SemEval 2026: all accepted papers
- NCL&HKU-NarrSim at SemEval-2026 Task 4: Aspect-Based Agents and Supervised Contrastive Embeddings for Narrative Similarity ↗Jianfei Xu, Ting Zhu, Mingyang Chen et al.
- NCL-BU at SemEval-2026 Task 3: Fine-tuning XLM-RoBERTa for Multilingual Dimensional Sentiment Regression ↗Tong Wu, Nicolay Rusnachenko, Huizhi(elly) Liang
- NCL-UoR at SemEval-2026 Task 5: Embedding-Based Methods, Fine-Tuning, and LLMs for Word Sense Plausibility Rating ↗Tong Wu, Thanet Markchom, Huizhi(elly) Liang
- NJUSTKMG at SemEval 2026 Task 10 PsyCoMark–-Subtask 2:Conspiracy Detection ↗Yuhan Zheng, Yang Yang
- NLP-CEIA-UFG at SemEval-2026 Task 8: Iterative Retrieval with Notes-Guided Query Refinement for Multi-Turn RAG ↗Guilherme Dutra, André Felipe Caraíba, Nádia Félix Da Silva et al.
- NLP-CIMAT at SemEval-2026 Task 9: LLM-Based One-Shot and Cross-Lingual Data Augmentation for Polarization Detection ↗Miriam Calderon-Reyes, Fernando Sanchez-Vega, Adrian Pastor Lopez Monroy
- NLP-FSDM at SemEval-2026 Task 2: Temporal Smoothing and CCC-MAE Optimization for Balanced Longitudinal Affect Assessment ↗Abdessamad Benlahbib, Zouhir Essalmani, Achraf Boumhidi et al.
- NLP-FSDM at SemEval-2026 Task 4: Narrative Similarity via Multiple Negatives Ranking and Instruction-Based Embeddings ↗Abdessamad Benlahbib, Zouhir Essalmani, Achraf Boumhidi et al.
- NLPGroup8 at SemEval-2026 Task 2: Diverse Ensembles and Hierarchical Transformers for Emotional State Prediction ↗Troy Arthur, Aidan Kelley, Sierra Reschke
- NTNU-SMIL at SemEval-2026 Task 3: Logistic-Loss Regression with Same-Language Transfer for Valence–Arousal Stance Prediction in Dimensional Stance Analysis (DimStance) ↗Siang-Ting Lin, Tien-Hong Lo, Yun-Ting Sun et al.
- NUST PsyAI at SemEval-2026 Task 10: Parameter-Efficient RoBERTa for Conspiracy Detection and Character-Level Marker Extraction ↗Mian Muhammad Husnain Akram, Mehwish Fatima
- NYCU Speech Lab at SemEval-2026 Task 3: Heterogeneous Model Ensemble with Adaptive Weighted Voting for Dimensional Aspect Sentiment Quadruplet Extraction ↗Hao-Chun Hsieh, Cheng-En Wu, Yuan-Fu Liao
- NYCU-NLP at SemEval-2026 Task 9: Stacking Small Language Models for Multilingual, Multicultural and Multievent Polarization Detection ↗Ding-Xiang Lin, Po-Chun Chu, Lung-Hao Lee
- NarSiL at SemEval-2026 Task 4: A Multi-Expert, Multi-Pathway System for Narrative Story Similarity ↗Bogdan Octavian Grecu, Costin Chiru, Oana Cocarascu
- Narrative Nexus at SemEval-2026 Task 4: Modeling Narrative Similarity via Instruction-Based Fine-Tuning and Synthetic Data Augmentation ↗Haotan Guo, Hongbin Na, Zimu Wang et al.
- Narrative Team at SemEval-2026 Task 4: Two-Stage Contrastive Learning for Narrative Similarity Assessment ↗Tatiana Khaidukova, Ana Ciobanu, Daniela Gifu et al.
- Narrative Team at SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Sentences through Narrative Understanding ↗Valentin Istrate, Mocanu Octavian, Tatiana Khaidukova
- OZemi at SemEval-2026 Task 9: A Cross-Lingual Approach to Online Text Polarization Classification Using Multilingual Models and Adaptive Loss Formulation ↗Hidetsune Takahashi, Eleale Nusi Tee, Aika Yu et al.
- OseiBrefo-Liang at SemEval-2026 Task 12: Hybrid Causal Knowledge Graphs and Neural-Symbolic Policy Optimisation for Abductive Event Reasoning ↗Emmanuel Osei-Brefo, Huizhi(elly) Liang
- Osint at SemEval-2026 Task 13: A Distribution-Aware Framework for Machine-Generated Code Detection and Multi-Source Authorship Attribution ↗Shifali Agrahari, Abhishek Anand, Shubham Kannaujiya et al.
- PAI at SemEval-2026 Task 3: An LLM and Data Redistribution Adaptation-Based Predictive Strategy for Valence-Arousal Scores ↗Zhihao Ruan, Kaifeng Yang, Cheng Chen et al.
- PEU Lab at SemEval-2026 Task 4: Pairwise Text Comparison using RoBERTa and Ranking Loss ↗Hangchao Ma, Jiaxu Dao, Jinli Tong et al.
- PFW at SemEval-2026 Task 6: Multi-Seed DeBERTa Ensembles for Political Response Clarity and Evasion Classification ↗Taleef Tamsal, Jonathan Rusert
- PICT at SemEval-2026 Task 3: A Transformer-Based System for Dimensional Aspect-Aware Sentiment Regression with Weighted Layer Pooling ↗Aditya Bhalgat, Omkar Jagtap, Anupama Phakatkar
- Paradise at SemEval-2026 Task 12: Leveraging Instruction-Tuned Large Language Models with Chain-of-Thought Prompting for Abductive Event Reasoning ↗Dhruv Goyal, Ishita Gupta, Jatin Bedi
- Paradise at SemEval-2026 Task 5: On the Limitations of Surface-Level Features for Graded Word Sense Plausibility Prediction ↗Dhruv Goyal, Ishita Gupta, Jatin Bedi
- Perspicere at SemEval-2026 Task 2: Modeling Longitudinal Valence and Arousal via Dense Embeddings and Agentic Reasoning ↗Kamyar Moradian Zehab, Mohammad Sadegh Poulaei, Nasser Mozayani
- Pixel Phantoms at SemEval-2026 Task 13: Exploring Classical and Neural Approaches for AI-Generated Code Detection ↗Jithu Morrison S, Janani Hariharakrishnan, Angel Deborah S et al.
- PolarMind at SemEval-2026 Task 9: Leveraging LaBSE with Progressive Curriculum Learning for Multicultural Polarization ↗Sandeep Kumar, Mothish, Sachin Sundar
- PolarizedTeam at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization ↗Maria Nestor, Maroan Al Shrafat, Ioana Pește et al.
- Polito Team at SemEval-2026 Task 8: Scaling Multi-Turn RAG: High-Performance Parallelized Pipeline for the MTRAG Benchmark ↗Murat Çelik, Nejla Dinçer, Can Ersoy et al.
- Proofbusters at SemEval-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via LLM-Guided Structure Extraction and Deterministic Validation ↗Mohamed Ayman, Khaled Marzouk, Abdallah Mashaly et al.
- PuerAI at SemEval-2026 Task 5: Homograph Appropriateness Assessment via DeBERTa Contrastive Regression and Contextual Grouping ↗Jiaxu Dao, Zhuoying Li, Hangchao Ma et al.
- QuadAI at SemEval-2026 Task 3: Ensemble Learning of Hybrid RoBERTa and LLMs for Dimensional Aspect-Based Sentiment Analysis ↗A.J.W. de Vink, Filippos Karolos Ventirozos, Natalia Amat-Lefort et al.
- RAGTUM at SemEval-2026 Task 8: Contextual Query Rewriting and Dense Retrieval for Multi-Turn RAG ↗Finn Wigger, Maximilian Podolsky, Merle Wilmink et al.
- RAGonauts at SemEval-2026 Task 8: BM25 Retrieval with Last-Turn Query Formulation for Multi-Turn RAG Conversations ↗Rajalakshmi Sivanaiah, Angel Deborah S, Karthik Raja C et al.
- RAGthoven at SemEval-2026 Task 1: A Multi-Stage Pipeline Walks Into a Benchmark and Barely Clears the Bar ↗Marek Suppa, Viktória Ondrejová, Lucia Ganajová et al.
- REGLAT at SemEval-2026 Task 12: Multi-Strategy Ensemble Reasoning for Event Causality Identification ↗Mariam Labib, Nsrin Ashraf, Ahmed M. Fetouh et al.
- REGLAT at SemEval-2026 Task 9: Enhancing Arabic Online Polarization Detection Using AraBERT and Synonym Replacement Augmentation ↗Ahmed M. Fetouh, Rahmath Mohammed, Omer Dawood et al.
- RPI Team at SemEval-2026 Task 3: An LLM-Encoder Ensemble for Coarse-to-Fine Valence-Arousal Sentiment Prediction ↗Mohammed Shahid Modi, Boleslaw Szymanski
- RaguTeam at SemEval-2026 Task 8: Meno and Friends in a Judge-Orchestrated LLM Ensemble for Faithful Multi-Turn Response Generation ↗Ivan Bondarenko, Roman Derunets, Oleg Sedukhin et al.
- Rasende Rakete at SemEval-2026 Task 6: LLM-First Approach with Iterative Prompt Repair for Classifying Evasion in Political Interviews ↗Omar Elbeltagui, Nils Knittel, Leonie Süß et al.
- Rating Plausibility of Word Senses in Ambiguous Sentences Using Multi-Architecture Analysis ↗Naina Jain, Nidhi Arora, Pal Thakkar et al.
- RvH-40 at SemEval-2026 Task 11: Disentangling Reasoning from Belief through Symbolic Abstraction ↗Niek Biesterbos, Mark Den Ouden, Janiek De Rijke
- SCUMesclab at SemEval-2026 Task 3: An Adaptive Dual-Track Framework for Dimensional Aspect-Based Sentiment Analysis ↗Chia-Yun Lee, Matus Pleva, Daniel Hladek et al.
- SCUZANE at SemEval-2026 Task 3: Dimensional Aspect-based Sentiment Analysis with Supervised Contrastive Regression and R-Drop Regularization ↗Ziang Zhou, Xiangmei He, Chenhongyi Bai
- SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance ↗Hanna Abi Akl, Fabien Gandon, Catherine Faron et al.
- SG-UniBuc-NLP at SemEval-2026 Task 6: Multi-Head RoBERTa with Chunking for Long-Context Evasion Detection ↗Gabriel Stefan, Sergiu Nisioi
- SLPGFJWUInsa at SemEval-2026 Task 1: Enhancing Linguistic Creativity for English Text-Based Humor ↗Insa Abbas, Sadaf Abdul Rauf
- SMASH at SemEval-2026 Task 9: Detecting Multilingual Polarisation with Encoder Ensembles and Calibrated Decision Thresholds ↗Zahra Bokaei, Alessandra Terranova, Yi Zheng et al.
- SRCB at SemEval-2026 Task 5 A Multi-Target Finetuning Framework for Large Language Models with Joint Regression and Text Generation ↗Yuming Zhang, Junyu Zhou, Hongyu Li et al.
- SSN-CSE-CODECATALYSTS at SemEval-2026 Task 13: Integrating Transformer Semantics and AST-Derived Structural Features for AI-Generated Code Detection. ↗Bhuvana J, Ramanan Mahendran, Siddharth Chandrasekar S et al.
- Sabancigroup4 at SemEval-2026 Task 5: Uncertainty-Aware Semantic Plausibility Scoring via GNLL Regression and LLM Rationales ↗Salih Büyükbaş, Doruk Benli, Osman Kara et al.
- Sagarmatha at SemEval-2026 Task 9: Heterogeneous Ensembling and Hierarchical Task Conditioning for Multilingual Latent Distributional Divergence Modeling ↗Sujal Maharjan, Astha Shrestha, Pratikshya Shrestha
- Segmentation Fault at SemEval-2026 Task 13: A Regularization-First Approach with Generator-Based Out-of-Distribution Splits for Detecting AI-Generated Code ↗Lakshmi Priya Swaminatha Rao, Dhannya Santhakumari Madhavan, Sreya Kodeswaran et al.
- SemEval-2026 Task 10: PsyCoMark – Psycholinguistic Conspiracy Marker Extraction and DetectionMattia Samory, Felix Soldner, Veronika Batzdorferour summary
- SemEval-2026 Task 11: Disentangling Content and Formal Reasoning in Large Language Models ↗Marco Valentino, Leonardo Ranaldi, Giulia Pucci et al.
- SemEval-2026 Task 12: Abductive Event Reasoning: Towards Real-World Event Causal Inference for Large Language Models ↗Pengfei Cao, Mingxuan Yang, Yubo Chen et al.
- SemEval-2026 Task 12: Knowledge Graph with hyperbolic embedding in Abductive Event Reasoning ↗Mingkai Wang, Varun Ojha, Huizhi Liang
- SemEval-2026 Task 13: Detecting Machine-Generated Code with Multiple Programming Languages, Generators, and Application Scenarios ↗Daniil Orel, Dilshod Azizov, Indraneil Paul et al.
- SemEval-2026 Task 13: Fine-tuned CodeBERT with Stratified Balancing, Dynamic Threshold Optimization, and Logit Bias Correction for Robust Multi-Language AI Code Detection ↗Udaythalavesh S, Rajalakshmi Sivanaiah, Angel Deborah S
- SemEval-2026 Task 1: MWAHAHA, Models Write Automatic Humor And Humans Annotate ↗Santiago Castro, Luis Chiruzzo, Santiago Góngora et al.
- SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays ↗Nikita Soni, H. Andrew Schwartz, Ryan L. Boyd et al.
- SemEval-2026 Task 4: Narrative Story Similarity and Narrative Representation Learning ↗Hans Ole Hatzel, Ekaterina Artemova, Haimo Stiemer et al.
- SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding ↗Janosch Gehring, Selina Meyer, Michael Roth
- SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures ↗Nedjma Ousidhoum, Junho Myung, Carla Perez-Almendros et al.
- SemEval-2026 Task 8: MTRAGEval: Evaluating Multi-Turn RAG Conversations ↗Sara Rosenthal, Vraj Shah, Yannis Katsis et al.
- SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization ↗Usman Naseem, Robert Geislinger, Ada Ren et al.
- SemTechLab at SemEval-2026 Task 5: Context-Aware Homonym Disambiguation via Span-Specific Interaction Features ↗Karlo Babić, Ana Meštrović, Slobodan Beliga
- Semantic Vectors at SemEval-2026 Task 9: Robust Multilingual Polarization Detection via Dual-Encoder Fusion and Expert Ensembling ↗Ankit Dash, Priyanshu Mittal, Piyush Prashant et al.
- ServSocIA at Semeval-2026 Task 9: Evaluating Prompt Strategies for Polarization Detection ↗Jacob Altamirano, Mario Leon Pérez, Bruno Ruiz-Juarez et al.
- ShefFriday at SemEval-2026 Task 9: LLM-Based Annotation Methods for Detecting Multilingual, Multicultural and Multievent Online Polarisation ↗Owen Cook, Meredith Gibbons, Xingyi Song
- Sifei at SemEval-2026 Task 8: Hybrid Retrieval and Query Rewriting for Multi-Turn RAG ↗Sifei Meng, Dmitry Ilvovsky
- Simorgh at SemEval-2026 task 7: Region-Aware Hybrid Retrieval for Low-Resource Cultural Reasoning in Multilingual Question Answering ↗Hadi Bayrami Asl Tekanlou, Mahdi Bakhtiyarzadeh, Jafar Razmara
- SlugRAG at SemEval-2026 Task 8: Domain-Specific Fine-Tuning and Model Scaling for Multi-Turn RAG Retrieval ↗Pratibha Revankar, Jihye Kim, Umit Azirakhmet
- Spinfo Cologne at SemEval-2026 Task 4: Explainable Creation of Narrativity Embeddings ↗Janis Pagel, Nils Reiter
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