Update README.md

README.md

@@ -10,7 +10,6 @@ task_categories:
 tags:
 - language-identification
 - common-corpus
-- african-languages
 pretty_name: CommonLingua-Train
 ---
 
@@ -19,14 +18,6 @@ pretty_name: CommonLingua-Train
 The training data for [PleIAs/CommonLingua](https://huggingface.co/PleIAs/CommonLingua) — a byte-level language identification model for 334 languages. **2.48 M paragraphs**, sourced exclusively from open-licensed and public-domain corpora.
 
 |             |       |
-|---|---|
-| **Train rows**   | 2,482,568 |
-| **Val rows**     | ~270 k |
-| **Languages**    | 334 (ISO 639-3) |
-| **Sources**      | 30 distinct |
-| **Format**       | Apache Parquet |
-| **License**      | Per-source (see attribution table below) |
-
 ## Files
 
 | File | Rows | Size | Description |
@@ -55,17 +46,6 @@ The provenance files are the **canonical artefact**. The two-column projections
 | `date`             | string | Publication / extraction date, nullable |
 | `section_name`     | string | Sub-section within the document (e.g. Wikipedia article section), nullable |
 
-## `language_method` values
-
-| Method | Rows | Meaning |
-|---|---:|---|
-| `metadata`           | 2,184,648 | Label inherited from the source's collection-level metadata (e.g. Wikipedia language code) |
-| `LLM`                |   183,071 | Label assigned (or verified) by Gemini 2.5 Flash row-by-row |
-| `consensus`          |    67,624 | Label confirmed by agreement between multiple LID models on a Wikipedia resample |
-| `provenance`         |    26,725 | Label deduced from per-row provenance metadata in the original source |
-| `journal_provenance` |    20,000 | Label deduced from journal-name provenance (Indonesian / Malaysian academic journals) |
-| `manual_latex`       |       500 | Manually labelled `__NOT_LANGUAGE__` / LaTeX-source rows |
-
 ## Source attribution
 
 | Source | Rows | License | Notes |
@@ -84,7 +64,7 @@ The provenance files are the **canonical artefact**. The two-column projections
 | OpenPecha / Ambuda               |     8,317 | Public Domain / CC | Tibetan, Sanskrit |
 | Common Corpus 1 Haiku v5         |     7,497 | per-source (CC) | Haiku-validated minority-language paragraphs |
 | OpenAlex (African academic)      |     6,193 | per-journal | African academic publishing, English-heavy filtered out |
-| WaxalNLP ASR                     |     5,373 | CC-BY-SA 4.0 | West African ASR transcripts (residual after extensive cleanup — see History below) |
+| WaxalNLP ASR                     |     5,373 | CC-BY-SA 4.0 | West African ASR transcripts |
 | eBible (Public Domain)           |     4,877 | Public Domain | Bible translations, public-domain editions only |
 | OpenAlex English                 |     2,705 | per-journal | English baseline from academic publishing |
 | Project Ben-Yehuda (Hebrew)      |     2,701 | Public Domain | Hebrew literature corpus |
@@ -101,7 +81,7 @@ The provenance files are the **canonical artefact**. The two-column projections
 | French-PD-Books                  |         6 | Public Domain | |
 | Italian-PD                       |         2 | Public Domain | |
 
-The single largest source is Wikipedia (≈ 93 % of rows when raw + resample variants are summed). The long tail (~7 %) is what makes coverage of low-resource and ancient languages possible.
+Our largest source is Wikipedia. The long tail (~7 %) is what makes coverage of low-resource and ancient languages possible.
 
 ## Reproducing the model
 
@@ -131,4 +111,4 @@ This dataset is the v7.2.1 iteration. Earlier iterations (v6.3.x) carried collec
   year   = {2026},
   url    = {https://huggingface.co/datasets/PleIAs/CommonLingua-Train}
 }
-```
+```