---
title: "Workshop on Privacy in Natural Language Processing 2026"
description: "Workshop on Privacy in Natural Language Processing 2026 — accepted papers: 4 papers in the Elamur Research library (San Diego…"
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# Workshop on Privacy in Natural Language Processing 2026 — accepted papers

Workshop on Privacy in Natural Language Processing 2026 is the 2026 edition of the Workshop on Privacy in Natural Language Processing, held in San Diego, California, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 10 papers of it; our library holds 4 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 San Diego, California · 🗓 July 2026

[**10** papers in the proceedings](#all) · [**4** works in our library](https://md.research.elamur.ai/free/en/venues/privatenlp/2026/#works) · [**1** citations of these works](https://md.research.elamur.ai/free/en/venues/privatenlp/2026/#works)

## All accepted papers (10)

The most cited first; 4 with our summary link to their page here, the others to the original.

1. **[From Conventional Web Privacy to Agentic Disclosure: How Tool Schemas May Invite LLM Oversharing](https://md.research.elamur.ai/free/en/papers/shayesteh-2026-conventional-web-privacy-agentic-disclosure/)**Shahriar Shayesteh, Shomir Wilson*1 citation · our summary*
2. **[A Systematic Exploration of Text Decomposition and Budget Distribution in Differentially Private Text Obfuscation](https://md.research.elamur.ai/free/en/papers/meisenbacher-2026-systematic-exploration-text-decomposition-budget/)**Stephen Meisenbacher, Angelo Kleinert, Florian Matthes*our summary*
3. **[Differentially-Private Text Rewriting reshapes Linguistic Style ↗](https://aclanthology.org/2026.privatenlp-main.7/)**Stefan Arnold
4. **[Linguistic Identity Leakage: When Language Reveals Identity in Anonymized Text ↗](https://aclanthology.org/2026.privatenlp-main.8/)**Wajdi Zaghouani
5. **[Loss Masking Under the Hood: Backdoor Concealment and Private Data Memorization in LLMs ↗](https://aclanthology.org/2026.privatenlp-main.5/)**Tagore Rao Kosireddy, Evan Lucas
6. **[Prompt Stylometry for On-Device Affect-Adaptive AI: A Feasibility Study in Linguistic Signal Detection and Response Steering](https://md.research.elamur.ai/free/en/papers/pal-2026-prompt-stylometry-device-affect-adaptive/)**Debmalya Pal*our summary*
7. **[STAMP-R: Stylometric Text Anonymization with Memory-guided Policy Rewriting](https://md.research.elamur.ai/free/en/papers/shi-2026-stamp-r-stylometric-text-anonymization/)**Zhan Shi, Yefeng Yuan, Liang Cheng et al.*our summary*
8. **[Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in LLMs ↗](https://aclanthology.org/2026.privatenlp-main.10/)**Patrick Ahrend, Tobias Eder, Xiyang Yang et al.
9. **[SecureLLM: Using Inference-time Compositionality to Build Secure Language Models ↗](https://aclanthology.org/2026.privatenlp-main.3/)**Abdulrahman Alabdulkareem, Christian Michael Arnold, Yerim Lee et al.
10. **[The Challenge of Identifying the Origin of Black-Box Large Language Models ↗](https://aclanthology.org/2026.privatenlp-main.2/)**Ziqing Yang, Yixin Wu, Yun Shen et al.

## Papers with our summary in our library (4)

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

1. **[From Conventional Web Privacy to Agentic Disclosure: How Tool Schemas May Invite LLM Oversharing](https://md.research.elamur.ai/free/en/papers/shayesteh-2026-conventional-web-privacy-agentic-disclosure/) [Workshop on Privacy in Natural Language Processing](https://md.research.elamur.ai/free/en/venues/privatenlp/)**Shahriar Shayesteh, Shomir Wilson*2026 · 1 citation*
2. **[A Systematic Exploration of Text Decomposition and Budget Distribution in Differentially Private Text Obfuscation](https://md.research.elamur.ai/free/en/papers/meisenbacher-2026-systematic-exploration-text-decomposition-budget/) [Workshop on Privacy in Natural Language Processing](https://md.research.elamur.ai/free/en/venues/privatenlp/)**Stephen Meisenbacher, Angelo Kleinert, Florian Matthes*2026*
3. **[Prompt Stylometry for On-Device Affect-Adaptive AI: A Feasibility Study in Linguistic Signal Detection and Response Steering](https://md.research.elamur.ai/free/en/papers/pal-2026-prompt-stylometry-device-affect-adaptive/) [Workshop on Privacy in Natural Language Processing](https://md.research.elamur.ai/free/en/venues/privatenlp/)**Debmalya Pal*2026*
4. **[STAMP-R: Stylometric Text Anonymization with Memory-guided Policy Rewriting](https://md.research.elamur.ai/free/en/papers/shi-2026-stamp-r-stylometric-text-anonymization/) [Workshop on Privacy in Natural Language Processing](https://md.research.elamur.ai/free/en/venues/privatenlp/)**Zhan Shi, Yefeng Yuan, Liang Cheng, et al.*2026*

## Top topics

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

[Language models & pretraining (1)](https://md.research.elamur.ai/free/en/topics/language-models/)

## Fields

[Computer Science (4)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Psychology (1)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Social Sciences (1)](https://md.research.elamur.ai/free/en/shelves/social-sciences/)

## Top authors

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

[🧑‍🔬**Shomir Wilson**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/shomir-wilson/) · [🧑‍🔬**Debmalya Pal**1 work here](https://md.research.elamur.ai/free/en/authors/debmalya-pal/) · [🧑‍🔬**Florian Matthes**1 work here](https://md.research.elamur.ai/free/en/authors/florian-matthes/) · [🧑‍🔬**Liang Cheng**1 work here](https://md.research.elamur.ai/free/en/authors/liang-cheng/) · [🧑‍🔬**Stephen Meisenbacher**1 work here](https://md.research.elamur.ai/free/en/authors/stephen-meisenbacher/) · [🧑‍🔬**Zhan Shi**1 work here](https://md.research.elamur.ai/free/en/authors/zhan-shi/)

## Top institutions

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

[🎓**Pennsylvania State University** State College · United States 1 work here](https://md.research.elamur.ai/free/en/universities/pennsylvania-state-university/) · [🎓**University of California San Diego** San Diego · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-california-san-diego/) · [🏢**eBay** San Jose · United States 1 work here](https://md.research.elamur.ai/free/en/companies/ebay/) · [🎓**Technical University of Munich** Munich · Germany 1 work here](https://md.research.elamur.ai/free/en/universities/technical-university-of-munich/)

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

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