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Who cites Bilal Piot

2,809 citations of their works from 2,658 papers of our library (of the 149,439 whose bibliographies we read) · 666 with a page here, the most cited first · page 4 of 7 · 301–400 · ← Bilal Piot

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  1. POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL)Yichen Xu, Liangyu Chen, Liang Zhang, et al.2026 · 2 citations
  2. Preference Learning Unlocks LLMs' Psycho-Counseling SkillsFindings of the Association for Computational LinguisticsMian Zhang, Shaun M. Eack, Zhiyu Chen2026 · 2 citations
  3. promptolution: A Unified, Modular Framework for Prompt OptimizationConference of the European Chapter of the Association for Computational Linguistics (EACL)Tom Zehle, Timo Heiß, Moritz Schlager, et al.2026 · 2 citations
  4. Sculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge FrameworkFindings of the Association for Computational LinguisticsYibo Yan, Mingdong Ou, Yi Cao, et al.2026 · 2 citations
  5. Speculative Decoding with a Speculative VocabularyFindings of the Association for Computational LinguisticsMiles Williams, Young D. Kwon, Rui Li, et al.2026 · 2 citations
  6. State of the Art in Text Classification for South Slavic Languages: Fine-Tuning or Prompting?Shaping Multilingual, Multimodal AI for the Social Sciences and Humanities @ LRECTaja Kuzman Pungeršek, Peter Rupnik, Ivan Porupski, et al.2026 · 2 citations
  7. T-pro 2.0: An Efficient Russian Hybrid-Reasoning Model and PlaygroundConference of the European Chapter of the Association for Computational Linguistics (EACL)Dmitrii Stoianov, Danil Taranets, Olga Tsymboi, et al.2026 · 2 citations
  8. TechING: Towards Real World Technical Image Understanding via VLMsFindings of the Association for Computational LinguisticsTafazzul Nadeem, Bhavik Shangari, Manish Rai, et al.2026 · 2 citations
  9. Thunder-NUBench: A Benchmark for LLMs' Sentence-Level Negation UnderstandingFindings of the Association for Computational LinguisticsYeonkyoung So, Gyuseong Lee, Sungmok Jung, et al.2026 · 2 citations
  10. Tracking the evolution of LLM capabilities for Belarusian with OpenAI EvalsWorkshop on Language Models for Low-Resource LanguagesVladislav Poritski, Oksana Volchek, Maksim Aparovich, et al.2026 · 2 citations
  11. When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Francesco Ortu, Zhijing Jin, Diego Doimo, et al.2026 · 2 citations
  12. Which Works Best for Vietnamese? A Practical Study of Information Retrieval Methods across DomainsFindings of the Association for Computational LinguisticsLong S. T. Nguyen, Tho T. Quan2026 · 2 citations
  13. Why Do More Experts Fail? A Theoretical Analysis of Model MergingAnnual Meeting of the Association for Computational Linguistics (ACL)Zijing Wang, Xingle Xu, YongKang Liu, et al.2026 · 2 citations
  14. Adapting Falcon3-7B Language Model for Arabic: Methods, Challenges, and OutcomesArabic Natural Language Processing Conference (ArabicNLP)Basma El Amel Boussaha, Mohammed Alyafeai, Ahmed Alzubaidi, et al.2025 · 2 citations
  15. AraMinds at MAHED 2025: Leveraging Vision-Language Models and Contrastive Multi-task Learning for Multimodal Hate Speech DetectionArabic Natural Language Processing Conference (ArabicNLP)Mohamed Zaytoon, Ahmed Mahmoud Salem, Ahmed Sakr, et al.2025 · 2 citations
  16. Transforming Causal LLM into MLM Encoder for Detecting Social Media Manipulation in TelegramUkrainian Natural Language Processing WorkshopAnton Bazdyrev, Ivan Bashtovyi, Ivan Havlytskyi, et al.2025 · 2 citations
  17. Zero-Shot and Fine-Tuned Evaluation of Generative LLMs for Arabic Word Sense DisambiguationArabic Natural Language Processing Conference (ArabicNLP)Yossra Noureldien, Abdelrazig Mohamed, Farah Attallah2025 · 2 citations
  18. A Comprehensive Evaluation of Chain-of-Thought Faithfulness in Persian Classification TasksWorkshop on Language Models for Low-Resource LanguagesShakib Yazdani, Cristina España-Bonet, Eleftherios Avramidis, et al.2026 · 1 citation
  19. Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesFindings of the Association for Computational LinguisticsCollin Zhang, Tingwei Zhang, Vitaly Shmatikov2026 · 1 citation
  20. ADVICE: Answer-Dependent Verbalized Confidence EstimationAnnual Meeting of the Association for Computational Linguistics (ACL)KiJung Seo, Sehun Lim, Taeuk Kim2026 · 1 citation
  21. AICOE-Tredence at SemEval-2026 Task 11: Mitigating Content Bias in Syllogisms via Symbolic Logic-Language DecouplingInternational Workshop on Semantic Evaluation (SemEval)Rakshith R, Ankush Chopra2026 · 1 citation
  22. AMALIA: A Fully Open Large Language Model for European PortugueseInternational Conference on Computational Processing of PortugueseAfonso Simplício, Gonçalo Vinagre, Miguel Moura Ramos, et al.2026 · 1 citation
  23. Benchmarking Models for Low-Resource Nepali Event Extraction with Trigger Phrase Identification and Event ClassificationWorkshop on Event Extraction and Understanding: Challenges and ApplicationsSujal Maharjan, Astha Shrestha, Lakshmojee Koduru, et al.2026 · 1 citation
  24. Beyond Compromise: Pareto-Lenient Consensus for Efficient Multi-Preference LLM AlignmentFindings of the Association for Computational LinguisticsRenxuan Tan, Rongpeng Li, Zhifeng Zhao, et al.2026 · 1 citation
  25. Beyond Static Personas: Situational Personality Steering for Large Language ModelsFindings of the Association for Computational LinguisticsZesheng Wei, Mengxiang Li, Zilei Wang, et al.2026 · 1 citation
  26. Beyond Variance: Knowledge-Aware LLM Compression via Fisher-Aligned Subspace DiagnosticsAnnual Meeting of the Association for Computational Linguistics (ACL)Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma2026 · 1 citation
  27. BitBypass: A New Direction in Jailbreaking Aligned Large Language Models with Bitstream CamouflageFindings of the Association for Computational LinguisticsKalyan Nakka, Nitesh Saxena2026 · 1 citation
  28. CaseFacts: A Benchmark for Legal Fact-Checking and Precedent RetrievalAnnual Meeting of the Association for Computational Linguistics (ACL)Akshith Reddy Putta, Jacob Devasier, Chengkai Li2026 · 1 citation
  29. CaTS-Bench: Can Language Models Describe Time Series?Findings of the Association for Computational LinguisticsLuca Zhou, Pratham Yashwante, Marshall Fisher, et al.2026 · 1 citation
  30. CoAct: Co-Active LLM Preference Learning with Human-AI SynergyAnnual Meeting of the Association for Computational Linguistics (ACL)Ruiyao Xu, Mihir Parmar, Tiankai Yang, et al.2026 · 1 citation
  31. Constructing Interpretable Features from Compositional Neuron GroupsAnnual Meeting of the Association for Computational Linguistics (ACL)Or David Shafran, Atticus Geiger, Mor Geva2026 · 1 citation
  32. Distillation Traps and Guards: A Calibration Knob for LLM DistillabilityAnnual Meeting of the Association for Computational Linguistics (ACL)Weixiao Zhan, Yongcheng Jing, Leszek Rutkowski, et al.2026 · 1 citation
  33. EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound IntelligenceAnnual Meeting of the Association for Computational Linguistics (ACL)Chaoyin She, Ruifang Lu, Lida Chen, et al.2026 · 1 citation
  34. Energy Matching based Preference Learning for Diffusion Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL)Shiv Shankar2026 · 1 citation
  35. Evaluating Robustness of Large Language Models Against Multilingual Typographical ErrorsAnnual Meeting of the Association for Computational Linguistics (ACL)Raoyuan Zhao, Yihong Liu, Lena Altinger, et al.2026 · 1 citation
  36. From Individual to Common: An Early Exploration of Consensus in Non-verifiable Data for Balanced Preference OptimizationAnnual Meeting of the Association for Computational Linguistics (ACL)Shangjian Yin, Zhouxing Shi2026 · 1 citation
  37. From Interpretability to Performance: Optimizing Retrieval Heads for Long-Context Language ModelsFindings of the Association for Computational LinguisticsYoumi Ma, Naoaki Okazaki2026 · 1 citation
  38. From Signal Degradation to Computation Collapse: Uncovering the Two Failure Modes of LLM QuantizationFindings of the Association for Computational LinguisticsChenxi Zhou, Pengfei Cao, Jiang Li, et al.2026 · 1 citation
  39. HARM: Learning Hate-Aware Reward Model for Evaluating Natural Language Explanations of Offensive ContentFindings of the Association for Computational LinguisticsLorenzo Puppi Vecchi, Alceu de Souza Britto Jr, Emerson Cabrera Paraiso, et al.2026 · 1 citation
  40. HCRE: LLM-based Hierarchical Classification for Cross-Document Relation Extraction with a Prediction-then-Verification StrategyFindings of the Association for Computational LinguisticsGuoqi Ma, Liang Zhang, Hongyao Tu, et al.2026 · 1 citation
  41. How Chain-of-Thought Works? Tracing Information Flow from Decoding, Projection, and ActivationFindings of the Association for Computational LinguisticsHao Yang, Qinghua Zhao, Lei Li, et al.2026 · 1 citation
  42. How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical ContextsFindings of the Association for Computational LinguisticsMinh-Vuong Nguyen, Fatemeh Shiri, Zhuang Li, et al.2026 · 1 citation
  43. HPLT 3.0: Very Large-Scale Multilingual Resources for LLMs and MT. Mono- and Bi-lingual Data, Multilingual Evaluation, and Pre-Trained ModelsLanguage Resources and Evaluation Conference (LREC)Stephan Oepen, Nikolay Arefyev, Mikko Aulamo, et al.2026 · 1 citation
  44. IHLC@LT-EDI 2026: Steering Toward Inclusivity - A Representation Engineering for Gender-Neutral RewritingWorkshop on Language Technology for Equality, Diversity, InclusionAkhil Rajeev P, Manoj Balaji Jagadeeshan2026 · 1 citation
  45. Improving Dialect Robustness in Large Language Models via LoRA and Mixture-of-ExpertsWorkshop on NLP for Similar Languages, Varieties and Dialects (VarDial)Sanjh Maheshwari, Aniket Singh Rajpoot, Oana Cocarascu, et al.2026 · 1 citation
  46. Investigating Language and Retrieval Bias in Multilingual Previously Fact-Checked Claim DetectionConference of the European Chapter of the Association for Computational Linguistics (EACL)Ivan Vykopal, Antonia Karamolegkou, Jaroslav Kopčan, et al.2026 · 1 citation
  47. K-NLPers at SemEval-2026 Task 7: Multiple LLM Agent Debate System for Everyday Knowledge Across Diverse Languages and CulturesInternational Workshop on Semantic Evaluation (SemEval)Jiwoo Song, Sihyeong Yeom, Harksoo Kim2026 · 1 citation
  48. KG-MuLQA: A Framework for KG-based Multi-Level QA Extraction and Long-Context LLM EvaluationAnnual Meeting of the Association for Computational Linguistics (ACL)Nikita Tatarinov, Vidhyakshaya Kannan, Haricharana Srinivasa, et al.2026 · 1 citation
  49. KidsArtBench: Multi-Dimensional Children's Art Evaluation with Attribute-Aware MLLMsConference of the European Chapter of the Association for Computational Linguistics (EACL)Mingrui Ye, Chanjin Zheng, Zengyi Yu, et al.2026 · 1 citation
  50. Knowledge Extraction on Semi-Structured Content: Does It Remain Relevant for Question Answering in the Era of LLMs?Conference of the European Chapter of the Association for Computational Linguistics (EACL)Kai Sun, Yin Huang, Srishti Mehra, et al.2026 · 1 citation
  51. Language Family Matters: Evaluating SpeechLLMs Across Linguistic BoundariesConference of the European Chapter of the Association for Computational Linguistics (EACL)Yuchen Zhang, Ravi Shekhar, Haralambos Mouratidis2026 · 1 citation
  52. mdok-style at SemEval-2026 Task 10: Finetuning LLMs for Conspiracy DetectionInternational Workshop on Semantic Evaluation (SemEval)Dominik Macko2026 · 1 citation
  53. mdok-style at SemEval-2026 Task 9: Finetuning LLMs for Multilingual Polarization DetectionInternational Workshop on Semantic Evaluation (SemEval)Dominik Macko, Alok Debnath, Jakub Simko2026 · 1 citation
  54. MEAV: Model Editing with Alignment Vectors for inference time LLM alignment in single and multidomain preference spectrumFindings of the Association for Computational LinguisticsSadat Shahriar, Zheng Qi, Nikolaos Pappas, et al.2026 · 1 citation
  55. Mechanistic Interpretability Should Prioritize Feature Consistency in Sparse AutoencodersAnnual Meeting of the Association for Computational Linguistics (ACL)Xiangchen Song, Aashiq Muhamed, Yujia Zheng, et al.2026 · 1 citation
  56. MERLIN: Multi-Stage Curriculum Alignment for Multilingual Encoder-LLM Integration in Cross-Lingual ReasoningConference of the European Chapter of the Association for Computational Linguistics (EACL)Kosei Uemura, David Guzmán, Quang Phuoc Nguyen, et al.2026 · 1 citation
  57. Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level TriggersFindings of the Association for Computational LinguisticsVan Yang, Shouren Wang, Debargha Ganguly, et al.2026 · 1 citation
  58. Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in RecommendationAnnual Meeting of the Association for Computational Linguistics (ACL)Tianjun Wei, Huizhong Guo, Yingpeng Du, et al.2026 · 1 citation
  59. Multilingual Long-Form Speech Instruction Following: KIT's Submission to IWSLT 2026International Conference on Spoken Language Translation (IWSLT)Enes Yavuz Ugan, Maike Züfle, Yuka Ko, et al.2026 · 1 citation
  60. NAMAA at SemEval-2026 Task 9: Comparing Generative, Retrieval-Augmented, and Discriminative Methods for Arabic Online Polarization Detection and Type ClassificationInternational Workshop on Semantic Evaluation (SemEval)Abdelbasset Djamai, Sahara Al-Madi, Norah Al-Zaid, et al.2026 · 1 citation
  61. NeoAraBERT: A Modern Foundation Model for Arabic Embeddings with Diacritics-Aware Tokenization and POS-Targeted MaskingFindings of the Association for Computational LinguisticsChadi Abou Chakra, Hadi Khaled Hamoud, Osama Rakan Al Mraikhat, et al.2026 · 1 citation
  62. No Shortcuts to Culture: Indonesian Multi-hop Question Answering for Complex Cultural UnderstandingTransactions of the Association for Computational Linguistics (TACL)Vynska Amalia Permadi, Xingwei Tan, Nafise Sadat Moosavi, et al.2026 · 1 citation
  63. PatentVision: A multimodal method for drafting patent applicationsConference of the European Chapter of the Association for Computational Linguistics (EACL)Ruo Yang, Sai Krishna Reddy Mudhiganti, Manali Sharma2026 · 1 citation
  64. Prior Beliefs Prejudice LLM-as-Judge: Evidence from Persuasion EvaluationFindings of the Association for Computational LinguisticsPardis Sadat Zahraei, Xiaoning Wang, Nimet Beyza Bozdag, et al.2026 · 1 citation
  65. QueStER: Query Specification for Generative Keyword-Based RetrievalFindings of the Association for Computational LinguisticsArthur Satouf, Yuxuan Zong, Habiboulaye Amadou Boubacar, et al.2026 · 1 citation
  66. Redefining Retrieval Evaluation in the Era of LLMsConference of the European Chapter of the Association for Computational Linguistics (EACL)Giovanni Trappolini, Florin Cuconasu, Simone Filice, et al.2026 · 1 citation
  67. Retrieving Climate Change Disinformation by NarrativeWorkshop on Ecology, Environment, and Natural Language ProcessingMax Upravitelev, Veronika Solopova, Charlott Jakob, et al.2026 · 1 citation
  68. RotBench: Evaluating Multi-modal Large Language Models on Identifying Image RotationConference of the European Chapter of the Association for Computational Linguistics (EACL)Tianyi Niu, Jaemin Cho, Elias Stengel-Eskin, et al.2026 · 1 citation
  69. SCAN: Structured Capability Assessment and Navigation for LLMsAnnual Meeting of the Association for Computational Linguistics (ACL)Zongqi Wang, Tianle Gu, Chen Gong, et al.2026 · 1 citation
  70. schmerle at SemEval-2026 Task 4: Exploring Large Language Model Prompting Strategies for Low-Resource Narrative Similarity DetectionInternational Workshop on Semantic Evaluation (SemEval)Maximilian Schmerle, Nils Constantin Hellwig2026 · 1 citation
  71. Seals-NLP at SemEval-2026 Task 9: A Comparative Study of Transformer Architectures for Polarization DetectionInternational Workshop on Semantic Evaluation (SemEval)Minh Smith, Cheryl Seals2026 · 1 citation
  72. SigJBS@LT-EDI 2026: QLoRA-Tuned Homophobic and Transphobic Counter Narrative GenerationWorkshop on Language Technology for Equality, Diversity, InclusionGaurangi Sinha, Rajarajeswari Palacharla, Manoj Balaji Jagadeeshan2026 · 1 citation
  73. Subevent Structure as a Predictor of Entity Identity Change in Procedural TextWorkshop on Structured Linguistic Data and Evaluation (SLiDE)Kyeongmin Rim, James Pustejovsky2026 · 1 citation
  74. Synthia: Scalable Grounded Persona Generation from Social Media DataAnnual Meeting of the Association for Computational Linguistics (ACL)Vahid Rahimzadeh, Erfan Moosavi Monazzah, Mohammad Taher Pilehvar, et al.2026 · 1 citation
  75. Team Macaroni at SemEval-2026 Task 10: PsyCoMark: Psycholinguistic Conspiracy Marker Extraction and DetectionInternational Workshop on Semantic Evaluation (SemEval)Rofaida Rabehi, Nicolai Plenk, Miriam Han2026 · 1 citation
  76. TinyAttack: Exploring Stylistic Vulnerabilities in Large Language ModelsFindings of the Association for Computational LinguisticsMamta Mamta, Bogdan Grecu, Oana Cocarascu2026 · 1 citation
  77. Understanding Structured Financial Data with LLMs: A Case Study on Fraud DetectionAnnual Meeting of the Association for Computational Linguistics (ACL)Xuwei Tan, Yao Ma, Xueru Zhang2026 · 1 citation
  78. Unlocking Latent Discourse Translation in LLMs Through Quality-Aware DecodingConference of the European Chapter of the Association for Computational Linguistics (EACL)Wafaa Mohammed, Vlad Niculae, Chrysoula Zerva2026 · 1 citation
  79. Utility-Oriented Visual Evidence Selection for Multimodal Retrieval-Augmented GenerationAnnual Meeting of the Association for Computational Linguistics (ACL)Weiqing Luo, Zongye Hu, Xiao Wang, et al.2026 · 1 citation
  80. VisTW: Benchmarking Vision-Language Models for Taiwanese Mandarin in TaiwanFindings of the Association for Computational LinguisticsZhi Rui Tam, Yung-Yu Shih, Yen-Wei Lee, et al.2026 · 1 citation
  81. Vocab Diet: Reshaping the Vocabulary of LLMs via Vector ArithmeticFindings of the Association for Computational LinguisticsYuval Reif, Guy Kaplan, Roy Schwartz2026 · 1 citation
  82. What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary SearchFindings of the Association for Computational LinguisticsXinhao Zhang, Xi Chen, François Portet, et al.2026 · 1 citation
  83. What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal ContextAnnual Meeting of the Association for Computational Linguistics (ACL)Zhongyu Ouyang, Qianlong Wen, Chunhui Zhang, et al.2026 · 1 citation
  84. When Do Large Language Models Exhibit Unsolicited Deception?Transactions of the Association for Computational Linguistics (TACL)Samuel M. Taylor, Benjamin K. Bergen2026 · 1 citation
  85. Where Reasoning Breaks: Logic-Aware Path Selection by Controlling Logical Connectives in LLMs Reasoning ChainsFindings of the Association for Computational LinguisticsSeunghyun Park, Yuanyuan Lei2026 · 1 citation
  86. Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language ModelsWorkshop on Generation, Evaluation and Metrics (GEM)Priyanka Mary Mammen, Emil Joswin, Shankar Venkitachalam2026 · 1 citation
  87. Whose Facts Win? LLM Source Preferences under Knowledge ConflictsAnnual Meeting of the Association for Computational Linguistics (ACL)Jakob Schuster, Vagrant Gautam, Katja Markert2026 · 1 citation
  88. Why Did Apple Fall: Evaluating Curiosity in Large Language ModelsFindings of the Association for Computational LinguisticsHaoyu Wang, Sihang Jiang, Yuyan Chen, et al.2026 · 1 citation
  89. Śmigiel Dataset: Laying Foundations for Investigating Machine-Generated Text Detection in PolishLanguage Resources and Evaluation Conference (LREC)Jakub Strebeyko, Alina Wróblewska, Piotr Przybyła2026 · 1 citation
  90. Generating Text from Uniform Meaning RepresentationEmma Markle, Reihaneh Iranmanesh, Shira Wein2025 · 1 citation
  91. HeBID: Detecting Social Identities in Hebrew-language Political TextGuy Mor-Lan, Naama Rivlin-Angert, Yael R. Kaplan, et al.2025 · 1 citation
  92. Mix, MinHash, and Match: Cross-Source Agreement for Multilingual Pretraining DatasetsarXiv:2512.18834Sultan Alrashed, Francesco Orabona2025 · 1 citation
  93. Safe at the Margins: A General Approach to Safety Alignment in Low-Resource English Languages — A Singlish Case StudyarXiv:2502.12485Isaac Lim, Shaun Khoo, Roy Ka-Wei Lee, et al.2025 · 1 citation
  94. \textitOne Persona, \textitMany Cues, \textitDifferent Results: How Sociodemographic Cues Impact LLM PersonalizationAnnual Meeting of the Association for Computational Linguistics (ACL)Franziska Weeber, Vera Neplenbroek, Jan Batzner, et al.2026
  95. A Cascade Reinforcement Learning Strategy for Efficiently Enhancing the Reasoning Ability of Multimodal Large Language Models (高效提升多模态大语言模型推理能力的级联强化学习策略)Acta Automatica Sinica (自动化学报)Weiyun Wang (王玮赟), Hengjun Pu (蒲恒骏), Linglin Jing (景凌林), et al.2026
  96. A Fine-Grained Linguistic Evaluation of Low-Resource Luxembourgish–English MTWorkshop on Technologies for Machine Translation of Low-Resource Languages (LoResMT)Nils Rehlinger2026
  97. A Large-Scale Instruction-Tuning Dataset and Models for Slovenian Vision-Language TasksLanguage Resources and Evaluation Conference (LREC)Matej Martinc, Domen Vreš2026
  98. A multilingual hallucination benchmarkWorkshop on the Role of Resources in the Age of Large Language ModelsFreja Thoresen, Dan Saattrup Smart2026
  99. A Simple and Efficient Learning-Style Prompting for LLM JailbreakingFindings of the Association for Computational LinguisticsXuan Luo, Yue Wang, Zefeng He, et al.2026
  100. A Virtual Assistant for Architectural Design in a VR EnvironmentConference of the European Chapter of the Association for Computational Linguistics (EACL)Ander Salaberria, Oier Ijurco, Markel Ferro, et al.2026

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