abateam at SemEval-2026 Task 1: Plan2joke – Humor Policies for Type-Specific Two-Pass Humor Generation

Andrii Dikhtiar, Antonii Viter, Bohdan Karaziia, Daryna Dementieva, Alexander Fraser


Abstract
Our work was inspired by several recent directions in computational humor and evaluation, including:- Baranov, Kniazhevsky, and Braslavski, "You Told Me That Joke Twice: A Systematic Investigation of Transferability and Robustness of Humor Detection Models" (2023).- Tikhonov and Shtykovskiy, "Humor Mechanics: Advancing Humor Generation with Multistep Reasoning" (2024).- Zhong, Huang, Gao, Wen, Lin, Zitnik, and Zhou, "Let’s Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation" (2023).At a high level, we designed a policy-driven humor generation approach covering multiple humor types. We used optimal humor recognition systems and a context enrichment strategy, as well as SFT training based on a dataset composed from previous research samples and adjusted for alignment with our humor policies. This allowed us to perform an ablation study of the approach and to calibrate our system.
Anthology ID:
2026.semeval-1.295
Volume:
Proceedings of the 20th International Workshop on Semantic Evaluation (2026)
Month:
July
Year:
2026
Address:
San Diego, California, USA
Editors:
Ekaterina Kochmar, Debanjan Ghosh, Kai North, Mamoru Komachi
Venues:
SemEval | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
2330–2346
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URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.semeval-1.295/
DOI:
Bibkey:
Cite (ACL):
Andrii Dikhtiar, Antonii Viter, Bohdan Karaziia, Daryna Dementieva, and Alexander Fraser. 2026. abateam at SemEval-2026 Task 1: Plan2joke – Humor Policies for Type-Specific Two-Pass Humor Generation. In Proceedings of the 20th International Workshop on Semantic Evaluation (2026), pages 2330–2346, San Diego, California, USA. Association for Computational Linguistics.
Cite (Informal):
abateam at SemEval-2026 Task 1: Plan2joke – Humor Policies for Type-Specific Two-Pass Humor Generation (Dikhtiar et al., SemEval 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl-workshops/2026.semeval-1.295.pdf
Supplementarymaterial:
 2026.semeval-1.295.SupplementaryMaterial.zip