Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI)

Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor 2026-10 Association for Computational Linguistics Budapest, Hungary text conference publication 979-8-89176-495-8 nlp4pi-2026-1 https://aclanthology.org/2026.nlp4pi-1.0/ A Quantitative Gap Audit of LLM-era NLP for Education: Validity, Deployment, and Multilingual Equity Farzana Zahid author Md. Rakibul Islam author Mayesha Kader author Israt Jahan Anika author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 zahid-etal-2026-quantitative https://aclanthology.org/2026.nlp4pi-1.1/ 2026-10 1 16 A Safety-Engineered Consumer Mental-Health Assistant: A Deployment Case Report on Retrieval-First Grounding, Release Gates, and the Non-Clinical Boundary Robert Sneiderman author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 sneiderman-2026-safety https://aclanthology.org/2026.nlp4pi-1.2/ 2026-10 17 21 Accessible Translation from Standard Arabic to Moroccan Sign Language: A Rule-Based System for Low-Resource Sign Languages Abdelhadi Soudi author Kristof Van Laerhoven author Mohammed Hannani author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 soudi-etal-2026-accessible https://aclanthology.org/2026.nlp4pi-1.3/ 2026-10 22 29 Agentic LLM for Information Access among Refugees: A Field Report from a Resource-Constrained Organization Nari Yoo author Youngah Kim author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 yoo-kim-2026-agentic https://aclanthology.org/2026.nlp4pi-1.4/ 2026-10 30 48 Aligned for Whom? A Brazilian Research Agenda for Culturally Grounded AI Safety Evaluation Livy Real author Roberta Viola author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 real-viola-2026-aligned https://aclanthology.org/2026.nlp4pi-1.5/ 2026-10 49 56 An Edge AI-Based Offline System for Educational Technology in Resource-Constrained Regions Irin Jose author Nickolas Kenyeres author Kailey Cozart-Quesada author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 jose-etal-2026-edge https://aclanthology.org/2026.nlp4pi-1.6/ 2026-10 57 66 Before You Trust the Count: Auditing Multilingual Sustainable Development Goal News Sergey Volkov author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 volkov-2026-trust https://aclanthology.org/2026.nlp4pi-1.7/ 2026-10 67 76 Beyond Helpfulness: A Teaching-over-Solving Diagnostic for Measuring Educational Impact in LLM Tutors Junyi Yao author Zihao Zheng author Baichuan Li author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 yao-etal-2026-beyond-helpfulness https://aclanthology.org/2026.nlp4pi-1.8/ 2026-10 77 82 Beyond the Flag: Clinical Framing Closes the Moderation Gap in Suicide Risk Measurement Shreyas Krishnan author Gun Ahn author Jungjin Kim author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 krishnan-etal-2026-beyond https://aclanthology.org/2026.nlp4pi-1.9/ 2026-10 83 102 BodyCam-VQA: Enhanced Body-Worn Camera Video Captioning via Multimodal Reasoning and Probe Question Generation Karish Gupta author Matthew Alex author Alex Li author Yang Wu author Yun-Wei Chu author Kashif Munir author Xiaotian Zhou author Zhengping Ji author Xiaozhong Liu author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 gupta-etal-2026-bodycam https://aclanthology.org/2026.nlp4pi-1.10/ 2026-10 103 115 Computational Preservation of Endangered Pamiri Languages through NLP: Insights from Bartangi and a Roadmap for Digital Inclusion Warda Tariq author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 tariq-2026-computational https://aclanthology.org/2026.nlp4pi-1.11/ 2026-10 116 124 Conjoint Auditing: A Framework for Measuring the Social Impact of LLM Deployment Katrina M Jones author Lennart Kasserra author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 jones-kasserra-2026-conjoint https://aclanthology.org/2026.nlp4pi-1.12/ 2026-10 125 139 Correction Is Not Response: Reframing the Unverifiable Majority of Health Infodemic Discourse as Communicative Acts Minsu Ko author Jongyoung Lee author Woonho Choi author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 ko-etal-2026-correction https://aclanthology.org/2026.nlp4pi-1.13/ 2026-10 140 150 Detecting Coordinated Inauthentic Behavior on Social Media with Memory-Guided Causal Inference Yi Han author Wen Ding author Xuanjing Chen author Zhiguo Tao author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 han-etal-2026-detecting https://aclanthology.org/2026.nlp4pi-1.14/ 2026-10 151 160 Evaluating Bias in LLM-Synthetic Data across Majority and Minority Groups on General and Stigmatized Topics: The Case of Multicultural and Monocultural Adolescents in South Korea Jiyun Beak author Myokyung Han author Lanu Kim author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 beak-etal-2026-evaluating https://aclanthology.org/2026.nlp4pi-1.15/ 2026-10 161 174 Evaluating Therapist-in-the-Loop NLP in Comprehension Rehabilitation for Children with SEND Martina Galletti author Caterina Marchesi author Eleonora Pasqua author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 galletti-etal-2026-evaluating https://aclanthology.org/2026.nlp4pi-1.16/ 2026-10 175 187 From Signals to Barriers: An LLM-Assisted Bow-Tie Framework for NGO Civic-Space Risk Monitoring Noemí Orué-Guerrero author Bernat Coma-Puig author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 orue-guerrero-coma-puig-2026-signals https://aclanthology.org/2026.nlp4pi-1.17/ 2026-10 188 197 Generating Curriculum Grounded Nepali Questions Based On Bloom’s Taxonomy Prabigya Acharya author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 acharya-2026-generating https://aclanthology.org/2026.nlp4pi-1.18/ 2026-10 198 210 Grounded, Compute-Efficient LLM Policy Agents for Energy-Poverty Equity in Physically-Constrained Peer-to-Peer Energy Markets Kunal Jadhav author Siddhesh More author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 jadhav-more-2026-grounded https://aclanthology.org/2026.nlp4pi-1.19/ 2026-10 211 219 Hate Speech as a Conflict-Period Marker: Evidence from Arabic Telegram in Sudan Tara Pai author Poli Nemkova author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 pai-nemkova-2026-hate https://aclanthology.org/2026.nlp4pi-1.20/ 2026-10 220 231 How Persona and Message Type in Conversation Initiation Influence Learners’ Experience with Educational Chatbots Jingchao Fang author Qingxiaoyang Zhu author Hao-Chuan Wang author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 fang-etal-2026-persona https://aclanthology.org/2026.nlp4pi-1.21/ 2026-10 232 248 Human Values in Stories: Narrative-informed Directions for Value Discovery Alexandra Barancová author Giovanni Sileno author Sennay Ghebreab author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 barancova-etal-2026-human https://aclanthology.org/2026.nlp4pi-1.22/ 2026-10 249 255 LLM Mental Health Response Manipulation Cristina Maria Popescu author Anamaria Hodivoianu author Ana Sabina Uban author Sergiu Nisioi author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 popescu-etal-2026-llm https://aclanthology.org/2026.nlp4pi-1.23/ 2026-10 256 268 MATCHA: LLM-Based Chart Summarization for Screen Reader Users Lauren Claudia Kahn author Jaime Soto author Om Arya author Audrey Michal author Steven R Wilson author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 kahn-etal-2026-matcha https://aclanthology.org/2026.nlp4pi-1.24/ 2026-10 269 282 Measuring Public Perceptions of the Social Impacts of Artificial Intelligence in YouTube Discourse Aarav Gaur author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 gaur-2026-measuring https://aclanthology.org/2026.nlp4pi-1.25/ 2026-10 283 297 Measuring the Impact of LLM-Generated Scientific Summaries for Neurodivergent Readers Abraham Ur Rahman author Skyler Koba author Audrey Michal author Steven R Wilson author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 rahman-etal-2026-measuring https://aclanthology.org/2026.nlp4pi-1.26/ 2026-10 298 311 Meridian: A Bivariate Perplexity Architecture for Trustworthy and Equitable AI Text Detection Pranil Raichura author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 raichura-2026-meridian https://aclanthology.org/2026.nlp4pi-1.27/ 2026-10 312 325 NSIDDx: A Design Framework for Neuro-Symbolic, Practitioner-First Differential Diagnosis in Low-Resource Settings Aarav Singh author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 singh-2026-nsiddx https://aclanthology.org/2026.nlp4pi-1.28/ 2026-10 326 338 On the Neutrality of Model Confidence in German and English Gender-Bias Benchmarks Shalaka Satheesh author Nika Jacob author Katharina Beckh author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 satheesh-etal-2026-neutrality https://aclanthology.org/2026.nlp4pi-1.29/ 2026-10 339 348 Preference Optimization Improves Definition Generation: Semantic Change in EU Institutional Sustainable Finance Disclosures Mariia Fedorova author Andrey Kutuzov author Gustavo Cadenas Delascio author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 fedorova-etal-2026-preference https://aclanthology.org/2026.nlp4pi-1.30/ 2026-10 349 359 Reading Between the Signs: Predicting Future Suicidal Ideation from Adolescent Social Media Texts Paul Blum author Enrico Liscio author Ruixuan Zhang author Caroline Figueroa author Pradeep K Murukannaiah author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 blum-etal-2026-reading https://aclanthology.org/2026.nlp4pi-1.31/ 2026-10 360 374 Right-Wing Rock or Just Rock? A Computational Linguistic Analysis of Frei.Wild Carlotta Schneeberger author Kevin Tang author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 schneeberger-tang-2026-right https://aclanthology.org/2026.nlp4pi-1.32/ 2026-10 375 394 Roleplaying with Structure: Synthetic Therapist-Client Conversation Generation from Questionnaires Doan Nam Long Vu author Rui Tan author Svenja Jule Francke author Lena Moench author Daniel Woiwod author Florian Thomas-Odenthal author Sanna Stroth author Tilo Kircher author Christiane Hermann author Udo Dannlowski author Hamidreza Jamalabadi author Simone Balloccu author Shaoxiong Ji author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 vu-etal-2026-roleplaying https://aclanthology.org/2026.nlp4pi-1.33/ 2026-10 395 417 SEAL: SocioEconomic Alignment in LLMs Elisa Bassignana author Lorena Calvo-Bartolomé author Esra Dönmez author Marlene Lutz author Arianna Muti author Vera Neplenbroek author Donya Rooein author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 bassignana-etal-2026-seal https://aclanthology.org/2026.nlp4pi-1.34/ 2026-10 418 434 SOLIAS: A Reporting Standard for Social-Impact Claims in NLP Srimonti Dutta author Akshata Kishore Moharir author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 dutta-moharir-2026-solias https://aclanthology.org/2026.nlp4pi-1.35/ 2026-10 435 451 StageWell: A Process-Aligned Chinese Corpus for Positive-Psychology Support Dialogue Yuxiong Wang author Ziwei Lin author Bo Wang author Yu Zhang author Shiguang Ni author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 wang-etal-2026-stagewell https://aclanthology.org/2026.nlp4pi-1.36/ 2026-10 452 481 Temporal Epistemic Graph of Thought: Uncertainty over Latent Reasoning Structure for Selective Abstention in Clinical Prediction Govind Arun author Sadhvik Bathini author Balu Bhasuran author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 arun-etal-2026-temporal https://aclanthology.org/2026.nlp4pi-1.37/ 2026-10 482 492 The AI Therapist: ChatGPT Therapy Users at the Boundary of Human Therapy, Disillusionment, and AI Companionship on Reddit Nari Yoo author Pengyu Chen author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 yoo-chen-2026-ai https://aclanthology.org/2026.nlp4pi-1.38/ 2026-10 493 510 Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Poli Nemkova author Suleyman Olcay Polat author Rafid Ishrak Jahan author Sagnik Ray Choudhury author Sun-Joo Lee author Shouryadipta Sarkar author Mark V Albert author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 nemkova-etal-2026-towards https://aclanthology.org/2026.nlp4pi-1.39/ 2026-10 511 529 UkrMeme: Multimodal Explainable Persuasion Detection in Ukrainian Memes Nazar Andrushko author Vera Schmitt author Veronika Solopova author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 andrushko-etal-2026-ukrmeme https://aclanthology.org/2026.nlp4pi-1.40/ 2026-10 530 543 Uncertainty Quantification to Improve the Reliability of LLM-Based Hate Speech Detection Nehir Idil Yuksel author Daryna Dementieva author Alexander Fraser author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 yuksel-etal-2026-uncertainty https://aclanthology.org/2026.nlp4pi-1.41/ 2026-10 544 574 When Cultures Move: Measuring and Improving Multicultural Text-to-Video Generation Shuowei Li author Yuming Zhao author Parth Bhalerao author Oana Ignat author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 li-etal-2026-cultures https://aclanthology.org/2026.nlp4pi-1.42/ 2026-10 575 591 Where Do Predictions Go? Class-Level Shifts and Carbon Cost in Stance Detection Nityaa Kalra author Jisk J Attema author Dimitar Shterionov author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 kalra-etal-2026-predictions https://aclanthology.org/2026.nlp4pi-1.43/ 2026-10 592 604 Who Gets Annotated? Impact-Aware Active Learning for Robust Humanitarian Text Classification Divyajot Singh author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 singh-2026-gets https://aclanthology.org/2026.nlp4pi-1.44/ 2026-10 605 614 Whose Good, Whose Place? The Moral Geography of Agentic AI for Social Good Poli Nemkova author Haeshitha Indukuri author Jaedon Charles author 2026-10 text Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI) Katherine Atwell editor Angana Borah editor Daryna Dementieva editor Elisa Kreiss editor Neema Kotonya editor Jiarui Liu editor Liz Olson editor Ruyuan Wan editor Jieyu Zhao editor Association for Computational Linguistics Budapest, Hungary conference publication 979-8-89176-495-8 nemkova-etal-2026-whose https://aclanthology.org/2026.nlp4pi-1.45/ 2026-10 615 632