval: Benchmarking Disability Bias in Large Language Models](https://aclanthology.org/2025.emnlp-main.1653/)**Srikant Panda, Amit Agarwal, Hitesh Laxmichand Patel · 🏆 Social Impact Award*6 citations*
4. **[Mind the Blind Spots: A Focus-Level Evaluation Framework for LLM Reviews](https://aclanthology.org/2025.emnlp-main.1805/)**Hyungyu Shin, Jingyu Tang, Yoonjoo Lee et al. · 🏆 SAC Highlight Award*5 citations*
5. **[Generative or Discriminative? Revisiting Text Classification in the Era of Transformers](https://aclanthology.org/2025.emnlp-main.486/)**Siva Rajesh Kasa, Karan Gupta, Sumegh Roychowdhury et al. · 🏆 Outstanding Paper*4 citations*
6. **[Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps](https://aclanthology.org/2025.emnlp-main.504/)**Martin Tutek, Fateme Hashemi Chaleshtori, Ana Marasovic et al. · 🏆 Outstanding Paper*4 citations*
7. **[Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild](https://aclanthology.org/2025.emnlp-main.852/)**Sheshera Mysore, Debarati Das, Hancheng Cao et al. · 🏆 SAC Highlight Award*4 citations*
8. **[ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning](https://aclanthology.org/2025.emnlp-main.1344/)**Yu Sun, Xingyu Qian, Weiwen Xu et al. · 🏆 SAC Highlight Award*4 citations*
9. **[Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction](https://aclanthology.org/2025.emnlp-main.569/)**Huanxin Sheng, Xinyi Liu, Hangfeng He et al. · 🏆 SAC Highlight Award*3 citations*
10. **[Comparing human and LLM politeness strategies in free production](https://md.research.elamur.ai/free/en/papers/zhao-2025-comparing-human-llm-politeness-strategies/)**Haoran Zhao, Robert D. Hawkins · 🏆 SAC Highlight Award*3 citations · our summary*
11. **[Estimating LLM Consistency: A User Baseline vs Surrogate Metrics](https://aclanthology.org/2025.emnlp-main.1554/)**Xiaoyuan Wu, Weiran Lin, Omer Akgul et al. · 🏆 SAC Highlight Award*3 citations*
12. **[Tokenization and Representation Biases in Multilingual Models on Dialectal NLP Tasks](https://aclanthology.org/2025.emnlp-main.1224/)**Vani Kanjirangat, Tanja Samardzic, Ljiljana Dolamic et al. · 🏆 SAC Highlight Award*3 citations*
13. **[Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations](https://aclanthology.org/2025.emnlp-main.187/)**Ziwei Ji, Lei Yu, Yeskendir Koishekenov et al. · 🏆 SAC Highlight Award*2 citations*
14. **[Cardiverse: Harnessing LLMs for Novel Card Game Prototyping](https://aclanthology.org/2025.emnlp-main.1511/)**Danrui Li, Sen Zhang, Samuel S. Sohn et al. · 🏆 SAC Highlight Award*2 citations*
15. **[Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions](https://md.research.elamur.ai/free/en/papers/boguraev-2025-causal-interventions-reveal-shared-structure/)**Sasha Boguraev, Christopher Potts, Kyle Mahowald · 🏆 Outstanding Paper*2 citations · our summary*
16. **[Collab-Overcooked: Benchmarking and Evaluating Large Language Models as Collaborative Agents](https://aclanthology.org/2025.emnlp-main.249/)**Haochen Sun, Shuwen Zhang, Lujie Niu et al. · 🏆 SAC Highlight Award*2 citations*
17. **[HMoE: Heterogeneous Mixture of Experts for Language Modeling](https://aclanthology.org/2025.emnlp-main.1115/)**An Wang, Xingwu Sun, Ruobing Xie et al. · 🏆 SAC Highlight Award*2 citations*
18. **[To Mask or to Mirror: Human-AI Alignment in Collective Reasoning](https://aclanthology.org/2025.emnlp-main.122/)**Crystal Qian, Aaron T Parisi, Clémentine Bouleau et al. · 🏆 SAC Highlight Award*2 citations*
19. **[Aligning Text/Speech Representations from Multimodal Models with MEG Brain Activity During Listening](https://aclanthology.org/2025.emnlp-main.1748/)**Padakanti Srijith, Khushbu Pahwa, Radhika Mamidi et al. · 🏆 SAC Highlight Award*1 citation*
20. **[DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement](https://aclanthology.org/2025.emnlp-main.398/)**Shaoqing Lin, Chong Teng, Fei Li et al. · 🏆 Outstanding Paper*1 citation*
21. **[Infini-gram mini: Exact n-gram Search at the Internet Scale with FM-Index](https://aclanthology.org/2025.emnlp-main.1268/)**Hao Xu, Jiacheng Liu, Yejin Choi et al. · 🏆 Best Paper*1 citation*
22. **[Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations](https://aclanthology.org/2025.emnlp-main.1790/)**Linyang He, Qiaolin Wang, Xilin Jiang et al. · 🏆 SAC Highlight Award*1 citation*
23. **[LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference](https://aclanthology.org/2025.emnlp-main.1728/)**Pingjun Hong, Beiduo Chen, Siyao Peng et al. · 🏆 SAC Highlight Award*1 citation*
24. **[MAviS: A Multimodal Conversational Assistant For Avian Species](https://aclanthology.org/2025.emnlp-main.1455/)**Yevheniia Kryklyvets, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly et al. · 🏆 SAC Highlight Award*1 citation*
25. **[NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery](https://aclanthology.org/2025.emnlp-main.1715/)**Minki Hong, Jangho Choi, Jihie Kim · 🏆 SAC Highlight Award*1 citation*
26. **[RALS: Resources and Baselines for Romanian Automatic Lexical Simplification](https://aclanthology.org/2025.emnlp-main.1603/)**Fabian Anghel, Petru Theodor Cristea, Claudiu Creangă et al. · 🏆 SAC Highlight Award*1 citation*
27. **[AMACE: Automatic Multi-Agent Chart Evolution for Iteratively Tailored Chart Generation](https://aclanthology.org/2025.emnlp-main.1089/)**Hyuk Namgoong, Jeesu Jung, Hyeonseok Kang et al. · 🏆 SAC Highlight Award
28. **[AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images](https://aclanthology.org/2025.emnlp-main.417/)**Tarun Tater, Diego Frassinelli, Sabine Schulte im Walde · 🏆 SAC Highlight Award
29. **[Autoformalization in the Wild: Assessing LLMs on Real-World Mathematical Definitions](https://aclanthology.org/2025.emnlp-main.90/)**Lan Zhang, Marco Valentino, Andre Freitas · 🏆 Best Resource Paper
30. **[Beyond WER: Probing Whisper's Sub-token Decoder Across Diverse Language Resource Levels](https://aclanthology.org/2025.emnlp-main.1591/)**Siyu Liang, Nicolas Ballier, Gina-Anne Levow et al. · 🏆 SAC Highlight Award
31. **[Constructions are Revealed in Word Distributions](https://aclanthology.org/2025.emnlp-main.108/)**Joshua Rozner, Leonie Weissweiler, Kyle Mahowald et al. · 🏆 SAC Highlight Award
32. **[Detecting Legal Citations in United Kingdom Court Judgments](https://aclanthology.org/2025.emnlp-main.1361/)**Holli Sargeant, Andreas Östling, Måns Magnusson · 🏆 SAC Highlight Award
33. **[Discriminating Form and Meaning in Multilingual Models with Minimal-Pair ABX Tasks](https://aclanthology.org/2025.emnlp-main.1210/)**Maureen de Seyssel, Jie Chi, Skyler Seto et al. · 🏆 SAC Highlight Award
34. **[FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks](https://aclanthology.org/2025.emnlp-main.1772/)**Tanawan Premsri, Parisa Kordjamshidi · 🏆 SAC Highlight Award
35. **[GATEAU: Selecting Influential Samples for Long Context Alignment](https://aclanthology.org/2025.emnlp-main.375/)**Shuzheng Si, Haozhe Zhao, Gang Chen et al. · 🏆 SAC Highlight Award
36. **[InterIDEAS: Philosophical Intertextuality via LLMs](https://aclanthology.org/2025.emnlp-main.1180/)**Yue Yang, Yinzhi Xu, Chenghao Huang et al. · 🏆 Best Special Theme Paper
37. **[Lemmatization of Polish Multi-word Expressions](https://aclanthology.org/2025.emnlp-main.1126/)**Magdalena Król, Aleksander Smywiński-Pohl, Zbigniew Kaleta et al. · 🏆 SAC Highlight Award
38. **[Liaozhai through the Looking-Glass: On Paratextual Explicitation of Culture-Bound Terms in Machine Translation](https://aclanthology.org/2025.emnlp-main.1744/)**Sherrie Shen, Weixuan Wang, Alexandra Birch · 🏆 SAC Highlight Award
39. **[LingGym: How Far Are LLMs from Thinking Like Field Linguists?](https://aclanthology.org/2025.emnlp-main.69/)**Changbing Yang, Franklin Ma, Freda Shi et al. · 🏆 Outstanding Paper
40. **[MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning](https://aclanthology.org/2025.emnlp-main.882/)**Jingyan Shen, Jiarui Yao, Rui Yang et al. · 🏆 Outstanding Paper
41. **[PAFT: Prompt-Agnostic Fine-Tuning](https://aclanthology.org/2025.emnlp-main.37/)**Chenxing Wei, Mingwen Ou, Ying He et al. · 🏆 SAC Highlight Award
42. **[PSET: a Phonetics-Semantics Evaluation Testbed](https://aclanthology.org/2025.emnlp-main.373/)**Gianluca Sperduti, Dong Nguyen · 🏆 SAC Highlight Award
43. **[Quantifying Language Disparities in Multilingual Large Language Models](https://aclanthology.org/2025.emnlp-main.199/)**Songbo Hu, Ivan Vulić, Anna Korhonen · 🏆 SAC Highlight Award
44. **[Randomly Removing 50% of Dimensions in Text Embeddings has Minimal Impact on Retrieval and Classification Tasks](https://aclanthology.org/2025.emnlp-main.1410/)**Sotaro Takeshita, Yurina Takeshita, Daniel Ruffinelli et al. · 🏆 People's Choice Award
45. **[Think in Safety: Unveiling and Mitigating Safety Alignment Collapse in Multimodal Large Reasoning Model](https://aclanthology.org/2025.emnlp-main.261/)**Xinyue Lou, You Li, Jinan Xu et al. · 🏆 SAC Highlight Award
46. **[Whisper-UT: A Unified Translation Framework for Speech and Text](https://aclanthology.org/2025.emnlp-main.148/)**Cihan Xiao, Matthew Wiesner, Debashish Chakraborty et al. · 🏆 SAC Highlight Award
47. **[Who Holds the Pen? Caricature and Perspective in LLM Retellings of History](https://aclanthology.org/2025.emnlp-main.996/)**Lubna Zahan Lamia, Mabsur Fatin Bin Hossain, Md Mosaddek Khan · 🏆 SAC Highlight Award

## Most cited papers

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

1. **[From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge](https://aclanthology.org/2025.emnlp-main.138/)**Dawei Li, Bohan Jiang, Liangjie Huang et al.*111 citations*
2. **[s1: Simple test-time scaling](https://md.research.elamur.ai/free/en/papers/muennighoff-2025-s1-simple-test-time-scaling/)**Niklas Muennighoff, Zitong Yang, Weijia Shi et al.*73 citations · our summary*
3. **[Search-o1: Agentic Search-Enhanced Large Reasoning Models](https://md.research.elamur.ai/free/en/papers/li-2025-search-o1-agentic-search-enhanced/)**Xiaoxi Li, Guanting Dong, Jiajie Jin et al.*48 citations · our summary*
4. **[Depression Detection on Social Media with Large Language Models](https://aclanthology.org/2025.emnlp-industry.151/)**Xiaochong Lan, Zhiguang Han, Yiming Cheng et al. · Industry Track*39 citations*
5. **[MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models](https://aclanthology.org/2025.emnlp-main.143/)**Shrey Pandit, Jiawei Xu, Junyuan Hong et al.*28 citations*
6. **[Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities](https://aclanthology.org/2025.emnlp-main.1249/)**Chuangtao Ma, Yongrui Chen, Tianxing Wu et al.*27 citations*
7. **[OG-RAG: Ontology-grounded retrieval-augmented generation for large language models](https://md.research.elamur.ai/free/en/papers/sharma-2025-og-rag-ontology-grounded-retrieval/)**Kartik Sharma, Peeyush Kumar, Yunqing Li*25 citations · our summary*
8. **[Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey](https://aclanthology.org/2025.emnlp-main.40/)**Tianxin Xie, Yan Rong, Pengfei Zhang et al.*24 citations*
9. **[Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More](https://aclanthology.org/2025.emnlp-main.505/)**Zichen Wen, Yifeng Gao, Shaobo Wang et al.*22 citations*
10. **[A Systematic Survey of Automatic Prompt Optimization Techniques](https://aclanthology.org/2025.emnlp-main.1681/)**Kiran Ramnath, Kang Zhou, Sheng Guan et al.*21 citations*

## All accepted papers (2,086)

The most cited first; 19 with our summary link to their page here, the others to the original.

1. **[From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge](https://aclanthology.org/2025.emnlp-main.138/)**Dawei Li, Bohan Jiang, Liangjie Huang et al.*111 citations*
2. **[s1: Simple test-time scaling](https://md.research.elamur.ai/free/en/papers/muennighoff-2025-s1-simple-test-time-scaling/)**Niklas Muennighoff, Zitong Yang, Weijia Shi et al.*73 citations · our summary*
3. **[Search-o1: Agentic Search-Enhanced Large Reasoning Models](https://md.research.elamur.ai/free/en/papers/li-2025-search-o1-agentic-search-enhanced/)**Xiaoxi Li, Guanting Dong, Jiajie Jin et al.*48 citations · our summary*
4. **[Depression Detection on Social Media with Large Language Models](https://aclanthology.org/2025.emnlp-industry.151/)**Xiaochong Lan, Zhiguang Han, Yiming Cheng et al. · Industry Track*39 citations*
5. **[MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models](https://aclanthology.org/2025.emnlp-main.143/)**Shrey Pandit, Jiawei Xu, Junyuan Hong et al.*28 citations*
6. **[Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities](https://aclanthology.org/2025.emnlp-main.1249/)**Chuangtao Ma, Yongrui Chen, Tianxing Wu et al.*27 citations*
7. **[OG-RAG: Ontology-grounded retrieval-augmented generation for large language models](https://md.research.elamur.ai/free/en/papers/sharma-2025-og-rag-ontology-grounded-retrieval/)**Kartik Sharma, Peeyush Kumar, Yunqing Li*25 citations · our summary*
8. **[Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey](https://aclanthology.org/2025.emnlp-main.40/)**Tianxin Xie, Yan Rong, Pengfei Zhang et al.*24 citations*
9. **[Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More](https://aclanthology.org/2025.emnlp-main.505/)**Zichen Wen, Yifeng Gao, Shaobo Wang et al.*22 citations*
10. **[A Systematic Survey of Automatic Prompt Optimization Techniques](https://aclanthology.org/2025.emnlp-main.1681/)**Kiran Ramnath, Kang Zhou, Sheng Guan et al.*21 citations*
11. **[DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments](https://md.research.elamur.ai/free/en/papers/zheng-2025-deepresearcher-scaling-deep-research-reinforcement/)**Yuxiang Zheng, Dayuan Fu, Xiangkun Hu et al.*21 citations · our summary*
12. **[SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition](https://aclanthology.org/2025.emnlp-main.19/)**Zechen Li, Shohreh Deldari, Linyao Chen et al.*21 citations*
13. **[Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data](https://aclanthology.org/2025.emnlp-main.1247/)**Shenglai Zeng, Jiankun Zhang, Pengfei He et al.*20 citations*
14. **[Chat-Driven Text Generation and Interaction for Person Retrieval](https://aclanthology.org/2025.emnlp-main.266/)**Zequn Xie, Chuxin Wang, Yeqiang Wang et al.*19 citations*
15. **[Memory OS of AI Agent](https://aclanthology.org/2025.emnlp-main.1318/)**Jiazheng Kang, Mingming Ji, Zhe Zhao et al.*19 citations*
16. **[Alpha-GPT: Human-AI Interactive Alpha Mining for Quantitative Investment](https://aclanthology.org/2025.emnlp-demos.14/)**Saizhuo Wang, Hang Yuan, Leon Zhou et al. · System Demonstrations*17 citations*
17. **[CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation](https://md.research.elamur.ai/free/en/papers/shen-2025-codi-compressing-chain-thought-into/)**Zhenyi Shen, Hanqi Yan, Linhai Zhang et al.*17 citations · our summary*
18. **[MathTutorBench: A Benchmark for Measuring Open-ended Pedagogical Capabilities of LLM Tutors](https://aclanthology.org/2025.emnlp-main.11/)**Jakub Macina, Nico Daheim, Ido Hakimi et al.*17 citations*
19. **[Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance](https://aclanthology.org/2025.emnlp-main.1360/)**Omer Nahum, Nitay Calderon, Orgad Keller et al.*16 citations*
20. **[From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery](https://aclanthology.org/2025.emnlp-main.895/)**Tianshi Zheng, Zheye Deng, Hong Ting Tsang et al.*16 citations*
21. **[ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model](https://aclanthology.org/2025.emnlp-main.273/)**Zhongyi Zhou, Yichen Zhu, Minjie Zhu et al.*15 citations*
22. **[Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance](https://aclanthology.org/2025.emnlp-main.9/)**Branislav Pecher, Ivan Srba, Maria Bielikova*15 citations*
23. **[Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification](https://aclanthology.org/2025.emnlp-main.1771/)**Boyang Zhang, Yicong Tan, Yun Shen et al.*14 citations*
24. **[Can LLMs be Good Graph Judge for Knowledge Graph Construction?](https://aclanthology.org/2025.emnlp-main.554/)**Haoyu Huang, Chong Chen, Zeang Sheng et al.*14 citations*
25. **[TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning](https://aclanthology.org/2025.emnlp-main.710/)**Xiaohan Yu, Pu Jian, Chong Chen*14 citations*

[See all 2,086 papers in EMNLP 2025 — accepted papers →](https://md.research.elamur.ai/free/en/venues/emnlp/2025/papers/)

## Papers with our summary in our library (19)

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

1. **[s1: Simple test-time scaling](https://md.research.elamur.ai/free/en/papers/muennighoff-2025-s1-simple-test-time-scaling/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Niklas Muennighoff, Zitong Yang, Weijia Shi, et al.*2025 · 584 citations*
2. **[Search-o1: Agentic Search-Enhanced Large Reasoning Models](https://md.research.elamur.ai/free/en/papers/li-2025-search-o1-agentic-search-enhanced/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Xiaoxi Li, Guanting Dong, Jiajie Jin, et al.*2025 · 205 citations*
3. **[DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments](https://md.research.elamur.ai/free/en/papers/zheng-2025-deepresearcher-scaling-deep-research-reinforcement/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Yuxiang Zheng, Dayuan Fu, Xiangkun Hu, et al.*2025 · 108 citations*
4. **[TokenSkip: Controllable Chain-of-Thought Compression in LLMs](https://md.research.elamur.ai/free/en/papers/xia-2025-tokenskip-controllable-chain-thought-compression/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Heming Xia, Chak Tou Leong, Wenjie Wang, et al.*2025 · 105 citations*
5. **[CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation](https://md.research.elamur.ai/free/en/papers/shen-2025-codi-compressing-chain-thought-into/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Zhenyi Shen, Hanqi Yan, Linhai Zhang, et al.*2025 · 76 citations*
6. **[MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation](https://md.research.elamur.ai/free/en/papers/xuan-2025-mmlu-prox-multilingual-benchmark-advanced/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Weihao Xuan, Rui Yang, Heli Qi, et al.*2025 · 74 citations*
7. **[OG-RAG: Ontology-grounded retrieval-augmented generation for large language models](https://md.research.elamur.ai/free/en/papers/sharma-2025-og-rag-ontology-grounded-retrieval/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Kartik Sharma, Peeyush Kumar, Yunqing Li*2025 · 37 citations*
8. [**How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark**Minglai Yang, Ethan Huang, Liang Zhang, et al.*2025 · 24 citations*](https://md.research.elamur.ai/free/en/papers/yang-2025-llm-reasoning-distracted-irrelevant-context/)
9. **[Benchmarking LLMs for Translating Classical Chinese Poetry: Evaluating Adequacy, Fluency, and Elegance](https://md.research.elamur.ai/free/en/papers/chen-2025-benchmarking-llms-translating-classical-chinese/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Andong Chen, Lianzhang Lou, Kehai Chen, et al.*2025 · 18 citations*
10. [**Do Large Language Models Understand Word Senses?**Domenico Meconi, Simone Stirpe, Federico Martelli*2025 · 18 citations*](https://md.research.elamur.ai/free/en/papers/meconi-2025-llms-word-senses/)
11. **[TurBLiMP: A Turkish Benchmark of Linguistic Minimal Pairs](https://md.research.elamur.ai/free/en/papers/basar-2025-turblimp-turkish-benchmark-linguistic-minimal/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Ezgi Başar, Francesca Padovani, Jaap Jumelet, et al.*2025 · 14 citations*
12. [**Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions**Sasha Boguraev, Christopher Potts, Kyle Mahowald*2025 · 13 citations*](https://md.research.elamur.ai/free/en/papers/boguraev-2025-causal-interventions-reveal-shared-structure/)
13. **[SSA-COMET: Do LLMs Outperform Learned Metrics in Evaluating MT for Under-Resourced African Languages?](https://md.research.elamur.ai/free/en/papers/li-2025-ssa-comet-do-llms-outperform/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Senyu Li, Jiayi Wang, Felermino D. M. A. Ali, et al.*2025 · 13 citations*
14. **[Memorization or Reasoning? Exploring the Idiom Understanding of LLMs](https://md.research.elamur.ai/free/en/papers/kim-2025-memorization-or-reasoning-exploring-idiom/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Jisu Kim, Youngwoo Shin, Uiji Hwang, et al.*2025 · 11 citations*
15. **[Pragmatic Inference Chain (PIC) Improving LLMs' Reasoning of Authentic Implicit Toxic Language](https://md.research.elamur.ai/free/en/papers/chen-2025-pragmatic-inference-chain-pic-improving/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Xi Chen, Shuo Wang*2025 · 9 citations*
16. **[Child-Directed Language Does Not Consistently Boost Syntax Learning in Language Models](https://md.research.elamur.ai/free/en/papers/padovani-2025-child-directed-language-does-not/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Francesca Padovani, Jaap Jumelet, Yevgen Matusevych, et al.*2025 · 9 citations*
17. [**Comparing human and LLM politeness strategies in free production**Haoran Zhao, Robert D. Hawkins*2025 · 6 citations*](https://md.research.elamur.ai/free/en/papers/zhao-2025-comparing-human-llm-politeness-strategies/)
18. **[Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations](https://md.research.elamur.ai/free/en/papers/agarwal-2025-mechanisms-vs-outcomes-probing-syntax/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Ananth Agarwal, Jasper Jian, Christopher D Manning, et al.*2025 · 4 citations*
19. [**Lemmatization as a Classification Task: Results from Arabic across Multiple Genres**Mostafa Saeed, Nizar Habash*2025 · 2 citations*](https://md.research.elamur.ai/free/en/papers/saeed-2025-lemmatization-as-classification-task-results/)

## Top topics

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

[Language models & pretraining (10)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Reasoning (7)](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Evaluation & benchmarks (5)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [English (3)](https://md.research.elamur.ai/free/en/topics/english/) · [Syntax & grammar formalisms (2)](https://md.research.elamur.ai/free/en/topics/syntax-grammar/) · [Word sense disambiguation (1)](https://md.research.elamur.ai/free/en/topics/word-sense-disambiguation/) · [Machine translation (1)](https://md.research.elamur.ai/free/en/topics/machine-translation/) · [Multilingual & cross-lingual NLP (1)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Low-resource languages (1)](https://md.research.elamur.ai/free/en/topics/low-resource-languages/) · [Morphology (1)](https://md.research.elamur.ai/free/en/topics/morphology/) · [Knowledge graphs & ontologies (1)](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/) · [Information retrieval & search (1)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Psycholinguistics & language acquisition (1)](https://md.research.elamur.ai/free/en/topics/psycholinguistics/) · [Interpretability (1)](https://md.research.elamur.ai/free/en/topics/interpretability/)

**3 more topics**

[Bias, fairness & safety (1)](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [Efficient models & compression (1)](https://md.research.elamur.ai/free/en/topics/efficient-models/) · [Idioms & multiword expressions (1)](https://md.research.elamur.ai/free/en/topics/multiword-expressions/)

## Fields

[Arts and Humanities (19)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (17)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Neuroscience (1)](https://md.research.elamur.ai/free/en/shelves/neuroscience/)

## Top authors

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

[🧑‍🔬**Arianna Bisazza**2 works here · 23 citations](https://md.research.elamur.ai/free/en/authors/arianna-bisazza/) · [🧑‍🔬**Francesca Padovani**2 works here · 23 citations](https://md.research.elamur.ai/free/en/authors/francesca-padovani/) · [🧑‍🔬**Jaap Jumelet**2 works here · 23 citations](https://md.research.elamur.ai/free/en/authors/jaap-jumelet/) · [🧑‍🔬**Hannaneh Hajishirzi**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/hannaneh-hajishirzi/) · [🧑‍🔬**Li Fei-Fei**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/li-fei-fei/) · [🧑‍🔬**Luke Zettlemoyer**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/luke-zettlemoyer/) · [🧑‍🔬**Niklas Muennighoff**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/niklas-muennighoff/) · [🧑‍🔬**Percy Liang**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/percy-liang/) · [🧑‍🔬**Tatsunori Hashimoto**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/tatsunori-hashimoto/) · [🧑‍🔬**Weijia Shi**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/weijia-shi/) · [🧑‍🔬**Xiang Lisa Li**1 work here · 584 citations](https://md.research.elamur.ai/free/en/authors/xiang-lisa-li/) · [🧑‍🔬**Guanting Dong**1 work here · 205 citations](https://md.research.elamur.ai/free/en/authors/guanting-dong/)

## Top institutions

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

[🎓**Stanford University** Stanford · United States 4 works here](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🎓**University of Groningen** Groningen · Netherlands 2 works here](https://md.research.elamur.ai/free/en/universities/university-of-groningen/) · [🎓**Nanyang Technological University** Singapore · Singapore 2 works here](https://md.research.elamur.ai/free/en/universities/nanyang-technological-university/) · [🎓**University of Washington** Seattle · United States 2 works here](https://md.research.elamur.ai/free/en/universities/university-of-washington/) · [🎓**University College Dublin** Dublin · Ireland 1 work here](https://md.research.elamur.ai/free/en/universities/university-college-dublin/) · [🎓**Northwestern University** Evanston · United States 1 work here](https://md.research.elamur.ai/free/en/universities/northwestern-university/) · [🎓**University of Geneva** Geneva · Switzerland 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-geneva/) · [🎓**New York University Abu Dhabi** Abu Dhabi · United Arab Emirates 1 work here](https://md.research.elamur.ai/free/en/universities/new-york-university-abu-dhabi/) · [🏢**Microsoft** Redmond · United States 1 work here](https://md.research.elamur.ai/free/en/companies/microsoft/) · [🏢**Google** Mountain View · United States 1 work here](https://md.research.elamur.ai/free/en/companies/google/) · [🎓**Georgia Institute of Technology** Atlanta · United States 1 work here](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🎓**University of Arizona** Tucson · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-arizona/)

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

- [← previous EMNLP 2024](https://md.research.elamur.ai/free/en/venues/emnlp/2024/)
- [↑ back to EMNLP](https://md.research.elamur.ai/free/en/venues/emnlp/)