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--- |
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language: |
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- en |
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- de |
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pipeline_tag: text-classification |
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tags: |
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- annif |
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--- |
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# Annif-LLMs4Subjects-data |
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Models trained for participating to [SemEval25 Task 5 - LLMs4Subjects](https://sites.google.com/view/llms4subjects/) |
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with [Annif](https://github.com/NatLibFi/Annif). |
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Please see our system description paper: |
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_Suominen, O., Inkinen, J., & Lehtinen, M. (2025). Annif at SemEval-2025 Task 5: Traditional XMTC augmented by LLMs._ https://arxiv.org/abs/2504.19675 |
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See also the task description preprint: |
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_D'Souza, J., Sadruddin, S., Israel, H., Begoin, M. & Slawig, D. (2025). SemEval-2025 Task 5: LLMs4Subjects -- LLM-based Automated Subject Tagging for a National Technical Library's Open-Access Catalog_ https://arxiv.org/abs/2504.07199 |
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## Usage |
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Use the `annif download` command to download selected projects with Annif; |
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for example, to download all projects in this repository run |
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annif download "*" NatLibFi/Annif-LLMs4Subjects-data |
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<!--- start-of-autoupdating-part ---> |
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## Projects |
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``` |
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Project ID Project Name Vocabulary ID Language |
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------------------------------------------------------------------------------------------ |
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gnd-all-bm-ensemble-de GND-all BM ensemble German gnd-all de |
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gnd-all-bm-ensemble-en GND-all BM ensemble English gnd-all en |
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gnd-all-bmx-ensemble-de GND-all BMX ensemble German gnd-all de |
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gnd-all-bmx-ensemble-en GND-all BMX ensemble English gnd-all en |
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gnd-all-bonsai-de GND-all Omikuji Bonsai German gnd-all de |
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gnd-all-bonsai-en GND-all Omikuji Bonsai English gnd-all en |
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gnd-all-mllm-de GND-all MLLM German gnd-all de |
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gnd-all-mllm-en GND-all MLLM English gnd-all en |
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gnd-all-nn_ensemble-de GND-all NN ensemble German gnd-all de |
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gnd-all-nn_ensemble-en GND-all NN ensemble English gnd-all en |
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gnd-all-xtransformer-de GND-all XTransformer German gnd-all de |
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gnd-all-xtransformer-en GND-all XTransformer English gnd-all en |
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gnd-tib-core-bm-ensemble-de GND-tib-core BM ensemble German gnd-tib-core de |
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gnd-tib-core-bm-ensemble-en GND-tib-core BM ensemble English gnd-tib-core en |
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gnd-tib-core-bmx-ensemble-de GND-tib-core BMX ensemble German gnd-tib-core de |
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gnd-tib-core-bmx-ensemble-en GND-tib-core BMX ensemble English gnd-tib-core en |
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gnd-tib-core-bonsai-de GND-tib-core Omikuji Bonsai German gnd-tib-core de |
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gnd-tib-core-bonsai-en GND-tib-core Omikuji Bonsai English gnd-tib-core en |
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gnd-tib-core-mllm-de GND-tib-core MLLM German gnd-tib-core de |
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gnd-tib-core-mllm-en GND-tib-core MLLM English gnd-tib-core en |
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gnd-tib-core-nn_ensemble-de GND-tib-core NN ensemble German gnd-tib-core de |
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gnd-tib-core-nn_ensemble-en GND-tib-core NN ensemble English gnd-tib-core en |
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gnd-tib-core-xtransformer-de GND-tib-core XTransformer German gnd-tib-core de |
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gnd-tib-core-xtransformer-en GND-tib-core XTransformer English gnd-tib-core en |
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``` |
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<!--- end-of-autoupdating-part ---> |
