@proceedings{nlp4pi-2026-1,
    title = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.0/",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{zahid-etal-2026-quantitative,
    title = "A Quantitative Gap Audit of {LLM}-era {NLP} for Education: Validity, Deployment, and Multilingual Equity",
    author = "Zahid, Farzana  and
      Islam, Md. Rakibul  and
      Kader, Mayesha  and
      Anika, Israt Jahan",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.1/",
    pages = "1--16",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{sneiderman-2026-safety,
    title = "A Safety-Engineered Consumer Mental-Health Assistant: A Deployment Case Report on Retrieval-First Grounding, Release Gates, and the Non-Clinical Boundary",
    author = "Sneiderman, Robert",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.2/",
    pages = "17--21",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{soudi-etal-2026-accessible,
    title = "Accessible Translation from {S}tandard {A}rabic to {M}oroccan {S}ign {L}anguage: A Rule-Based System for Low-Resource Sign Languages",
    author = "Soudi, Abdelhadi  and
      Van Laerhoven, Kristof  and
      Hannani, Mohammed",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.3/",
    pages = "22--29",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{yoo-kim-2026-agentic,
    title = "Agentic {LLM} for Information Access among Refugees: A Field Report from a Resource-Constrained Organization",
    author = "Yoo, Nari  and
      Kim, Youngah",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.4/",
    pages = "30--48",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{real-viola-2026-aligned,
    title = "Aligned for Whom? A {B}razilian Research Agenda for Culturally Grounded {AI} Safety Evaluation",
    author = "Real, Livy  and
      Viola, Roberta",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.5/",
    pages = "49--56",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{jose-etal-2026-edge,
    title = "An Edge {AI}-Based Offline System for Educational Technology in Resource-Constrained Regions",
    author = "Jose, Irin  and
      Kenyeres, Nickolas  and
      Cozart-Quesada, Kailey",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.6/",
    pages = "57--66",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{volkov-2026-trust,
    title = "Before You Trust the Count: Auditing Multilingual Sustainable Development Goal News",
    author = "Volkov, Sergey",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.7/",
    pages = "67--76",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{yao-etal-2026-beyond-helpfulness,
    title = "Beyond Helpfulness: A Teaching-over-Solving Diagnostic for Measuring Educational Impact in {LLM} Tutors",
    author = "Yao, Junyi  and
      Zheng, Zihao  and
      Li, Baichuan",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.8/",
    pages = "77--82",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{krishnan-etal-2026-beyond,
    title = "Beyond the Flag: Clinical Framing Closes the Moderation Gap in Suicide Risk Measurement",
    author = "Krishnan, Shreyas  and
      Ahn, Gun  and
      Kim, Jungjin",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.9/",
    pages = "83--102",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{gupta-etal-2026-bodycam,
    title = "{B}ody{C}am-{VQA}: Enhanced Body-Worn Camera Video Captioning via Multimodal Reasoning and Probe Question Generation",
    author = "Gupta, Karish  and
      Alex, Matthew  and
      Li, Alex  and
      Wu, Yang  and
      Chu, Yun-Wei  and
      Munir, Kashif  and
      Zhou, Xiaotian  and
      Ji, Zhengping  and
      Liu, Xiaozhong",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.10/",
    pages = "103--115",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{tariq-2026-computational,
    title = "Computational Preservation of Endangered Pamiri Languages through {NLP}: Insights from Bartangi and a Roadmap for Digital Inclusion",
    author = "Tariq, Warda",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.11/",
    pages = "116--124",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{jones-kasserra-2026-conjoint,
    title = "Conjoint Auditing: A Framework for Measuring the Social Impact of {LLM} Deployment",
    author = "Jones, Katrina M.  and
      Kasserra, Lennart",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.12/",
    pages = "125--139",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{ko-etal-2026-correction,
    title = "Correction Is Not Response: Reframing the Unverifiable Majority of Health Infodemic Discourse as Communicative Acts",
    author = "Ko, Minsu  and
      Lee, Jongyoung  and
      Choi, Woonho",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.13/",
    pages = "140--150",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{han-etal-2026-detecting,
    title = "Detecting Coordinated Inauthentic Behavior on Social Media with Memory-Guided Causal Inference",
    author = "Han, Yi  and
      Ding, Wen  and
      Chen, Xuanjing  and
      Tao, Zhiguo",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.14/",
    pages = "151--160",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{beak-etal-2026-evaluating,
    title = "Evaluating Bias in {LLM}-Synthetic Data across Majority and Minority Groups on General and Stigmatized Topics: The Case of Multicultural and Monocultural Adolescents in {S}outh {K}orea",
    author = "Beak, Jiyun  and
      Han, Myokyung  and
      Kim, Lanu",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.15/",
    pages = "161--174",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{galletti-etal-2026-evaluating,
    title = "Evaluating Therapist-in-the-Loop {NLP} in Comprehension Rehabilitation for Children with {SEND}",
    author = "Galletti, Martina  and
      Marchesi, Caterina  and
      Pasqua, Eleonora",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.16/",
    pages = "175--187",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{orue-guerrero-coma-puig-2026-signals,
    title = "From Signals to Barriers: An {LLM}-Assisted Bow-Tie Framework for {NGO} Civic-Space Risk Monitoring",
    author = "Oru{\'e}-Guerrero, Noem{\'i}  and
      Coma-Puig, Bernat",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.17/",
    pages = "188--197",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{acharya-2026-generating,
    title = "Generating Curriculum Grounded {N}epali Questions Based On Bloom{'}s Taxonomy",
    author = "Acharya, Prabigya",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.18/",
    pages = "198--210",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{jadhav-more-2026-grounded,
    title = "Grounded, Compute-Efficient {LLM} Policy Agents for Energy-Poverty Equity in Physically-Constrained Peer-to-Peer Energy Markets",
    author = "Jadhav, Kunal  and
      More, Siddhesh",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.19/",
    pages = "211--219",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{pai-nemkova-2026-hate,
    title = "Hate Speech as a Conflict-Period Marker: Evidence from {A}rabic Telegram in {S}udan",
    author = "Pai, Tara  and
      Nemkova, Poli",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.20/",
    pages = "220--231",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{fang-etal-2026-persona,
    title = "How Persona and Message Type in Conversation Initiation Influence Learners' Experience with Educational Chatbots",
    author = "Fang, Jingchao  and
      Zhu, Qingxiaoyang  and
      Wang, Hao-Chuan",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.21/",
    pages = "232--248",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{barancova-etal-2026-human,
    title = "Human Values in Stories: Narrative-informed Directions for Value Discovery",
    author = "Barancov{\'a}, Alexandra  and
      Sileno, Giovanni  and
      Ghebreab, Sennay",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.22/",
    pages = "249--255",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{popescu-etal-2026-llm,
    title = "{LLM} Mental Health Response Manipulation",
    author = "Popescu, Cristina Maria  and
      Hodivoianu, Anamaria  and
      Uban, Ana Sabina  and
      Nisioi, Sergiu",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.23/",
    pages = "256--268",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{kahn-etal-2026-matcha,
    title = "{MATCHA}: {LLM}-Based Chart Summarization for Screen Reader Users",
    author = "Kahn, Lauren Claudia  and
      Soto, Jaime  and
      Arya, Om  and
      Michal, Audrey  and
      Wilson, Steven R",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.24/",
    pages = "269--282",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{gaur-2026-measuring,
    title = "Measuring Public Perceptions of the Social Impacts of Artificial Intelligence in {Y}ou{T}ube Discourse",
    author = "Gaur, Aarav",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.25/",
    pages = "283--297",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{rahman-etal-2026-measuring,
    title = "Measuring the Impact of {LLM}-Generated Scientific Summaries for Neurodivergent Readers",
    author = "Rahman, Abraham Ur  and
      Koba, Skyler  and
      Michal, Audrey  and
      Wilson, Steven R",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.26/",
    pages = "298--311",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{raichura-2026-meridian,
    title = "Meridian: A Bivariate Perplexity Architecture for Trustworthy and Equitable {AI} Text Detection",
    author = "Raichura, Pranil",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.27/",
    pages = "312--325",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{singh-2026-nsiddx,
    title = "{NSIDD}x: A Design Framework for Neuro-Symbolic, Practitioner-First Differential Diagnosis in Low-Resource Settings",
    author = "Singh, Aarav",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.28/",
    pages = "326--338",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{satheesh-etal-2026-neutrality,
    title = "On the Neutrality of Model Confidence in {G}erman and {E}nglish Gender-Bias Benchmarks",
    author = "Satheesh, Shalaka  and
      Jacob, Nika  and
      Beckh, Katharina",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.29/",
    pages = "339--348",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{fedorova-etal-2026-preference,
    title = "Preference Optimization Improves Definition Generation: Semantic Change in {EU} Institutional Sustainable Finance Disclosures",
    author = "Fedorova, Mariia  and
      Kutuzov, Andrey  and
      Delascio, Gustavo Cadenas",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.30/",
    pages = "349--359",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{blum-etal-2026-reading,
    title = "Reading Between the Signs: Predicting Future Suicidal Ideation from Adolescent Social Media Texts",
    author = "Blum, Paul  and
      Liscio, Enrico  and
      Zhang, Ruixuan  and
      Figueroa, Caroline  and
      Murukannaiah, Pradeep K.",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.31/",
    pages = "360--374",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{schneeberger-tang-2026-right,
    title = "Right-Wing Rock or Just Rock? A Computational Linguistic Analysis of {F}rei.{W}ild",
    author = "Schneeberger, Carlotta  and
      Tang, Kevin",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.32/",
    pages = "375--394",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{vu-etal-2026-roleplaying,
    title = "Roleplaying with Structure: Synthetic Therapist-Client Conversation Generation from Questionnaires",
    author = "Vu, Doan Nam Long  and
      Tan, Rui  and
      Francke, Svenja Jule  and
      Moench, Lena  and
      Woiwod, Daniel  and
      Thomas-Odenthal, Florian  and
      Stroth, Sanna  and
      Kircher, Tilo  and
      Hermann, Christiane  and
      Dannlowski, Udo  and
      Jamalabadi, Hamidreza  and
      Balloccu, Simone  and
      Ji, Shaoxiong",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.33/",
    pages = "395--417",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{bassignana-etal-2026-seal,
    title = "{SEAL}: {S}ocio{E}conomic Alignment in {LLM}s",
    author = {Bassignana, Elisa  and
      Calvo-Bartolom{\'e}, Lorena  and
      D{\"o}nmez, Esra  and
      Lutz, Marlene  and
      Muti, Arianna  and
      Neplenbroek, Vera  and
      Rooein, Donya},
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.34/",
    pages = "418--434",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{dutta-moharir-2026-solias,
    title = "{SOLIAS}: A Reporting Standard for Social-Impact Claims in {NLP}",
    author = "Dutta, Srimonti  and
      Moharir, Akshata Kishore",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.35/",
    pages = "435--451",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{wang-etal-2026-stagewell,
    title = "{S}tage{W}ell: A Process-Aligned {C}hinese Corpus for Positive-Psychology Support Dialogue",
    author = "Wang, Yuxiong  and
      Lin, Ziwei  and
      Wang, Bo  and
      Zhang, Yu  and
      Ni, Shiguang",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.36/",
    pages = "452--481",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{arun-etal-2026-temporal,
    title = "Temporal Epistemic Graph of Thought: Uncertainty over Latent Reasoning Structure for Selective Abstention in Clinical Prediction",
    author = "Arun, Govind  and
      Bathini, Sadhvik  and
      Bhasuran, Balu",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.37/",
    pages = "482--492",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{yoo-chen-2026-ai,
    title = "The {AI} Therapist: {C}hat{GPT} Therapy Users at the Boundary of Human Therapy, Disillusionment, and {AI} Companionship on {R}eddit",
    author = "Yoo, Nari  and
      Chen, Pengyu",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.38/",
    pages = "493--510",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{nemkova-etal-2026-towards,
    title = "Towards Automated Situation Awareness: A {RAG}-Based Framework for Peacebuilding Reports",
    author = "Nemkova, Poli  and
      Polat, Suleyman Olcay  and
      Jahan, Rafid Ishrak  and
      Choudhury, Sagnik Ray  and
      Lee, Sun-Joo  and
      Sarkar, Shouryadipta  and
      Albert, Mark V.",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.39/",
    pages = "511--529",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{andrushko-etal-2026-ukrmeme,
    title = "{U}kr{M}eme: Multimodal Explainable Persuasion Detection in {U}krainian Memes",
    author = "Andrushko, Nazar  and
      Schmitt, Vera  and
      Solopova, Veronika",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.40/",
    pages = "530--543",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{yuksel-etal-2026-uncertainty,
    title = "Uncertainty Quantification to Improve the Reliability of {LLM}-Based Hate Speech Detection",
    author = "Yuksel, Nehir Idil  and
      Dementieva, Daryna  and
      Fraser, Alexander",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.41/",
    pages = "544--574",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{li-etal-2026-cultures,
    title = "When Cultures Move: Measuring and Improving Multicultural Text-to-Video Generation",
    author = "Li, Shuowei  and
      Zhao, Yuming  and
      Bhalerao, Parth  and
      Ignat, Oana",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.42/",
    pages = "575--591",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{kalra-etal-2026-predictions,
    title = "Where Do Predictions Go? Class-Level Shifts and Carbon Cost in Stance Detection",
    author = "Kalra, Nityaa  and
      Attema, Jisk J  and
      Shterionov, Dimitar",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.43/",
    pages = "592--604",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{singh-2026-gets,
    title = "Who Gets Annotated? Impact-Aware Active Learning for Robust Humanitarian Text Classification",
    author = "Singh, Divyajot",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.44/",
    pages = "605--614",
    ISBN = "979-8-89176-495-8"
}
@inproceedings{nemkova-etal-2026-whose,
    title = "Whose Good, Whose Place? The Moral Geography of Agentic {AI} for Social Good",
    author = "Nemkova, Poli  and
      Indukuri, Haeshitha  and
      Charles, Jaedon",
    editor = "Atwell, Katherine  and
      Borah, Angana  and
      Dementieva, Daryna  and
      Kreiss, Elisa  and
      Kotonya, Neema  and
      Liu, Jiarui  and
      Olson, Liz  and
      Wan, Ruyuan  and
      Zhao, Jieyu",
    booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4pi-1.45/",
    pages = "615--632",
    ISBN = "979-8-89176-495-8"
}