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init: README with 26 splits (00=2000 .. 25=2025)

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+ ---
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+ license: other
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+ language:
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+ - en
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+ tags:
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+ - perplexity
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+ - evaluation
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+ - news
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+ - time-isolated
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: "00"
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+ path: "data/00.parquet"
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+ - split: "01"
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+ path: "data/01.parquet"
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+ - split: "02"
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+ path: "data/02.parquet"
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+ - split: "03"
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+ path: "data/03.parquet"
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+ - split: "04"
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+ path: "data/04.parquet"
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+ - split: "05"
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+ path: "data/05.parquet"
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+ - split: "06"
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+ path: "data/06.parquet"
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+ - split: "07"
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+ path: "data/07.parquet"
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+ - split: "08"
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+ path: "data/08.parquet"
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+ - split: "09"
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+ path: "data/09.parquet"
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+ - split: "10"
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+ path: "data/10.parquet"
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+ - split: "11"
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+ path: "data/11.parquet"
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+ - split: "12"
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+ path: "data/12.parquet"
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+ - split: "13"
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+ path: "data/13.parquet"
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+ - split: "14"
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+ path: "data/14.parquet"
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+ - split: "15"
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+ path: "data/15.parquet"
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+ - split: "16"
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+ path: "data/16.parquet"
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+ - split: "17"
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+ path: "data/17.parquet"
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+ - split: "18"
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+ path: "data/18.parquet"
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+ - split: "19"
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+ path: "data/19.parquet"
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+ - split: "20"
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+ path: "data/20.parquet"
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+ - split: "21"
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+ path: "data/21.parquet"
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+ - split: "22"
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+ path: "data/22.parquet"
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+ - split: "23"
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+ path: "data/23.parquet"
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+ - split: "24"
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+ path: "data/24.parquet"
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+ - split: "25"
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+ path: "data/25.parquet"
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+ ---
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+
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+ # TheFinAI/ppl — Per-Year News Corpus for Perplexity Evaluation
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+
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+ A held-out news corpus for evaluating per-year perplexity of time-isolated
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+ language models (TILE / MoE per-year experts).
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+
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+ ## Structure
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+
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+ - One split per year, named `00` (= 2000) through `25` (= 2025).
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+ - Each split contains ~2000 news articles sampled month-stratified
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+ (~167/month) from The Guardian Open Platform.
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+ - Sections kept: world, us-news, uk-news, business, politics, technology,
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+ science, environment, society, education, media, law, etc.
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+ (Sport, lifestyle, food, fashion, film, books, travel, games dropped.)
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+ - All articles passed `token_count >= 50` (cl100k_base) filter.
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+
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+ ## Schema
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+
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+ | column | dtype | note |
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+ |---------------|--------|---------------------------------------|
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+ | `source` | str | constant `"guardian"` |
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+ | `date` | int32 | year, e.g. `2003` |
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+ | `pub_date` | str | publication date `YYYY-MM-DD` |
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+ | `section` | str | guardian sectionId |
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+ | `headline` | str | webTitle |
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+ | `url` | str | webUrl |
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+ | `text` | str | full article body (`bodyText`) |
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+ | `token_count` | int32 | tiktoken `cl100k_base` token count |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+ ds = load_dataset("TheFinAI/ppl", split="03") # year 2003
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+ ```
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+
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+ ## Notes
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+
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+ - Cross-year fairness: all years drawn from the same source pipeline, same
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+ section filter, same length filter, same tokenizer. PPL comparisons
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+ across years should not be biased by corpus shift.
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+ - Single-source: only Guardian. For multi-outlet eval, supplement with NYT
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+ metadata (`TheFinAI/ppl_nyt` if/when added).