📰 Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual 2026 — accepted papers

Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual 2026 is the 2026 edition of the Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual, held in San Diego, California, USA, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 17 papers of it; our library holds 6 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 San Diego, California, United States · 🗓 July 2026

Most cited papers

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

1. BAID: A Benchmark for Bias Assessment of AI Detectors ↗Priyam Basu, Yunfeng Zhang, Vipul Raheja1 citation
2. Efficiency vs. Verifiability in Evidence-Aware RAG: Does Prompt Compression Preserve Citation Grounding? ↗Aiyu Li, Qian Peng, Bin Chen1 citation
3. When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges ↗Parth Darshan, Abhishek Divekar1 citation

All accepted papers (17)

The most cited first; 6 with our summary link to their page here, the others to the original.

1. BAID: A Benchmark for Bias Assessment of AI Detectors ↗Priyam Basu, Yunfeng Zhang, Vipul Raheja1 citation
2. Efficiency vs. Verifiability in Evidence-Aware RAG: Does Prompt Compression Preserve Citation Grounding? ↗Aiyu Li, Qian Peng, Bin Chen1 citation
3. When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges ↗Parth Darshan, Abhishek Divekar1 citation
4. Asking the Right Questions: Can expert-prompted LLMs reformulate legal queries from non-experts? ↗Katherine Atwell, Morgan A. Gray, Jaromir Savelka et al.
5. Building Multi-turn Intent Classification with LLM-based Labeling ↗Biancen Xie, Kaiqi Bian, Jai Ranjan Singh Gusain et al.
6. Building a Custom Taxonomy of AI Skills and Tasks from the Ground Up with Job PostingsStephen Meisenbacher, Peter Norlanderour summary
7. Cross-Tokenizer LLM Distillation through a Byte-Level InterfaceAvyav Kumar Singh, Yen-Chen Wu, Alexandru Cioba et al.our summary
8. Customizing ASR for Language Documentation and Resource Prioritization ↗Alexandra Fort, Shobhana Lakshmi Chelliah
9. Evaluating Customized vs. Generalist Transformer-based Models for Legal Contract ClassificationAmrita Singh, H. Suhan Karaca, Aditya Joshi et al.our summary
10. Fine-grained Readability Controlled Summarization of Scientific Documents via Control Vectors ↗Isabel Cachola, Kuleen Sasse, Mark Dredze
11. From Understanding to Engagement: Personalized pharmacy Video Clips via Vision Language Models (VLMs)Suyash Mishra, Qiang Li, Anubhav Girdhar et al.our summary
12. Improving Medical Hallucination Detection with System Combination and Rule-based Customization ↗Jonathan Lasko, Damianos Karakos, Francis Keith
13. Personalizing News Headlines with Retrieval-Augmented GenerationJiajing Wan, Samia Touileb, Lubos Steskal et al.our summary
14. Small Language Models for the Democratization of Financial Literacy: Challenges and Opportunities ↗Tagore Rao Kosireddy, Jeffrey David Wall, Evan Lucas
15. Unintended Effects of Geographic Conditioning in Large Language Models ↗Naz Col, David M. Chan
16. Using Topological Data Analysis to Characterize the Layers of Language Models Before and After Word Substitution AttacksAdam Tang, Catherine Liu, Kimberly Lopez et al.our summary
17. When Valid Signals Fail: Regime Boundaries Between LLM Features and RL Trading Policies ↗Zhengzhe Yang

📄 Papers with our summary in our library (6)

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

1. Cross-Tokenizer LLM Distillation through a Byte-Level InterfaceWorkshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualAvyav Kumar Singh, Yen-Chen Wu, Alexandru Cioba, et al.2026 · 5 citations
2. Evaluating Customized vs. Generalist Transformer-based Models for Legal Contract ClassificationWorkshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualAmrita Singh, H. Suhan Karaca, Aditya Joshi, et al.2026 · 2 citations
3. From Understanding to Engagement: Personalized pharmacy Video Clips via Vision Language Models (VLMs)Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualSuyash Mishra, Qiang Li, Anubhav Girdhar, et al.2026 · 1 citation
4. Personalizing News Headlines with Retrieval-Augmented GenerationWorkshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualJiajing Wan, Samia Touileb, Lubos Steskal, et al.2026 · 1 citation
5. Building a Custom Taxonomy of AI Skills and Tasks from the Ground Up with Job PostingsWorkshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualStephen Meisenbacher, Peter Norlander2026
6. Using Topological Data Analysis to Characterize the Layers of Language Models Before and After Word Substitution AttacksWorkshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or IndividualAdam Tang, Catherine Liu, Kimberly Lopez, et al.2026

🧭 Top topics

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

🧠Language models & pretraining (3)📏Evaluation & benchmarks (1)⚖️Legal AI (1)🔍Information retrieval & search (1)🖼️Vision & language (1)✂️Tokenization & segmentation (1)

📚 Fields

🖥️Computer Science (6)🎭Arts and Humanities (5)💼Business, Management and Accounting (1)🩺Medicine (1)💊Pharmacology, Toxicology and Pharmaceutics (1)🤝Social Sciences (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.

🎓Harvey Mudd CollegeClaremont · United States1 work here🎓University of OsloOslo · Norway1 work here🎓Loyola University ChicagoChicago · United States1 work here🎓UNSW SydneySydney · Australia1 work here🔬MIT Lincoln LaboratoryLexington · United States1 work here🎓University of BergenBergen · Norway1 work here🎓Technical University of MunichMunich · Germany1 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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