cff-version: 1.2.0 message: "If you use TMP, please cite it as below." type: software title: "TMP — Tokenizer Morphological Profile" abstract: >- An open diagnostic tool for measuring where a tokenizer places its boundaries relative to morpheme boundaries in an inflectional language. Three metrics are read together as a profile: SI (Stem Integrity), the percentage of forms in which no token boundary falls inside the stem; ISS (Inflectional Suffix Separation), the percentage of forms with an overt ending in which a boundary falls exactly at the stem/ending boundary; and MFL (Mean Fragmentation per Lexeme), the mean number of tokens per form aggregated per lexeme. Boundaries are read from character offsets supplied by fast tokenizers, which makes the metrics robust to byte-level encoding of diacritics. Polish is the validation material; the metrics are not specific to Polish. The repository includes a hand-annotated dataset of 10 Polish lexemes in full inflectional paradigms (121 paradigm cells, 109 unique surface forms), the reference implementation, and profiles for four tokenizers (HerBERT, XLM-R, mBERT, GPT-2). version: 0.2.0 date-released: 2026-07-13 authors: - family-names: Dawidek given-names: Elżbieta orcid: "https://orcid.org/0009-0000-0433-6095" affiliation: "Uniwersytet DSW Ideis, Wrocław, Poland" email: plgram.benchmarks@proton.me repository-code: "https://github.com/lizzy-606/pl-tmp" license: - Apache-2.0 - CC-BY-4.0 license-url: "https://github.com/lizzy-606/pl-tmp/blob/main/LICENSE" keywords: - tokenization - subword segmentation - morphology - inflectional languages - morphologically rich languages - Polish - language model evaluation - diagnostic metrics references: - type: article title: >- Inflectional Paradigms as a Diagnostic Tool for Tokenizers in Morphologically Rich Languages: A Proposal for a Linguistic Benchmark authors: - family-names: Dawidek given-names: Elżbieta orcid: "https://orcid.org/0009-0000-0433-6095" year: 2026 doi: 10.31235/osf.io/tqvuf_v1 url: "https://doi.org/10.31235/osf.io/tqvuf_v1" notes: >- Proposes the metrics. The SI implementation reported in that version is superseded by the corrected implementation in this repository; see CHANGELOG.md. MFL is unaffected.