Annif-LLMs4Subjects-data

Models trained for participating to SemEval25 Task 5 - LLMs4Subjects with Annif.

Please see our system description preprint:

Suominen, O., Inkinen, J., & Lehtinen, M. (2025). Annif at SemEval-2025 Task 5: Traditional XMTC augmented by LLMs. https://arxiv.org/abs/2504.19675 (Pre-print)

See also the task description preprint:

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 (Pre-print)

Usage

Use the annif download command to download selected projects with Annif; for example, to download all projects in this repository run

annif download "*" NatLibFi/Annif-LLMs4Subjects-data

Projects

Project ID                    Project Name                         Vocabulary ID  Language
------------------------------------------------------------------------------------------
gnd-all-bm-ensemble-de        GND-all BM ensemble German           gnd-all        de      
gnd-all-bm-ensemble-en        GND-all BM ensemble English          gnd-all        en      
gnd-all-bmx-ensemble-de       GND-all BMX ensemble German          gnd-all        de      
gnd-all-bmx-ensemble-en       GND-all BMX ensemble English         gnd-all        en      
gnd-all-bonsai-de             GND-all Omikuji Bonsai German        gnd-all        de      
gnd-all-bonsai-en             GND-all Omikuji Bonsai English       gnd-all        en      
gnd-all-mllm-de               GND-all MLLM German                  gnd-all        de      
gnd-all-mllm-en               GND-all MLLM English                 gnd-all        en      
gnd-all-nn_ensemble-de        GND-all NN ensemble German           gnd-all        de      
gnd-all-nn_ensemble-en        GND-all NN ensemble English          gnd-all        en      
gnd-all-xtransformer-de       GND-all XTransformer German          gnd-all        de      
gnd-all-xtransformer-en       GND-all XTransformer English         gnd-all        en      
gnd-tib-core-bm-ensemble-de   GND-tib-core BM ensemble German      gnd-tib-core   de      
gnd-tib-core-bm-ensemble-en   GND-tib-core BM ensemble English     gnd-tib-core   en      
gnd-tib-core-bmx-ensemble-de  GND-tib-core BMX ensemble German     gnd-tib-core   de      
gnd-tib-core-bmx-ensemble-en  GND-tib-core BMX ensemble English    gnd-tib-core   en      
gnd-tib-core-bonsai-de        GND-tib-core Omikuji Bonsai German   gnd-tib-core   de      
gnd-tib-core-bonsai-en        GND-tib-core Omikuji Bonsai English  gnd-tib-core   en      
gnd-tib-core-mllm-de          GND-tib-core MLLM German             gnd-tib-core   de      
gnd-tib-core-mllm-en          GND-tib-core MLLM English            gnd-tib-core   en      
gnd-tib-core-nn_ensemble-de   GND-tib-core NN ensemble German      gnd-tib-core   de      
gnd-tib-core-nn_ensemble-en   GND-tib-core NN ensemble English     gnd-tib-core   en      
gnd-tib-core-xtransformer-de  GND-tib-core XTransformer German     gnd-tib-core   de      
gnd-tib-core-xtransformer-en  GND-tib-core XTransformer English    gnd-tib-core   en      
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Collection including NatLibFi/Annif-LLMs4Subjects-data