Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026

Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor 2026-05 ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) text conference publication nakbanlp-2026-1 https://aclanthology.org/2026.nakbanlp-1.0/ The NakbaEcho Dataset: From Oral Testimonies to a Transcribed Arabic History Corpus Batool Najeh Balah author Mahmoud Fawzi author Houda Elmimouni author Walid Magdy author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication najeh-balah-etal-2026-nakbaecho 10.63317/4zvtrpg8sm2s https://aclanthology.org/2026.nakbanlp-1.1/ 2026-05 1 22 Mining the Pre-1948 Palestinian Press: Unsupervised Keyphrase Extraction and Temporal Discourse Analysis from Five Historical Arabic Newspapers Basel Barakat author Nizam Barakat author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication barakat-barakat-2026-mining 10.63317/3oaq8zxp9hwx https://aclanthology.org/2026.nakbanlp-1.2/ 2026-05 23 32 Nakba Discourse 2025: A Bilingual Social Media Dataset for Collective Trauma Analysis Wajdi Zaghouani author Mabrouka Bessghaier author Kais Attia author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication zaghouani-etal-2026-nakba 10.63317/26i8wdd5eyrt https://aclanthology.org/2026.nakbanlp-1.3/ 2026-05 33 42 ChronoLearn: A GRAG LLM-Based System for Structuring and Exploring Historical Narratives Mohammad O ALADDASI author Shahd L Abu Hijleh author Omar Qawasmeh author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication aladdasi-etal-2026-chronolearn 10.63317/2bbamet766xn https://aclanthology.org/2026.nakbanlp-1.4/ 2026-05 43 49 Credibility Assessment for Arabic News on the Gaza War: A Hybrid Neural-Symbolic Pipeline Sanaa Abril author Sihame Mouanid author El habib Ben lahmar author Omar Zahour author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication abril-etal-2026-credibility 10.63317/2hvdmcb8xkoh https://aclanthology.org/2026.nakbanlp-1.5/ 2026-05 50 59 Tarikhi: Arabic Temporal Information Extraction from Arabic Historical Documents Qusay Abdo author Serin Atiani author Tariq Sraiji author Adnan Saeed author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication abdo-etal-2026-tarikhi 10.63317/5eco9hgcoxp8 https://aclanthology.org/2026.nakbanlp-1.6/ 2026-05 60 69 NAKBA NLP 2026: Shared Task on Arabic Handwritten Manuscript Understanding (Palestine Memory–Omar Al-Saleh Memoir) Hadi Hamoud author Ahmad Ali Chamseddine author Bilal Shalash author Firas Ben Abid author Mustafa Jarrar author Chadi Abou Chakra author Bernard Ghanem author Fadi A Zaraket author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hamoud-etal-2026-nakba 10.63317/3iakmct86er7 https://aclanthology.org/2026.nakbanlp-1.7/ 2026-05 70 79 StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discourse Kholoud Khalil Aldous author Md. Rafiul Biswas author Mabrouka Bessghaier author Shimaa Amer Ibrahim author Kais Attia author Wajdi Zaghouani author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication aldous-etal-2026-stancenakba 10.63317/3jpmi9oc23t4 https://aclanthology.org/2026.nakbanlp-1.8/ 2026-05 80 90 The NakbaArchiveClassifier Shared Task on Nakba Image Classification Alexei Abrahams author Shadi Abudalfa author Mustafa Jarrar author George Mikros author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication abrahams-etal-2026-nakbaarchiveclassifier 10.63317/55jks599ezv8 https://aclanthology.org/2026.nakbanlp-1.9/ 2026-05 91 97 The NakbaVirality Shared Task on MultimodalVirality Prediction in High-Stakes Discourse Saad Ezzini author Salima Lamsiyah author Shadi Abudalfa author Samir El-Amrany author Walid Alsafadi author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ezzini-etal-2026-nakbavirality 10.63317/3qkodh8922a6 https://aclanthology.org/2026.nakbanlp-1.10/ 2026-05 98 103 Faisal_Adam at NakbaArchiveClassifier Shared Task: Archival Image Classification for Structural Destruction: A Robust Pipeline Using ResNet-50 and Test-Time Augmentation Faisal Muhammad Adam author Salisu Aliyu author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication adam-aliyu-2026-faisal 10.63317/3s6qbjzfgsbh https://aclanthology.org/2026.nakbanlp-1.11/ 2026-05 104 107 Doaa Sulaiman at AR-MS NakbaNLP 2026: Faithful Diplomatic Transcription of Arabic Manuscripts Using a Human-Centred Annotation Framework Doaa Bahjat Sulaiman author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication sulaiman-2026-doaa 10.63317/3ti98qkygayb https://aclanthology.org/2026.nakbanlp-1.12/ 2026-05 108 112 KvochurHegel at StanceNakba: Robust Stance Detection with Regularized Natural Language Inference Minh-Hoang Le author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication le-2026-kvochurhegel-stancenakba 10.63317/3qqbomcjihz4 https://aclanthology.org/2026.nakbanlp-1.13/ 2026-05 113 117 KvochurHegel at NakbaArchiveClassifier Shared Task: Nakba Image Classification via ConvNeXt-V2 and Label Smoothing Minh-Hoang Le author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication le-2026-kvochurhegel-nakbaarchiveclassifier 10.63317/4uecz9j2m37s https://aclanthology.org/2026.nakbanlp-1.14/ 2026-05 118 120 HCMUS_TheFangs at NakbaArchiveClassifier Shared Task: Foundation Models and Advanced Training Strategies for Conflict Damage Classification Duy Minh Dao Sy author Trung Kiet Huynh author Nguyen Chi Tran author Phu Quy Nguyen Lam author Phu Hoa Pham author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication dao-sy-etal-2026-hcmus-thefangs-nakbaarchiveclassifier 10.63317/26tv58oaqfc4 https://aclanthology.org/2026.nakbanlp-1.15/ 2026-05 121 127 Baflah-lamri at NAKBA-NLP 2026: Manual Ground Truth Enrichment Baflah Abdelouahab author Lamri Mohamed author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication abdelouahab-mohamed-2026-baflah 10.63317/4aymwtp2ujku https://aclanthology.org/2026.nakbanlp-1.16/ 2026-05 128 132 Free-Gaza at NakbaArchiveClassifier Shared Task: Towards Distinguishing the Destructive Effect of Nakba: NakbaImage Classification Using Artificial Intelligence Techniques Nisreen I R Yassin author Enas A. Hakim Khalil author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication yassin-a-hakim-khalil-2026-free 10.63317/59i3kmpytngj https://aclanthology.org/2026.nakbanlp-1.17/ 2026-05 133 136 HCMUS_TheFangs at NakbaVirality Shared Task: The Audience is the Message: Escaping the Deep Learning Trap in Conflict-Domain Virality Prediction Duy Minh Dao Sy author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication dao-sy-2026-hcmus 10.63317/3bdi84ncsp38 https://aclanthology.org/2026.nakbanlp-1.18/ 2026-05 137 143 Xin1212 at NakbaVirality Shared Task: Frozen CLIP with Residual Adapter for Multimodal Virality Classification Xinyan Zhang author Bingzhou Yang author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication zhang-yang-2026-xin1212 10.63317/3myy3h8imvfz https://aclanthology.org/2026.nakbanlp-1.19/ 2026-05 144 146 A2NLP at StanceNakba Shared Task: Fine-Tuned AraBERT for Topic-Based Arabic Stance Detection Alaa Nairat author Aysar Mahmoud Nairat author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication nairat-nairat-2026-a2nlp 10.63317/5jy5nrvfrzzk https://aclanthology.org/2026.nakbanlp-1.20/ 2026-05 147 159 Ketaba-OCR at AR-MS NakbaNLP 2026: Efficient Adaptation of Vision-Language Models for Handwritten Recognition Hassan Barmandah author Fatimah Emad Eldin author Khloud Al Jallad author Omer Nacar author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication barmandah-etal-2026-ketaba 10.63317/3inc2znes52o https://aclanthology.org/2026.nakbanlp-1.21/ 2026-05 160 170 No Overfit at NakbaArchiveClassifier Shared Task: A Swin Transformer-Based System for Destruction Image Classification Mohamed Fathy Mohamed author Samar Mahmoud Abd El-Mageed author Ensaf Mohamed author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication mohamed-etal-2026-overfit 10.63317/28o7zedpovh7 https://aclanthology.org/2026.nakbanlp-1.22/ 2026-05 171 176 Yafa at StanceNakba: Actor-Level Stance Detection Using Cross-Lingual Approach Tasnim Zayet author Osama Hamed author Tasneem Duridi author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication zayet-etal-2026-yafa 10.63317/4pzmawd3avoy https://aclanthology.org/2026.nakbanlp-1.23/ 2026-05 177 181 The Resistant Word at StanceNakba Shared Task: A Topic-Aware Model for Cross-Topic Stance Detection Mohamed Bahgat author Doaa Salah author Sarah Yassine author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication bahgat-etal-2026-resistant 10.63317/33r5jdoe6avj https://aclanthology.org/2026.nakbanlp-1.24/ 2026-05 182 186 “Hope” at NakbaArchiveClassifier Shared Task: Transfer Learning-Based CNN Models for Infrastructure Damage Detection Lojien AlKhidir author HebaTalla Abdelhady author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication alkhidir-abdelhady-2026-hope 10.63317/233j9kgmifw4 https://aclanthology.org/2026.nakbanlp-1.25/ 2026-05 187 190 Al-Warraq at AR-MS NAKBA-NLP 2026: Adapting Vision-Language and Transformer Models for Automatic Manuscript OCR/HTR Ahmad Edris Youssef author Aya Hafiz Faris author Alhasan Hamood author Zainab Kamil author Jana Alqasem author SARA Ali hamed” author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication youssef-etal-2026-al 10.63317/2fv6385csb36 https://aclanthology.org/2026.nakbanlp-1.26/ 2026-05 191 195 Misraj AI at AR-MS NAKBA-NLP 2026: A State-of-the-Art VLM in Arabic Handwritten Text Recognition Khalil Hennara author Muhammad Hreden author Zeina Aldallal author Sara Chrouf author Safwan AlModhayan author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hennara-etal-2026-misraj 10.63317/2uur73vrcmk5 https://aclanthology.org/2026.nakbanlp-1.27/ 2026-05 196 200 PushingBoundaries at NakbaVirality Shared Task: Recursive Prompt Improvement for Multimodal Virality Classification Ashhadul Islam author Md Rafiul Biswas author Samir Brahim Belhaouari author Wajdi Zaghouani author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication islam-etal-2026-pushingboundaries 10.63317/2bhypjjhwbsa https://aclanthology.org/2026.nakbanlp-1.28/ 2026-05 201 205 U4RASD at StanceNakba Shared Task: Data Augmentation and Auxiliary Objectives for Arabic Stance Detection Nancy Hamdan author Aya Jouni author Aya Saïd author Fadi Zaraket author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hamdan-etal-2026-u4rasd 10.63317/2dsxtdvvu8vu https://aclanthology.org/2026.nakbanlp-1.29/ 2026-05 206 211 AyahVerse at NakbaArchiveClassifier Shared Task: Architectural Trade-offs and Decision Calibration for Humanitarian Image Classification Ibad-ur-Rehman Rashid author Akhtar Ali author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication rashid-ali-2026-ayahverse 10.63317/3p7n5t5hmz6h https://aclanthology.org/2026.nakbanlp-1.30/ 2026-05 212 216 mlenthusiast at NakbaArchiveClassifier Shared Task: A Lightweight SVM-Gated Ensemble of EfficientNets for Image Classification Md. Ajwad Hossain author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hossain-2026-mlenthusiast 10.63317/5aw7xdt47vzs https://aclanthology.org/2026.nakbanlp-1.31/ 2026-05 217 220 Pixel at NakbaArchiveClassifier Shared Task: ConvNeXt-Based Ensemble for Destruction Detection Rahaf Jaber author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication jaber-2026-pixel 10.63317/3o45xv3zt4nu https://aclanthology.org/2026.nakbanlp-1.32/ 2026-05 221 225 MennaAly at NakbaArchiveClassifier Shared Task: Transfer Learning with ResNet for Historical Image Classification Menna Aly author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication aly-2026-mennaaly 10.63317/26ohd3yrshim https://aclanthology.org/2026.nakbanlp-1.33/ 2026-05 226 228 DLRG@ NakbaArchiveClassifier Shared Task: Deep Transfer Learning for Destruction Detection in Nakba Archive Images Using EfficientNet-B3 Ramesh R Kannan author Ratnavel Rajalakshmi author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kannan-rajalakshmi-2026-dlrg 10.63317/4uzdggnax4e2 https://aclanthology.org/2026.nakbanlp-1.34/ 2026-05 229 233 Oblevit at AR-MS NAKBA NLP 2026 Subtask 2: Hybrid CNN–BiLSTM–CTC Framework with Linguistic Refinement for Arabic Handwritten Manuscript Recognition Reem Juhaysh author Abuelgasim Sami Abusonoun author Sara Ayad author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication juhaysh-etal-2026-oblevit 10.63317/5nwur655ha5k https://aclanthology.org/2026.nakbanlp-1.35/ 2026-05 234 238 Viva_Palestine at StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discourse Wafaa El-Kassas author Enas Khalil author Enas El Houby author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication el-kassas-etal-2026-viva 10.63317/2qfbhttoue49 https://aclanthology.org/2026.nakbanlp-1.36/ 2026-05 239 243 KUET at StanceNakba Shared Task: StanceMoE: Mixture-of-Experts Architecture for Stance Detection Abdullah Al Shafi author Md. Milon Islam author Sk. Imran Hossain author K M Azharul Hasan author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication al-shafi-etal-2026-kuet 10.63317/3pim9v9kog3d https://aclanthology.org/2026.nakbanlp-1.37/ 2026-05 244 251 PAST-TIDE: Prototype-Anchored Statement Tuning with Topic-Invariant Normalization for Stance Detection Md. Shakhoyat Rahman Shujon author MD Jahid Hasan Jim author Md. Milon Islam author Md Rezwanul Haque author Fakhri Karray author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication shujon-etal-2026-past 10.63317/4an3eqwpdtpf https://aclanthology.org/2026.nakbanlp-1.38/ 2026-05 252 261 AlSaifTeam at AR-MS NAKBA-NLP 2026: Building Expert-Quality Ground Truth for Arabic Handwritten Manuscripts Joud Fahad AlSaif author Alhasan Hamood Mohammed author Jana Mohammad Alseed author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication alsaif-etal-2026-alsaifteam 10.63317/5pcgw3fzbc6i https://aclanthology.org/2026.nakbanlp-1.39/ 2026-05 262 264 PalNLP at AR-MS Shared Task: Guidelines Paper for Arabic Manuscript Transcription Mutaz Ayesh author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ayesh-2026-palnlp 10.63317/3e9dvjxc2gbx https://aclanthology.org/2026.nakbanlp-1.40/ 2026-05 265 268 Digilians at NakbaVirality Shared Task: Bidirectional Cross-Attention for Multimodal Virality Prediction Ahmed Eid Hassan author Noureldeen H Mohamed author Abdelrhman M Fawzy author Mohamed A Abdelghany author Ahmed A Hassan author Ahmed S Qassim author Fady A Abd El Sayed author Mohamed H Mohamed author Rahma M Mohamed author Arwa M Abou-Attia author Mayar M Mohamed author Shahd A Sawla author Shahd O Mahmoud author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hassan-etal-2026-digilians 10.63317/3tt97yspawfn https://aclanthology.org/2026.nakbanlp-1.41/ 2026-05 269 272 Not Gemma at AR-MS NakbaNLP 2026: Mubsir OCR: End-to-End Recognition of Arabic Handwritten Text Ali Adel Ali author Mona Khaled Ali author Mohamed Emad Sayed author Ibrahim Naser Mostafa author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ali-etal-2026-gemma 10.63317/44f6f4a6cxma https://aclanthology.org/2026.nakbanlp-1.42/ 2026-05 273 278 Latent Narratives at AR-MS NakbaNLP 2026: Reducing Character Errors in Arabic Manuscript Transcription: A CER Oriented System Sara Abdulmonem Al desouky author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication al-desouky-2026-latent 10.63317/3gkghprpz2sb https://aclanthology.org/2026.nakbanlp-1.43/ 2026-05 279 283 shroukgbr at StanceNakba Shared Task: Transformer-Based Ensemble Learning for Actor-Level Stance Detection in Palestinian–Israeli Social Media Discourse Shrouk Anwar Gbr author Mohamed Ibrahim Ragab author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication gbr-ragab-2026-shroukgbr 10.63317/4ej9gdhgd3vg https://aclanthology.org/2026.nakbanlp-1.44/ 2026-05 284 288 NU_Hallucinators at NakbaArchiveClassifier Shared Task: A CLIP-Based Approach for Destruction Detection in Historical Image Archives Salma Khaled Hegazy author Mohamed Ibrahim Ragab author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hegazy-ragab-2026-nu 10.63317/4c5nkazsww8o https://aclanthology.org/2026.nakbanlp-1.45/ 2026-05 289 293 ZAHIRA BOULANOUAR at NakbaArchiveClassifier Shared Task: Detecting Infrastructure Destruction in Gaza with a ConvNeXt Ensemble Zahira Boulanouar author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication boulanouar-2026-zahira 10.63317/2x7rcigppzib https://aclanthology.org/2026.nakbanlp-1.46/ 2026-05 294 297 EGCSS at StanceNakba Shared Task: Cross-Topic Arabic Stance Detection for Two Middle East Issues Asmaa Qindeel author Toka Khaled author Batool Najeh Balah author Eman Elrefai author Mahmoud Fawzi author 2026-05 text Proceedings of the 2nd International Workshop on Nakba Narratives as Language Resources @ LREC 2026 Mustafa Jarrar editor Mo El-Haj editor Amal Haddad editor Serin Atiani editor Shadi Abudalfa editor Terry Regier editor Paul Rayson editor Khalil Sima’an editor Camille Mansour editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication qindeel-etal-2026-egcss 10.63317/3sxocvjww5ss https://aclanthology.org/2026.nakbanlp-1.47/ 2026-05 298 302