SemEval 2026: all accepted papers
- Dream at SemEval-2026 Task 13: SALSA for Single-Pass Machine-Generated Code Detection ↗Ruslan Berdichevsky, Shai Nahum-Gefen, Elad Ben-Zaken
- Dual-View Consistency Testing for Content-Invariant Multilingual Syllogistic Reasoning ↗Ishita Gupta, Dhruv Goyal, Jatin Bedi
- DualAxis AI at SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis ↗Yahya Missaoui, Solomon Kebede, Mounika Marreddy et al.
- Duluth at SemEval-2026 Task 4: A Hybrid Approach to Narrative Similarity using Bi-Encoder Embeddings with Cross-Encoder Tie breaking using Learned Weights ↗Maxwell Bevers, Aidan Carlson, Ted Pedersen
- Duluth at SemEval-2026 Task 6: DeBERTa with LLM-Augmented Data for Unmasking Political Question Evasions ↗Shujauddin Syed, Ted Pedersen
- ES4MLL at SemEval-2026 Task 2: Set Attention Aggregation and Recurrent Temporal Modeling for Longitudinal Affect Prediction ↗Andrea Lolli, Chiara Lunazzi, Riccardo Coppola et al.
- Ellat at SemEval-2026 Task 11: Comparing Encoder and Decoder Models for Syllogistic Reasoning ↗Farzaneh Bayan Memar, Hanneke Huls, Matthijs Ten Hove
- Emo-tica at SemEval-2026 Task 2: Trait–State Affect Forecaster for Longitudinal Valence and Arousal ↗Sadia Noor, Mehwish Fatima
- FER at SemEval-2026 Task 6: Analysis of Different Approaches to Unmasking Political Question Evasions ↗Matija Akrap, Andrija Bilić, Roko Šimpraga et al.
- FLANS at SemEval-2026 Task 7: RAG with Open-Sourced Smaller LLMs for Everyday Knowledge Across Diverse Languages and Cultures ↗Liliia Bogdanova, Shiran Sun, Natalia Amat Lefort et al.
- FMISUYotkovaKastreva at SemEval-2026 Task 13: Lightweight Detection of LLM-Generated Code via Stylometric Signals ↗Elitsa Yotkova, Violeta Kastreva, Dimitar Dimitrov et al.
- FregeLogic at SemEval 2026 Task 11: A Hybrid Neuro-Symbolic Architecture for Content-Robust Syllogistic Validity Prediction ↗Adewale Akinfaderin, Nafi Diallo
- FunnyBorg at SemEval-2026 Task 1: Humor Generation ↗Stefan Oprea, Lacrimioara Toma Oprea, Maria Paval-Istrate et al.
- GIL-Zaragoza at SemEval 2026 Task 11: Comparing Classification, Autoformalization, and Ontologies for Formal Reasoning CapabilitiesFrancisco Lopez-Ponce, Lucia Pitarch, Iván Saavedra Martínez et al.our summary
- GUIR at SemEval-2026 Task 7: Probing Cultural Knowledge in LLMs via Multi-Agent Debate ↗Reihaneh Iranmanesh, Ophir Frieder, Nazli Goharian
- GUIR at SemEval-2026 Task 8: Training-Free Multi-Query Fusion for Robust Conversational Retrieval ↗Pasha Abrishamchian, Ophir Frieder, Nazli Goharian
- GUNLP at SemEval-2026 Task 10: Psycholinguistic Conspiracy Marker Extraction and Detection (PsyCoMark) ↗Rojin Ziaei, Mahsa Khoshnoodi, Nazli Goharian
- GenAIus at SemEval-2026 Task 8: Beyond Retrieval with Relevance-Aware RAG for Faithful Multi-Turn Generation ↗Suveyda Yeniterzi, Reyyan Yeniterzi
- GheGheGhe at SemEval-2026 Task 11: Decoupling Logic from Belief with Bias-Targeted Fine-Tuning and Neuro-Symbolic Syllogistic Reasoning ↗Razvan Gogu, Stefan Placintescu, Sofia Vultur
- GigitAI at SemEval-2026 Task 8: Hybrid Sparse-Dense Retrieval and Zero-Shot Generation for Multi-Turn Conversational RAG ↗Saran Krishnasamy, Inez Wihardjo
- Gradient Descenders at SemEval-2026 Task 9: Data-Centric Counterfactual Augmentation for Multi-Label Hate Speech Detection ↗Tran Phuoc Thanh Nhan, Dang Van Thin
- GuysLLM at SemEval-2026 Task 5: NLI-Informed Regression for Graded Word-Sense Plausibility in Narrative Contexts ↗Niccoló Antonelli-Dziri, Sixtine Marcotte, Emanuele Rosapepe et al.
- HABIB_TAZ at SemEval-2026 Task 11: Disentangling Formal Logic from Content via Synthetic Training and Multi-Objective Optimization ↗Abdullah Shaikh, Zain Naqi, Taha Zahid et al.
- HCMUS RepeatedGames at SemEval-2026 Task 12: CausalRAG: Synergizing Causal Graph Retrieval and Extended LoRA for Abductive Reasoning ↗Duy Minh Dao Sy, Nguyen Tran, Trung Kiet Huynh et al.
- HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning ↗Nguyen Tran, Duy Minh Dao Sy, Trung Kiet Huynh et al.
- HHU-SyLo at SemEval-2026 Task 11: Logic in the Loop – Hybridizing LLMs and Theorem Provers for Robust Formal Reasoning ↗Wiebke Petersen, Cherine Jaziri, Diem Tran
- HU at SemEval-2026 Task 10: Psycholinguistic Conspiracy Marker Extraction and Detection ↗Muhammad Quddussi Kashaf, Shahmir Mustafa Chaudhry, Marium Zeeshan et al.
- HU at SemEval-2026 Task 6: A Hybrid Discriminative Modeling of Political Clarity and Evasion ↗Taha Munawar, Basil Khan, Arsal Jangda et al.
- HUS@NLP-VNU at SemEval-2026 Task 3: Dual-Stream Syntax-Aware Modeling and Direct Preference Optimization for Dimensional ABSA ↗An Cao, Lam Hoang, Le Ngoc Toan et al.
- Habib University at SemEval-2026 Task 3: A Pipeline Approach for Dimensional Aspect-Based Sentiment Analysis ↗Muhammad Affan, M Hassan Shahzad, Mikaal Imam et al.
- HausaNLP at SemEval-2026 Task 7: Prompt-based Hausa Cultural Question Answering ↗Faisal Adam, Lukman Aliyu, Sani Aji et al.
- Howard University-AI4PC at SemEval-2026 Task 1: Exploring Prompt Strategies for Automatic Humor Generation ↗Lawal Abdulmujeeb, Saurav Aryal
- Humor Generation – Text-based Humor Generation (English) ↗Hemeshkumar Parthiban, Priyadharsini R
- ICI Innolabs at SemEval-2026 Task 13: Sliding Windows Meet Code Transformers ↗Sebastian Balmus, Bogdan Dura
- ICT-NLP at SemEval-2026 Task 1: Humor Generation via RAG-based Augmentation and Multi-LLM Internal-External Voting ↗Wutao Shen, Liyuan Huang, Jiawei He et al.
- ICT-NLP at SemEval-2026 Task 3: Less Is More –- Multilingual Encoder with Joint Training and Adaptive Ensemble for Dimensional Aspect Sentiment Regression ↗Liyuan Huang, Jiawei He, Wutao Shen et al.
- IIITH Boys at SemEval-2026 Task 4: StoryNet - Understanding Narrative Story Similarity through Symbolic Representations ↗Amol Vijayachandran, Ananth Rajesh, Siddharth Mago et al.
- IIMAS-RAG at SemEval-2026 Task 8: Hybrid Sparse-Dense Retrieval and Answerability-Conditioned Generation for Multi-Turn RAG ↗Vania Raya-Rios, Helena Gomez-Adorno, Leon Hecht et al.
- IITKanBDone at SemEval-2026 Task 8: MTRAGEval - Evaluating Multi-Turn RAG Conversations ↗Soumendra Ray, Garima Gupta
- ILab-NLP at SemEval-2026 Task 9: Comparing XLM-RoBERTa and LLaMA-2 for Multilingual Polarization Detection ↗Declan Booth, Gavin Abercrombie, Simona Frenda
- INF-rsrs at SemEval-2026 Task 1: Is the best really better? The limits of creative work in the era of LLMs ↗Guilherme Bazzo, Eduardo Faé, Júlia Junqueira et al.
- INFOTEC-NLP at SemEval-2026 Task 9: Comparing Regional Transformers and Bag-of-Words Approaches for Polarization Detection in Spanish ↗Eduardo C. C. Hernandez-Garcia, Guillermo Ruiz, Mario Graff
- IReL_IIT(BHU) at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization ↗Soumadip Majumder, Arjun Mukherjee, Krishna Tewari et al.
- ITLC at SemEval-2026 Task 11: Normalization and Deterministic Parsing for Formal Reasoning in LLMs ↗Wicaksono Leksono Muhamad, Joanito Agili Lopo, Tack Hwa Wong et al.
- JCT 2026 - SemEval Task 5 ↗Chava Laufer, Batel Turjeman, Chaya Liebeskind
- JCT at SemEval-2026 Task 1: Let the Best Joke Win - A Generate - and-Rank Approach to Constrained Humor ↗Batya Schechter, Sarah Barzel, Chaya Liebeskind
- JCT at SemEval-2026 Task 4: A Multi-Method Approach to Narrative Story Similarity ↗Dvori Rosenfeld, Rinat Walles, Chaya Liebeskind
- JCT at SemEval-2026 Task 8: Resource-Efficient Multi-Turn RAG via Nano-LLM Rewriting and Hybrid Reranking ↗Tal Farhan, Chaya Liebeskind
- K-NLPers at SemEval-2026 Task 7: Multiple LLM Agent Debate System for Everyday Knowledge Across Diverse Languages and Cultures ↗Jiwoo Song, Sihyeong Yeom, Harksoo Kim
- KCLarity at SemEval-2026 Task 6: Encoder and Zero-Shot Approaches to Political Evasion Detection ↗Archie Sage, Salvatore Greco
- KDW at SemEval-2026 Task 12: Logic-Driven Distillation with Knowledge Graphs for Efficient Abductive Reasoning ↗Sihan Zhu, Hongjie Wu, Xinyan Xu
- L3IRIT at SemEval-2026 Task 4: Learning Narrative Similarity from Aligned Film Plot Summaries ↗Ahmed Hamdi, Emanuela Boros, Jose G. Moreno et al.
- L52+-IIMAS-UNAM at SemEval-2026 Task 1 (MWAHAHA): Joke Selection Through a Multi-Stage Prompt-Engineering and Heuristic Pipeline ↗Adolfo Tonatihu Camacho Gonzalez, Ximena Cruz, Natalia Godínez-Aldana et al.
- LATE-IIMAS at Semeval-2026 Task 13: Evaluating GNNs, PLMs, LLMs, and Stylometry for Automatic Code Identification ↗Andric Valdez, Emmanuel Ancona, Sebastián Bernardino et al.
- LATE-iimas at SemEval-2026 Task 10: Conspiracy Detection via DeBERTa-v3 Ensemble and Weighted Loss Optimization ↗Jose Vazquez-Cerrillo, Helena Gomez-Adorno, Gemma Bel-Enguix
- LIAAD INESCTEC at SemEval-2026 Task 4: Unsupervised Narrative Similarity via Discourse Representation Structures and Sentence Embeddings ↗Evelin Amorim, Alípio Jorge, Purificação Silvano
- Lacuna Inc. at SemEval-2026 Task 4: Structurally Gated State-Space Models for Disentangling Narrative Similarity ↗Aleksey Kudelya, Rafif Alshawi, Alexander Shirnin
- Lakksh at SemEval-2026 Task 11(1 & 2): Neuro-Symbolic Decomposition to Mitigate Content Bias in Syllogistic Reasoning ↗Lakksh Sharma, Krish Sharma, Jatin Bedi
- Lattice at SemEval-2026 Task 1: Why did the prompt engineer break up with their LLM? Because zero-shot was zero-fun. ↗Mathieu Dehouck, Olga Seminck, Marine Delaborde et al.
- LexMachina at SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays ↗Somdev Ganguli, Vibhan Dutta, Romit Datta et al.
- LingoResearchGroup at SemEval-2026 Task 9: Evaluating Prompt Variants for Polarization Detection ↗Pritam Kadasi, Anuj Tiwari, Mayank Singh
- LogSigma at SemEval-2026 Task 3: Uncertainty-Weighted Multitask Learning for Dimensional Aspect-Based Sentiment Analysis ↗Baraa Hikal, Jonas Becker, Bela Gipp
- MALTO at SemEval-2026 Task 13: Detecting Human, AI, and Hybrid Code via Hard Negative Mining and Curriculum-Driven Ensembles ↗Hüseyin Arda Arslan, Evren Ayberk Munis, Timofei Khudonogov et al.
- MINDS at SemEval-2026 Task 9: A Multi-Paradigm Approach to Cross-Lingual Polarization Detection ↗Angelo Iannielli, Samuele Maroli, Marco Roberto et al.
- MINDS at SemEval-2026-Task 13: Robust Detection of Machine-Generated Code under Distribution Shift ↗Giorgia Rosalia Buccelli, Antonella Coviello, Alexandra Elena Holota et al.
- MINDS at SemEval-2026-Task 1: Enhancing Humor Generation through RAG and Synthetic DPO Alignment ↗Sina Eskandari, Seyed Amirreza Mousavi, Amirreza Rahimi et al.
- MIUN BiasPatrol at SemEval-2026 Task 13: Why TF-IDF can Beat Transformers for OOD Code Detection ↗Loviza Sahlen, Thomas Springfeldt, Mehwish Fatima et al.
- MSqrd at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization ↗Syeda Samah Daniyal, Muneeba Badar, Manal Hasan et al.
- MarSan at SemEval-2026 Task 4: Narrative Similarity via Sentence-BERT Metric Learning with Triple-Derived Losses ↗Maryam Najafi, Ehsan Tavan, Simon Colreavy
- McMaster NLP at SemEval-2026 Task 2: A Lightweight Multi-Feature System for Predicting Emotional Valence and Arousal over Time ↗Hongyi Zhang, Daniel Hu, Allison Lahnala
- MedHastra at SemEval-2026 Task 13: Stylometric Ensembles and Transformer Fine-Tuning for Robust AI Code Detection, Attribution, and Adversarial Analysis ↗Shruti Chandrasekar, Vedajanaani R S, Vijayalakshmi P
- Mendel292 at SemEval-2026 Task 4: Disentangled Narrative Embeddings for Story Similarity ↗Mauricio Gruppi, Sankalpa Rijal, Justin Debenedetto
- MindFlayer at SemEval-2026 Task 13:LACR-ENS: Calibration-Aware Ensemble Routing for Cross-Language AI-Generated Code Detection ↗Jerin Romijah Tuli, Talukder Naemul Hasan Naem, Md. Sartaj Alam Pritom
- MindFlayer at SemEval-2026 Task 8:DUALRAG:Answerability-Aware Generation for Multi-Turn RAG Conversations ↗Jerin Romijah Tuli, Md. Sartaj Alam Pritom, Talukder Naemul Hasan Naem
- MindMiner at SemEval-2026 Task 10: Multi-Model Approaches to Conspiracy Detection and Psycholinguistic Marker Extraction ↗Pramod Kumar Ajmeera, Akshara Sri Lakshmipathy
- MoMo at SemEval-2026 Task 9: Inference-Only Prompting vs. Fine-Tuning for Multilingual Polarization Detection ↗Sushant Ray, Rakshita Saksainaa
- Models Without Borders at SemEval-2026 Task 7: Bridging Cultural Contexts with Search-Grounded QA ↗Swetha Krishna Sriram, Nirupama Sekar
- ModusPonens at SemEval-2026 Task 11: Breaking the Plausibility Trap in LLMs via Conflict-Aware Ensembling ↗Soumyajit Roy, Manav Malhotra
- Momentum at SemEval-2026 Task 2: LongVA-RoBERTa, a transformer-Based Longitudinal Valence and Arousal Modeling ↗Supriya Nadiger, Sunil Saumya, Rahul Pujari et al.
- MoodMetric at SemEval-2026 Task 4:Narrative Story Similarity and Narrative Representation Learning ↗Samanvitha Bolisetty, Shreya Ashar, Nishchay Mittal et al.
- Multi-Label Polarization Classification with twHIN-BERT and SCUT Threshold Optimization ↗Ilinca Vandici, Ådne Jøssing, Lukas Viestädt
- NAMAA at SemEval-2026 Task 9: Comparing Generative, Retrieval-Augmented, and Discriminative Methods for Arabic Online Polarization Detection and Type Classification ↗Abdelbasset Djamai, Sahara Al-Madi, Norah Al-Zaid et al.
- NASIMLab at SemEval-2026 Task 9: A Comparative Analysis of Fine-Tuned Small Language Models vs. Generative Large Language Models for Multilingual Polarization Type Detection ↗Neel Sabhahit, Sanjeevan Selvaganapathy, Mehwish Nasim
- NCL at SemEval-2026 Task 8: Deterministic Small-LLM RAG with Relation Classification ↗Zehao Liu, Huizhi Liang
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