📰 Workshop on Noisy User-generated Text 2025 — accepted papers

Workshop on Noisy User-generated Text 2025 is the 2025 edition of the Workshop on Noisy User-generated Text, held in Albuquerque, New Mexico, USA, May 2025 (publisher: Association for Computational Linguistics). The ACL Anthology lists 16 papers of it; our library holds 1 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

Most cited papers

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

1. On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation ↗Rune Birkmose, Nathan Mørkeberg Reece, Esben Hofstedt Norvin et al.7 citations
2. Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation ↗Toqeer Ehsan, Thamar Solorio6 citations
3. FaBERT: Pre-training BERT on Persian Blogs ↗Mostafa Masumi, Seyed Soroush Majd, Mehrnoush Shamsfard et al.4 citations
4. We're Calling an Intervention: Exploring Fundamental Hurdles in Adapting Language Models to Nonstandard Text ↗Aarohi Srivastava, David Chiang2 citations
5. Automatic normalization of noisy technical reports with an LLM: What effects on a downstream task? ↗Mariame Maarouf, Ludovic Tanguy1 citation
6. Automatically Generating Chinese Homophone Words to Probe Machine Translation Estimation Systems ↗Shenbin Qian, Constantin Orasan, Diptesh Kanojia et al.1 citation
7. Identifying and analyzing `noisy' spelling errors in a second language corpus ↗Alan Juffs, Ben Naismith1 citation
8. Prompt Guided Diffusion for Controllable Text Generation ↗Mohaddeseh Mirbeygi, Hamid Beigy1 citation
9. Sentiment Analysis on Video Transcripts: Comparing the Value of Textual and Multimodal Annotations ↗Quanqi Du, Loic De Langhe, Els Lefever et al.1 citation

All accepted papers (16)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation ↗Rune Birkmose, Nathan Mørkeberg Reece, Esben Hofstedt Norvin et al.7 citations
2. Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation ↗Toqeer Ehsan, Thamar Solorio6 citations
3. FaBERT: Pre-training BERT on Persian Blogs ↗Mostafa Masumi, Seyed Soroush Majd, Mehrnoush Shamsfard et al.4 citations
4. We're Calling an Intervention: Exploring Fundamental Hurdles in Adapting Language Models to Nonstandard Text ↗Aarohi Srivastava, David Chiang2 citations
5. Automatic normalization of noisy technical reports with an LLM: What effects on a downstream task? ↗Mariame Maarouf, Ludovic Tanguy1 citation
6. Automatically Generating Chinese Homophone Words to Probe Machine Translation Estimation Systems ↗Shenbin Qian, Constantin Orasan, Diptesh Kanojia et al.1 citation
7. Identifying and analyzing `noisy' spelling errors in a second language corpus ↗Alan Juffs, Ben Naismith1 citation
8. Prompt Guided Diffusion for Controllable Text Generation ↗Mohaddeseh Mirbeygi, Hamid Beigy1 citation
9. Sentiment Analysis on Video Transcripts: Comparing the Value of Textual and Multimodal Annotations ↗Quanqi Du, Loic De Langhe, Els Lefever et al.1 citation
10. Applying Transformer Architectures to Detect Cynical Comments in Spanish Social Media ↗Samuel Gonzalez-Lopez, Steven Bethard, Rogelio Platt-Molina et al.
11. From Conversational Speech to Readable Text: Post-Processing Noisy Transcripts in a Low-Resource Setting ↗Arturs Znotins, Normunds Gruzitis, Roberts Dargis
12. Multi-BERT: Leveraging Adapters for Low-Resource Multi-Domain Adaptation ↗Parham Abed Azad, Hamid Beigy
13. Restoring Missing Spaces in Scraped Hebrew Social MediaAvi Shmidman, Shaltiel Shmidmanour summary
14. Text Normalization for Sentiment Analysis in Japanese Social Media ↗Risa Kondo, Ayu Teramen, Reon Kajikawa et al.
15. Towards a Social Media-based Disease Surveillance System for Early Detection of Influenza-like Illnesses: A Twitter Case Study in Wales ↗Mark Drakesmith, Dimosthenis Antypas, Clare Brown et al.
16. Wikipedia is Not a Dictionary, Delete! Text Classification as a Proxy for Analysing Wiki Deletion Discussions ↗Hsuvas Borkakoty, Luis Espinosa-Anke

📄 Papers with our summary in our library (1)

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

1. Restoring Missing Spaces in Scraped Hebrew Social MediaAvi Shmidman, Shaltiel Shmidman2025 · 1 citation

🧭 Top topics

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

🕎Hebrew & Aramaic (1)Semitic languages (1)Modern Hebrew (1)

📚 Fields

🎭Arts and Humanities (1)🖥️Computer Science (1)

🧑‍🔬 Top authors

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

🏛️ Top institutions

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

🎓Bar-Ilan UniversityRamat Gan · Israel1 work 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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