Proceedings of the 11th Workshop on Natural User-generated Text

Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor 2026-10 Association for Computational Linguistics Budapest, Hungary text conference publication 979-8-89176-470-5 wnut-2026-1 https://aclanthology.org/2026.wnut-1.0/ A Precision-First Whitespace Restoration Pipeline for Noisy Urdu Tafseer Text Muhammad Mubashir Hassan author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 hassan-2026-precision https://aclanthology.org/2026.wnut-1.1/ 2026-10 1 9 Are More Emotion Theories Better? Joint Prompting Improves Emotion Categorization Robustness Albina Sarymsakova author Roman Klinger author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 sarymsakova-klinger-2026-emotion https://aclanthology.org/2026.wnut-1.2/ 2026-10 10 25 Beyond Clean Text: Evaluating Encoder and Decoder Robustness for Bangla Event Detection in Noisy Text Tanvir Ahmed Sijan author S M Golam Rifat author Nayeemul Islam author Md Musfique Anwar author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 sijan-etal-2026-beyond https://aclanthology.org/2026.wnut-1.3/ 2026-10 26 48 CrisisKD: Five-Stage Knowledge Distillation for Aspect-Level Sentiment and Emotion Analysis in Crisis Discourse Marko Haralovic author Onat Dogan Akca author Salih Eren Yücetürk author Minsi Li author Mariët Theune author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 haralovic-etal-2026-crisiskd https://aclanthology.org/2026.wnut-1.4/ 2026-10 49 64 Discourse-Structural Noise in LLM-Generated Explanations Raghvi Baloni author Achim Rettinger author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 baloni-rettinger-2026-discourse https://aclanthology.org/2026.wnut-1.5/ 2026-10 65 71 Do LLMs Give Consistent Opinions? Evaluating Response Reliability Under Varying Likert-Scale Formulations in Survey-Style MCQA Martin Kandlinger author Bolei Ma author Anna-Carolina Haensch author Matthias Aßenmacher author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 kandlinger-etal-2026-llms https://aclanthology.org/2026.wnut-1.6/ 2026-10 72 88 Evaluating Token Probabilities as Confidence Estimators in Human Behavior Simulations: A Case Study in Luxembourgish Next Like Prediction Nils Schwager author Simon Münker author Alistair Plum author Achim Rettinger author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 schwager-etal-2026-evaluating https://aclanthology.org/2026.wnut-1.7/ 2026-10 89 100 From Errors to Precision: A Taxonomy-Guided Approach for LLM Flood Cause Extraction Jane Arleth dela Cruz author Iris Hendrickx author Martha Larson author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 dela-cruz-etal-2026-errors https://aclanthology.org/2026.wnut-1.8/ 2026-10 101 116 GeNERscore: Semantic Alignment Metrics for Generative Named Entity Recognition Gianmarco Pappacoda author Federico Ruggeri author Paolo Torroni author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 pappacoda-etal-2026-generscore https://aclanthology.org/2026.wnut-1.9/ 2026-10 117 140 How Noisy is Automatic Annotation? Characterizing Label Noise from Generative Models in Multi-Dimensional Spanish Subjectivity Annotation Alba Pérez-Montero author Elena Lloret author Paloma Moreda Pozo author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 perez-montero-etal-2026-noisy https://aclanthology.org/2026.wnut-1.10/ 2026-10 141 153 Increasing the Robustness of the Fine-tuned Multilingual Machine-Generated Text Detectors Dominik Macko author Robert Moro author Ivan Srba author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 macko-etal-2026-increasing https://aclanthology.org/2026.wnut-1.11/ 2026-10 154 166 LLMs are Easily Startled: Fragility Testing with Lookalike Character Noise Peter deJonge author Nathanael Chambers author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 dejonge-chambers-2026-llms https://aclanthology.org/2026.wnut-1.12/ 2026-10 167 181 Multi-author style detection with stylistic embeddings Man-Ling Sung author Chak-Fai Li author Damianos Karakos author Frederick E Bernardin III author Brian Ulicny author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 sung-etal-2026-multi https://aclanthology.org/2026.wnut-1.13/ 2026-10 182 194 NERQual: Evaluating the Robustness of Named Entity Recognition Models to Data Quality Issues Denis Trautner author Philippe Thomas author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 trautner-thomas-2026-nerqual https://aclanthology.org/2026.wnut-1.14/ 2026-10 195 209 Not All Duplicates Are Coordination: Generic vs. Non-Generic Duplicate Campaigns in Information Operations Ashfaq Ali Shafin author Khandaker Mamun Ahmed author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 shafin-ahmed-2026-duplicates https://aclanthology.org/2026.wnut-1.15/ 2026-10 210 216 Personalized Emotion Analysis via Prompting Large Language Models with Writer Information Kentaro Hanafusa author Daisuke Maekawa author Tomoyuki Kajiwara author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 hanafusa-etal-2026-personalized https://aclanthology.org/2026.wnut-1.16/ 2026-10 217 226 Predicting Steering Vectors and Adapter Weights for Few-Shot Author-Style Transfer Leonard Popp author Danni Liu author Supriti Sinhamahapatra author Jan Niehues author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 popp-etal-2026-predicting https://aclanthology.org/2026.wnut-1.17/ 2026-10 227 243 QueryDiagramEval: Evaluating and Benchmarking LLM Diagram Generation under Noisy Conditions Ted Zhang author Souvik Das author Kai Ni author Aditya Agrawal author Xin Guo author Denis Kochedykov author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 zhang-etal-2026-querydiagrameval https://aclanthology.org/2026.wnut-1.18/ 2026-10 244 265 Robust Dual-Signal Fusion: Hybrid Neuro-Symbolic Gating with Compressed Chain-of-Thought Refinement for Irony Detection in Social Media Texts Ankit Bhattacharjee author Krityapriya Bhaumik author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 bhattacharjee-bhaumik-2026-robust https://aclanthology.org/2026.wnut-1.19/ 2026-10 266 285 RSPC: A Benchmark for Modeling Stress and Psychiatric Conditions in Digitally Mediated Relationships using Psychiatrist Annotations Parmitha Vangapandu author Sai Ganesh M author Sathwik Narkedimilli author Msvpj Sathvik author Timothy Liu author Simon See author Johannes C Eichstaedt author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 vangapandu-etal-2026-rspc https://aclanthology.org/2026.wnut-1.20/ 2026-10 286 312 Spoiler Court: Interpretable Spoiler Detection via Adversarial Multi-Agent LLM Judgement Sangmin Song author Hari Kang author Suhyeon Park author Seongwoo Choi author Sungkyun Im author Sangoh Lee author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 song-etal-2026-spoiler https://aclanthology.org/2026.wnut-1.21/ 2026-10 313 324 The Curse of Multilinguality in Lexical Normalization Saman Rahbar author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 rahbar-2026-curse https://aclanthology.org/2026.wnut-1.22/ 2026-10 325 331 Topic Matching in the Wild: Benchmark and Lessons from Real-World ASR Transcripts Saman Rahbar author Xiliang Zhu author Irvin Cardoza author David Rossouw author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 rahbar-etal-2026-topic https://aclanthology.org/2026.wnut-1.23/ 2026-10 332 340 TurEngMix: A Text Corpus and Benchmark for Turkish-English Code-Mixed Language Identification and Named Entity Recognition Ilayda Dogan author Phuong-Anh Nguyen-Le author Julia Mendelsohn author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 dogan-etal-2026-turengmix https://aclanthology.org/2026.wnut-1.24/ 2026-10 341 355 Where Does Noise Robustness Live? Evidence from Ablation, Role Swaps, and Cross-Lingual Transfer in Code-Mixed Banking NLU Piyush Agarwal author 2026-10 text Proceedings of the 11th Workshop on Natural User-generated Text JinYeong Bak editor Rob van der Goot editor Hyeju Jang editor Weerayut Buaphet editor Alan Ramponi editor Wei Xu editor Alan Ritter editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-470-5 agarwal-2026-noise https://aclanthology.org/2026.wnut-1.26/ 2026-10 356 367