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Publish consensus-cleaned AltMorph dataset

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README.md ADDED
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+ ---
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+ language:
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+ - nb
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+ license: cc-by-sa-3.0
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+ task_categories:
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+ - text-generation
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+ pretty_name: NPSC Ortho Morphcoded Clean
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+ tags:
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+ - norwegian
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+ - morphology
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+ - text2text-generation
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-*
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+ - split: eval
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+ path: data/eval-*
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+ - split: eval_clean
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+ path: data/eval_clean-*
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+ - split: test
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+ path: data/test-*
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+ - split: test_clean
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+ path: data/test_clean-*
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+ ---
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+
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+ # NPSC Ortho Morphcoded Clean
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+
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+ This is a consensus-filtered derivative of
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+ [NbAiLab/NPSC_orto_morphcoded](https://huggingface.co/datasets/NbAiLab/NPSC_orto_morphcoded) at revision
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+ 'c0a5864ffde32ca05a683652b54282ee785ca16d'. It retains the original id, source, and target schema and
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+ the original source text.
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+
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+ ## Cleaning method
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+
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+ A T5Gemma 2 1B model fine-tuned on the source dataset generated one prediction
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+ for every row. Exact model/target agreements were retained. Every disagreement
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+ was shown to two isolated language-model reviewers with the source plus
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+ randomized candidates A and B; neither reviewer saw candidate provenance or the
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+ other review. Each reviewer could select only A, B, or None.
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+
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+ A disagreement was retained only when both reviewers independently selected
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+ the same non-None candidate after candidate randomization was decoded. Every
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+ other disagreement was dropped. A unanimous candidate was also dropped if it
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+ failed AltMorph syntax or exact source-recoverability checks. Selected targets
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+ were canonicalized to case-insensitive alphabetical alternative order.
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+
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+ The automated reviewers are a quality-control heuristic, not human linguistic
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+ annotation. Agreement between the generator, model, or reviewers does not
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+ prove that every retained alternative is authoritative or context-preserving.
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+
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+ | Source split | Input | Model/target agreement | GT selected | Model selected | Dropped |
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+ | --- | ---: | ---: | ---: | ---: | ---: |
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+ | train | 62,541 | 61,346 | 566 | 482 | 147 |
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+ | validation | 1,000 | 924 | 45 | 22 | 9 |
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+ | test | 1,000 | 934 | 38 | 21 | 7 |
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+
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+ ## Published splits
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+
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+ train is the cleaned original training split. eval and test preserve all
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+ original evaluation rows and labels for direct comparability. eval_clean and
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+ test_clean contain only rows retained by the consensus-cleaning procedure,
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+ with the selected target.
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+
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+ | Split | Rows | Source differs from target |
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+ | --- | ---: | ---: |
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+ | train | 62,394 | 35,830 |
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+ | eval | 1,000 | 581 |
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+ | eval_clean | 991 | 582 |
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+ | test | 1,000 | 563 |
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+ | test_clean | 993 | 561 |
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+
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+ ## Fields
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+
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+ | Field | Meaning |
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+ | --- | --- |
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+ | id | Original NPSC sentence ID as a string. |
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+ | source | Norwegian parliamentary transcript text. |
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+ | target | Source-preserving AltMorph encoding with alphabetically ordered alternatives. |
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+
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+ ## Provenance
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+
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+ - Generated: 2026-08-28T22:51:33.047771+00:00
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+ - Source dataset: 'NbAiLab/NPSC_orto_morphcoded'
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+ - Source revision: 'c0a5864ffde32ca05a683652b54282ee785ca16d'
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+ - Cleaning model: google/t5gemma-2-1b-1b, fine-tuned run
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+ t5gemma2-1b-altmorph-v2-alpha
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+ - Reviewers: two independently isolated automated language-model agents
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+ - Decision choices: A, B, or None
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+ - Retention rule for disagreements: unanimous A or unanimous B only
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+
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+ The source dataset card documents NPSC and AltMorph generation in detail,
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+ including HumIT, Ordbank, North-T5, source licensing, and attribution. This
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+ derivative uses CC BY-SA 3.0 conservatively and preserves those attribution
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+ requirements.
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+
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+ Please credit:
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+
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+ - the National Library of Norway and NPSC dataset maintainers;
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+ - the University of Oslo HumIT team and Humit-Oslo/humit-tagger-large;
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+ - the University of Bergen Ordbank service;
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+ - the North-T5 authors and north/t5_base_NCC;
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+ - the AltMorph authors; and
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+ - Google and the T5Gemma authors for the cleaning model.
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+
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+ The upstream parliamentary transcriptions are described as CC0, while the
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+ Hugging Face curation and this derivative use CC BY-SA 3.0.
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+
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+ ## Limitations
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+
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+ The dataset remains automatically generated silver data. In-sample predictions
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+ on the training split can reflect memorization, and shared model/target errors
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+ survive automatic agreement filtering. Agent judgments can also be correlated
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+ or linguistically wrong. Use eval/test for comparison with the original silver
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+ labels and eval_clean/test_clean for the stricter retained subset. Fresh human
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+ or linguist evaluation is recommended for consequential use.
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