Abstract
The JOKER Lab series at the Conference and Labs of the Evaluation Forum (CLEF) was established in 2022 to promote collaborative, interdisciplinary research on the automated processing of wordplay and verbal humour. This paper provides an overview of the setup and results of the Lab’s 2024 edition. We describe the data and evaluation metrics used for the Lab’s three shared tasks (on humour-aware information retrieval, humour classification according to genre and technique, and translation of puns from English to French) and introduce and compare the systems that participated in each task, with particular attention to their approaches and performance.
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References
Abu Farha, I., Oprea, S.V., Wilson, S., Magdy, W.: SemEval-2022 task 6: iSarcasmEval, intended sarcasm detection in English and Arabic. In: Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pp. 802–814. Association for Computational Linguistics, July 2022. https://doi.org/10.18653/v1/2022.semeval-1.111
Baguian, H., Ashley, H.N.: JOKER Track @ CLEF 2024: the Jokesters’ approaches for retrieving, classifying, and translating wordplay. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1811–1817. CEUR-WS.org (2024)
Balaji, S.S., et al.: Vayam Solve Kurmaha @ CLEF 2024: task 2: humor classification according to genre and technique using BERT embeddings and transformers. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1895–1901. CEUR-WS.org (2024)
Bogireddy, N.R., Suresh, S., Rai, S.: I’m out of breath from laughing! I think? A dataset of COVID-19 humor and its toxic variants. In: Companion Proceedings of the ACM Web Conference 2023, pp. 1004–1013. Association for Computing Machinery, New York (2023). https://doi.org/10.1145/3543873.3587591
Schuurman, E., Cazemier, M., Buijs, L., Kamps, J.: University of Amsterdam at the CLEF 2024 joker track. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1909–1922. CEUR-WS.org (2024)
Dhanani, F., Abbas, R.: Translating English puns to French. In: Faggioli, G., Ferro, N., Galuscakova, P., García Seco de Herrera, A. (eds.) Working Notes of CLEF 2024 – Conference and Labs of the Evaluation Forum (2024)
Dsilva, R.R., Bhardwaj, N.: PunDerstand @ CLEF JOKER 2024: Who’s Laughing Now? Humor Classification by Genre & Technique In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1826–1833. CEUR-WS.org (2024)
Elagina, R., Vučić, P.: Working Notes of CLEF 2024: Effective Humor Analysis and Translation. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1834–1840. CEUR-WS.org (2024)
Epron, P., Guibon, G., Couceiro, M.: ORPAILLEUR & SyNaLP at CLEF 2024 Task 2: Good Old Cross Validation for Large Language Models Yields the Best Humorous Detection. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1841–1856 CEUR-WS.org (2024)
Ermakova, L., Bosser, A.G., Jatowt, A., Miller, T.: The JOKER Corpus: English–French parallel data for multilingual wordplay recognition. In: SIGIR 2023: Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 2796–2806. Association for Computing Machinery, New York (2023). https://doi.org/10.1145/3539618.3591885
Ermakova, L., Miller, T., Bosser, A.G., Palma Preciado, V.M., Sidorov, G., Jatowt, A.: Overview of JOKER 2023 automatic wordplay analysis task 1 – pun detection. In: Aliannejadi, M., Faggioli, G., Ferro, N., Vlachos, M. (eds.) Working Notes of CLEF 2023 – Conference and Labs of the Evaluation Forum. CEUR Workshop Proceedings, vol. 3497, pp. 1785–1803, October 2023
Ermakova, L., Miller, T., Bosser, A.G., Palma Preciado, V.M., Sidorov, G., Jatowt, A.: Overview of JOKER 2023 automatic wordplay analysis task 2 – pun location and interpretation. In: Aliannejadi, M., Faggioli, G., Ferro, N., Vlachos, M. (eds.) Working Notes of CLEF 2023 – Conference and Labs of the Evaluation Forum. CEUR Workshop Proceedings, vol. 3497, pp. 1804–1817, October 2023
Ermakova, L., Miller, T., Bosser, A.G., Palma Preciado, V.M., Sidorov, G., Jatowt, A.: Overview of JOKER 2023 automatic wordplay analysis task 3 – pun translation. In: Aliannejadi, M., Faggioli, G., Ferro, N., Vlachos, M. (eds.) Working Notes of CLEF 2023 – Conference and Labs of the Evaluation Forum. CEUR Workshop Proceedings, vol. 3497, pp. 1818–1827, October 2023
Ermakova, L., Miller, T., Bosser, A.G., Palma Preciado, V.M., Sidorov, G., Jatowt, A.: Overview of JOKER - CLEF-2023 track on automatic wordplay analysis. In: Arampatzis, A., et al. (eds.) CLEF 2023. LNCS, vol. 14163, pp. 397–415. Springer, Cham (2023). https://doi.org/10.1007/978-3-031-42448-9_26
Ermakova, L., Miller, T., Bosser, A.G., Palma Preciado, V.M., Sidorov, G., Jatowt, A.: Science for fun: the CLEF 2023 JOKER track on automatic wordplay analysis. In: Kamps, J., et al. (eds.) ECIR 2023. LNCS, vol. 13982, pp. 546–556. Springer, Cham (2023). https://doi.org/10.1007/978-3-031-28241-6_63
Ermakova, L., et al.: CLEF workshop JOKER: automatic wordplay and humour translation. In: Hagen, M., et al. (eds.) ECIR 2022. LNCS, vol. 13186, pp. 355–363. Springer, Cham (2022). https://doi.org/10.1007/978-3-030-99739-7_45
Ermakova, L., et al.: Overview of JOKER@CLEF 2022: automatic wordplay and humour translation workshop. In: Barrón-Cedeño, A., et al. (eds.) CLEF 2022. LNCS, vol. 13390, pp. 447–469. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-13643-6_27
Ermakova, L., et al.: Overview of the CLEF 2024 JOKER task 1: humour-aware information retrieval. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1775–1785. CEUR-WS.org (2024)
Ermakova, L., et al.: Overview of the CLEF 2024 JOKER task 3: translate puns from English to French. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1800–1810. CEUR-WS.org (2024)
Frenda, S., et al.: EPIC: multi-perspective annotation of a corpus of irony. In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics, vol. 1, pp. 13844–13857. Association for Computational Linguistics, July 2023. https://doi.org/10.18653/v1/2023.acl-long.774
Gepalova, A., Chifu, A.G., Fournier, S.: CLEF 2024 JOKER task 1: exploring pun detection using the T5 transformer model. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1857–1861. CEUR-WS.org (2024)
Kováčiková, J.V., Šuppa, M.: Thinking, fast and slow: from the speed of FastText to the depth of retrieval augmented large language models for humour classification. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1862–1867. CEUR-WS.org (2024)
Macdonald, C., Tonellotto, N.: Declarative experimentation in information retrieval using PyTerrier. In: Proceedings of ICTIR 2020 (2020)
Mann, R., Mikulandric, T.: CLEF 2024 JOKER tasks 1–3: humour identification and classification. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1868–1875. CEUR-WS.org (2024)
Narayanan, S., et al.: CLEF 2024 JOKER task 3 : using RoBERTa and BERT-uncased for humour classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1876–1879. CEUR-WS.org (2024)
Palma Preciado, V.M., Palma Preciado, C., Sidorov, G.: NLPalma Joker 2024: yet, no humor with humorousness – task 2 humour classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1880–1888. CEUR-WS.org (2024)
Palma-Preciado, V.M., et al.: Overview of the CLEF 2024 JOKER task 2: humour classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1786–1799. CEUR-WS.org (2024)
Papineni, K., Roukos, S., Ward, T., Zhu, W.J.: BLEU: a method for automatic evaluation of machine translation. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp. 311–318 (2002). https://doi.org/10.3115/1073083.1073135. https://www.aclweb.org/anthology/P02-1040
Post, M.: A call for clarity in reporting BLEU scores. In: Proceedings of the Third Conference on Machine Translation: Research Papers, Belgium, Brussels, pp. 186–191. Association for Computational Linguistics, October 2018. https://www.aclweb.org/anthology/W18-6319
Saipranav, M., Sridharan, J., et al.: CLEF 2024 JOKER task 2: using BERT and random forest classifier for humor classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1902–1908. CEUR-WS.org (2024)
Shapira, N., Kalinsky, O., Libov, A., Shani, C., Tolmach, S.: Evaluating humorous response generation to playful shopping requests. In: Kamps, J., et al. (eds.) ECIR 2023. LNCS, vol. 13981, pp. 617–626. Springer, Cham (2023). https://doi.org/10.1007/978-3-031-28238-6_53
Subramanian, R., Sivaraman, V., et al.: Team humour insights at JOKER 2024 task 2: humour classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1923–1932. CEUR-WS.org (2024)
Touvron, H., et al.: Llama 2: open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288 (2023)
Van Gysel, C., de Rijke, M.: Pytrec_eval: an extremely fast python interface to trec_eval. In: SIGIR. ACM (2018)
Varadi, D.P., Bartulović, A.: University of Split and University of Malta (Team AB &DPV) at the CLEF 2024 JOKER Track: From ’LOL’ to ’MDR’ Using Artificial Intelligence Models to Retrieve and Translate Puns. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1818–1825. CEUR-WS.org (2024)
Wu, S.H., Huang, Y.F., Lau, T.Y.: Humour classification by fine-tuning LLMs: CYUT at CLEF 2024 JOKER Lab subtask humour classification according to genre and technique. In: Faggioli, G., et al. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024). CEUR Workshop Proceedings, pp. 1933–1947. CEUR-WS.org (2024)
Zhang, T., Kishore, V., Wu, F., Weinberger, K.Q., Artzi, Y.: BERTscore: evaluating text generation with BERT. In: International Conference on Learning Representations (2020). https://openreview.net/forum?id=SkeHuCVFDr
Acknowledgments
This project has received a government grant managed by the National Research Agency under the program “Investissements d’avenir” integrated into France 2030, with the Reference ANR-19-GURE-0001. This track would not have been possible without the great support of numerous individuals. We want to thank in particular the colleagues and the students who participated in data construction and evaluation, in particular the students of the Université de Bretagne Occidentale. Please visit the JOKER website for more details on the track (https://joker-project.com/).
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Ermakova, L., Bosser, AG., Miller, T., Palma Preciado, V.M., Sidorov, G., Jatowt, A. (2024). Overview of the CLEF 2024 JOKER Track. In: Goeuriot, L., et al. Experimental IR Meets Multilinguality, Multimodality, and Interaction. CLEF 2024. Lecture Notes in Computer Science, vol 14959. Springer, Cham. https://doi.org/10.1007/978-3-031-71908-0_8
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