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WholeDoc Bench sample, release v1

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.avro filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00003.pdf filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00005.pdf filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00007.pdf filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00008.pdf filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00009.pdf filter=lfs diff=lfs merge=lfs -text
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+ documents/np-00010.pdf filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: other
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+ pretty_name: WholeDoc Bench (sample)
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+ task_categories:
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+ - image-to-text
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+ language:
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+ - "de"
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+ - "en"
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+ - "es"
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+ - "fr"
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+ - "nl"
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+ size_categories:
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+ - n<1K
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+ tags:
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+ - document-parsing
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+ - pdf
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+ - benchmark
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+ - evaluation
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+ - tables
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+ - charts
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+ - ocr
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+ - layout-detection
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+ - barcode
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+ - mrz
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: test
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+ path: documents.jsonl
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+ citation: |
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+ @misc{wholedocbench2026,
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+ title = {WholeDoc Bench: Continuity, Fidelity and Machine-Readable Content in Document Parsing},
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+ author = {Moldovan, Denis and Sookun, Shrevin and Mogage, Nicolae and Pizur, Matus and Mitrea, Costinel and Houssin, Olivier and Alby, Etienne and Carlier, Coralie and Mart{\'\i}n, Daniel},
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+ year = {2026},
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+ url = {https://github.com/PSPDFKit-labs/wholedoc-bench}
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+ }
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+ ---
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+
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+ # WholeDoc Bench
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+
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+ **Quick links:** [\[🌐 Leaderboard\]](https://www.nutrient.io/benchmarks/parse/) [\[📜 Paper\]](https://github.com/PSPDFKit-labs/wholedoc-bench/blob/main/paper.pdf) [\[💻 Code\]](https://github.com/PSPDFKit-labs/wholedoc-bench)
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+
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+ This is the **public sample** of WholeDoc Bench, a benchmark for evaluating document parsers on
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+ whole documents. It contains 10 documents (28 pages) with their ground-truth answer keys, so you
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+ can inspect the annotation format and run the evaluation pipeline on these documents.
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+
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+ Results from the full private evaluation set are available on the
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+ [benchmark page](https://www.nutrient.io/benchmarks/parse/) and in the
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+ [paper](https://github.com/PSPDFKit-labs/wholedoc-bench/blob/main/paper.pdf). Those results
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+ cannot be reproduced from this sample alone. The
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+ [evaluation code](https://github.com/PSPDFKit-labs/wholedoc-bench) is available to run and score
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+ supported parsers.
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+
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+ ## Usage
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+
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+ Download the whole release, pinned to its tag. The rows alone are not enough to score:
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+
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+ ```bash
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+ uvx --from huggingface_hub hf download nutrientdocs/wholedoc-bench-sample --repo-type dataset --revision v1 --local-dir wholedoc-bench-sample
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+ ```
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+
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+ Then run a parser, score it and build a leaderboard with the [evaluation code](https://github.com/PSPDFKit-labs/wholedoc-bench):
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+
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+ ```bash
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+ uv run wholedoc-bench run --provider pdftotext --corpus wholedoc-bench-sample --out runs/pdftotext
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+ uv run wholedoc-bench score --corpus wholedoc-bench-sample --predictions runs/pdftotext --results results
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+ uv run wholedoc-bench report --results results
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+ ```
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+
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+ Every command checks the release first and stops if a file is missing or changed.
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+
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+ <details>
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+ <summary>Files and row fields</summary>
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+
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+ ```
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+ documents.jsonl one row per document
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+ documents/<id>.pdf the documents
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+ groundtruth/<id>.json the ground truth of each document
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+ release.json the release tag, its source commit and counts
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+ SHA256SUMS the checksum of every file above
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+ published.jsonl every document id ever published, with its first release
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+ ```
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+
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+ | Field | Meaning |
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+ |---|---|
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+ | `id` | the document's permanent id |
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+ | `document_path`, `document_sha256` | the document file and its checksum |
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+ | `format`, `pages` | file format and page count |
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+ | `language`, `scan` | languages, and whether the document is a scan |
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+ | `tracks`, `supported_metrics` | what this document is scored on |
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+ | `groundtruth_source` | how the ground truth was made |
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+ | `groundtruth_path`, `groundtruth_sha256` | the ground truth file and its checksum |
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+ | `category`, `limits`, `licence`, `attribution` | not recorded in this release |
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+
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+ </details>
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+
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+ ## Public sample and private set
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+
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+ The published benchmark results use the full private evaluation set. This public sample lets you
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+ inspect the answer keys and run the evaluation pipeline, but it does not reproduce the full
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+ benchmark results.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{wholedocbench2026,
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+ title = {WholeDoc Bench: Continuity, Fidelity and Machine-Readable Content in Document Parsing},
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+ author = {Moldovan, Denis and Sookun, Shrevin and Mogage, Nicolae and Pizur, Matus and Mitrea, Costinel and Houssin, Olivier and Alby, Etienne and Carlier, Coralie and Mart{\'\i}n, Daniel},
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+ year = {2026},
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+ url = {https://github.com/PSPDFKit-labs/wholedoc-bench}
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+ }
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+ ```
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+
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+ ## About the author
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+
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+ <a href="https://nutrient.io/">
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+ <img src="https://avatars2.githubusercontent.com/u/1527679?v=3&s=200" height="80" />
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+ </a>
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+
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+ This project is maintained and funded by [Nutrient](https://nutrient.io/) - The deterministic document infrastructure enterprises run their highest-stakes workflows on: replayable output, clear exceptions, and full audit trails on the messy, regulated documents where AI alone breaks.
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documents.jsonl ADDED
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+ "text": "This report describes the work of the network during the 2025 calendar year. It covers our volunteers, the repair sessions held at each site, our workshops and our finances.",
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+ "text": "The year was marked by strong growth in the smaller towns and by a new partnership with the county libraries. We thank every volunteer, host venue and visitor who made these results possible. The figures in this report come from the session logs kept by each site coordinator.",
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+ "text": "At the end of the year the network counted 412 registered volunteers, an increase of 18 per cent on 2024. Most volunteers repair electrical items, textiles or bicycles, and a growing number help with reception and record keeping.",
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+ "text": "Each new volunteer follows a two-hour safety induction before taking part in a session. Siobhán Ní Bhriain, our volunteer coordinator, introduced a mentoring scheme that pairs new repairers with experienced ones. Retention improved as a result: four volunteers in five who joined in January were still active in December.",
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+ "text": "We also welcomed students from two local colleges as part of their community placements.",
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+ "text": "The sites held 538 repair sessions in 2025, compared with 471 the year before. Visitors brought 9,214 items, of which a little more than two thirds left the session repaired. Small kitchen appliances and lamps remain the most common items, followed by clothing and bicycles.",
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+ "text": "Items that could not be repaired on the day were often fixed at a later session once spare parts arrived. Several sites now keep a small stock of common spare parts, which shortened waiting times considerably.",
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+ "text": "In addition to repair sessions, the network ran 46 workshops on basic sewing, bicycle maintenance and electrical safety. The workshops were fully booked throughout the year, and waiting lists were kept for the most popular topics. Our stand at the county show attracted more than 1,500 visitors over two days.",
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+ "text": "Fix-It Together Trust · Annual Activity Report 2025",
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+ "text": "We could not accomodate every request for school visits, and we plan to train additional volunteers for this purpose. A repair marathon held in October in partnership with the libraries saved an estimated 640 kilograms of waste.",
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768
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+ },
2485
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2486
+ "text": "Sessions",
2487
+ "box": [
2488
+ 0.3004,
2489
+ 0.0777,
2490
+ 0.0993,
2491
+ 0.0199
2492
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2493
+ },
2494
+ {
2495
+ "text": "Items brought",
2496
+ "box": [
2497
+ 0.3997,
2498
+ 0.0777,
2499
+ 0.1407,
2500
+ 0.0199
2501
+ ]
2502
+ },
2503
+ {
2504
+ "text": "Items repaired",
2505
+ "box": [
2506
+ 0.5404,
2507
+ 0.0777,
2508
+ 0.1407,
2509
+ 0.0199
2510
+ ]
2511
+ },
2512
+ {
2513
+ "text": "Repair rate (%)",
2514
+ "box": [
2515
+ 0.6811,
2516
+ 0.0777,
2517
+ 0.2072,
2518
+ 0.0199
2519
+ ]
2520
+ },
2521
+ {
2522
+ "text": "Youlgrave",
2523
+ "box": [
2524
+ 0.1018,
2525
+ 0.0976,
2526
+ 0.1986,
2527
+ 0.0199
2528
+ ]
2529
+ },
2530
+ {
2531
+ "text": "11",
2532
+ "box": [
2533
+ 0.3004,
2534
+ 0.0976,
2535
+ 0.0993,
2536
+ 0.0199
2537
+ ]
2538
+ },
2539
+ {
2540
+ "text": "121",
2541
+ "box": [
2542
+ 0.3997,
2543
+ 0.0976,
2544
+ 0.1407,
2545
+ 0.0199
2546
+ ]
2547
+ },
2548
+ {
2549
+ "text": "81",
2550
+ "box": [
2551
+ 0.5404,
2552
+ 0.0976,
2553
+ 0.1407,
2554
+ 0.0199
2555
+ ]
2556
+ },
2557
+ {
2558
+ "text": "66.9",
2559
+ "box": [
2560
+ 0.6811,
2561
+ 0.0976,
2562
+ 0.2072,
2563
+ 0.0199
2564
+ ]
2565
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2566
+ ],
2567
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2568
+ "font": null,
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+ "payload": null
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2571
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2572
+ "id": "h026",
2573
+ "class": "heading",
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+ "page": 2,
2575
+ "box": [
2576
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2577
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2578
+ 0.1221,
2579
+ 0.0135
2580
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2581
+ "text": "5. Finances",
2582
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2583
+ "level": 2,
2584
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2585
+ "rows": null,
2586
+ "spans": null,
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2593
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2594
+ "id": "p027",
2595
+ "class": "paragraph",
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+ "page": 2,
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+ "box": [
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2600
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2601
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2602
+ ],
2603
+ "text": "Total income for the year was £61,800, of which grants made up a little under half. Donations collected at sessions rose to £14,300, reflecting the higher number of visitors.",
2604
+ "channel": "body",
2605
+ "level": null,
2606
+ "header": null,
2607
+ "rows": null,
2608
+ "spans": null,
2609
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2610
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2611
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2612
+ "font": null,
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+ "payload": null
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2615
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2616
+ "id": "p028",
2617
+ "class": "paragraph",
2618
+ "page": 2,
2619
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2620
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2621
+ 0.2292,
2622
+ 0.7671,
2623
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2624
+ ],
2625
+ "text": "Expenditure reached £58,950, mainly for tools, spare parts, insurance and venue costs. The resulting surplus of £2,850 has been added to the reserve for replacing worn equipment. The accounts were examined by an independent examiner, whose report is available on request.",
2626
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2627
+ "level": null,
2628
+ "header": null,
2629
+ "rows": null,
2630
+ "spans": null,
2631
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2632
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+ "font": null,
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2637
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2638
+ "id": "e029",
2639
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2640
+ "page": 2,
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2643
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2644
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2645
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2646
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2647
+ "text": "Table 2: Income and expenditure 2025",
2648
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2649
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+ "rows": null,
2652
+ "spans": null,
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2659
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2660
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2661
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2663
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2665
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2666
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2667
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2668
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2669
+ "text": "",
2670
+ "channel": "body",
2671
+ "level": null,
2672
+ "header": [
2673
+ [
2674
+ "Category",
2675
+ "Line",
2676
+ "Amount (£)"
2677
+ ]
2678
+ ],
2679
+ "rows": [
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+ [
2681
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2682
+ "Grants",
2683
+ "29,400"
2684
+ ],
2685
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2686
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2687
+ "Donations at sessions",
2688
+ "14,300"
2689
+ ],
2690
+ [
2691
+ "Income",
2692
+ "Workshop fees",
2693
+ "9,600"
2694
+ ],
2695
+ [
2696
+ "Income",
2697
+ "Membership fees",
2698
+ "5,200"
2699
+ ],
2700
+ [
2701
+ "Income",
2702
+ "Other income",
2703
+ "3,300"
2704
+ ],
2705
+ [
2706
+ "Expenditure",
2707
+ "Tools and spare parts",
2708
+ "21,750"
2709
+ ],
2710
+ [
2711
+ "Expenditure",
2712
+ "Venue hire",
2713
+ "12,900"
2714
+ ],
2715
+ [
2716
+ "Expenditure",
2717
+ "Volunteer training",
2718
+ "7,300"
2719
+ ],
2720
+ [
2721
+ "Expenditure",
2722
+ "Insurance",
2723
+ "6,400"
2724
+ ],
2725
+ [
2726
+ "Expenditure",
2727
+ "Travel",
2728
+ "4,100"
2729
+ ],
2730
+ [
2731
+ "Expenditure",
2732
+ "Communication",
2733
+ "3,600"
2734
+ ],
2735
+ [
2736
+ "Expenditure",
2737
+ "Other costs",
2738
+ "2,900"
2739
+ ]
2740
+ ],
2741
+ "spans": null,
2742
+ "chart": null,
2743
+ "cells": [
2744
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2745
+ "text": "Category",
2746
+ "box": [
2747
+ 0.1018,
2748
+ 0.333,
2749
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2750
+ 0.0199
2751
+ ]
2752
+ },
2753
+ {
2754
+ "text": "Line",
2755
+ "box": [
2756
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2757
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2758
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2759
+ 0.0199
2760
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2761
+ },
2762
+ {
2763
+ "text": "Amount (£)",
2764
+ "box": [
2765
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2766
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2767
+ 0.1907,
2768
+ 0.0199
2769
+ ]
2770
+ },
2771
+ {
2772
+ "text": "Income",
2773
+ "box": [
2774
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2775
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2776
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2777
+ 0.0199
2778
+ ]
2779
+ },
2780
+ {
2781
+ "text": "Grants",
2782
+ "box": [
2783
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2784
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2785
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2786
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2787
+ ]
2788
+ },
2789
+ {
2790
+ "text": "29,400",
2791
+ "box": [
2792
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2793
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2794
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2795
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2796
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2797
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2798
+ {
2799
+ "text": "Income",
2800
+ "box": [
2801
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2802
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2803
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2804
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2805
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2806
+ },
2807
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2808
+ "text": "Donations at sessions",
2809
+ "box": [
2810
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2811
+ 0.3728,
2812
+ 0.3972,
2813
+ 0.0199
2814
+ ]
2815
+ },
2816
+ {
2817
+ "text": "14,300",
2818
+ "box": [
2819
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2820
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2821
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2822
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2823
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2824
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2825
+ {
2826
+ "text": "Income",
2827
+ "box": [
2828
+ 0.1018,
2829
+ 0.3927,
2830
+ 0.1986,
2831
+ 0.0199
2832
+ ]
2833
+ },
2834
+ {
2835
+ "text": "Workshop fees",
2836
+ "box": [
2837
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2838
+ 0.3927,
2839
+ 0.3972,
2840
+ 0.0199
2841
+ ]
2842
+ },
2843
+ {
2844
+ "text": "9,600",
2845
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2846
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2847
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2848
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2849
+ 0.0199
2850
+ ]
2851
+ },
2852
+ {
2853
+ "text": "Income",
2854
+ "box": [
2855
+ 0.1018,
2856
+ 0.4126,
2857
+ 0.1986,
2858
+ 0.0199
2859
+ ]
2860
+ },
2861
+ {
2862
+ "text": "Membership fees",
2863
+ "box": [
2864
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2865
+ 0.4126,
2866
+ 0.3972,
2867
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2868
+ ]
2869
+ },
2870
+ {
2871
+ "text": "5,200",
2872
+ "box": [
2873
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2874
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2875
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2876
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2877
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2878
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2879
+ {
2880
+ "text": "Income",
2881
+ "box": [
2882
+ 0.1018,
2883
+ 0.4325,
2884
+ 0.1986,
2885
+ 0.0199
2886
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2887
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2888
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2889
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2890
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2891
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2892
+ 0.4325,
2893
+ 0.3972,
2894
+ 0.0199
2895
+ ]
2896
+ },
2897
+ {
2898
+ "text": "3,300",
2899
+ "box": [
2900
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2901
+ 0.4325,
2902
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2903
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2904
+ ]
2905
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2906
+ {
2907
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2908
+ "box": [
2909
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2910
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2911
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2912
+ 0.0199
2913
+ ]
2914
+ },
2915
+ {
2916
+ "text": "Tools and spare parts",
2917
+ "box": [
2918
+ 0.3004,
2919
+ 0.4524,
2920
+ 0.3972,
2921
+ 0.0199
2922
+ ]
2923
+ },
2924
+ {
2925
+ "text": "21,750",
2926
+ "box": [
2927
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2928
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2929
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2930
+ 0.0199
2931
+ ]
2932
+ },
2933
+ {
2934
+ "text": "Expenditure",
2935
+ "box": [
2936
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2937
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2938
+ 0.1986,
2939
+ 0.0198
2940
+ ]
2941
+ },
2942
+ {
2943
+ "text": "Venue hire",
2944
+ "box": [
2945
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2946
+ 0.4723,
2947
+ 0.3972,
2948
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2949
+ ]
2950
+ },
2951
+ {
2952
+ "text": "12,900",
2953
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2954
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2955
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2956
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2957
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2958
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2959
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2960
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2961
+ "text": "Expenditure",
2962
+ "box": [
2963
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2964
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2965
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2966
+ 0.0199
2967
+ ]
2968
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2969
+ {
2970
+ "text": "Volunteer training",
2971
+ "box": [
2972
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2973
+ 0.4921,
2974
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2975
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2976
+ ]
2977
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2978
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2979
+ "text": "7,300",
2980
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2981
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2982
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2983
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2984
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2985
+ ]
2986
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2987
+ {
2988
+ "text": "Expenditure",
2989
+ "box": [
2990
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2991
+ 0.512,
2992
+ 0.1986,
2993
+ 0.0199
2994
+ ]
2995
+ },
2996
+ {
2997
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2998
+ "box": [
2999
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3000
+ 0.512,
3001
+ 0.3972,
3002
+ 0.0199
3003
+ ]
3004
+ },
3005
+ {
3006
+ "text": "6,400",
3007
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3008
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3009
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3010
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3011
+ 0.0199
3012
+ ]
3013
+ },
3014
+ {
3015
+ "text": "Expenditure",
3016
+ "box": [
3017
+ 0.1018,
3018
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3019
+ 0.1986,
3020
+ 0.0199
3021
+ ]
3022
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3023
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3024
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3025
+ "box": [
3026
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3027
+ 0.5319,
3028
+ 0.3972,
3029
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3030
+ ]
3031
+ },
3032
+ {
3033
+ "text": "4,100",
3034
+ "box": [
3035
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3036
+ 0.5319,
3037
+ 0.1907,
3038
+ 0.0199
3039
+ ]
3040
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3041
+ {
3042
+ "text": "Expenditure",
3043
+ "box": [
3044
+ 0.1018,
3045
+ 0.5518,
3046
+ 0.1986,
3047
+ 0.0199
3048
+ ]
3049
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3050
+ {
3051
+ "text": "Communication",
3052
+ "box": [
3053
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3054
+ 0.5518,
3055
+ 0.3972,
3056
+ 0.0199
3057
+ ]
3058
+ },
3059
+ {
3060
+ "text": "3,600",
3061
+ "box": [
3062
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3063
+ 0.5518,
3064
+ 0.1907,
3065
+ 0.0199
3066
+ ]
3067
+ },
3068
+ {
3069
+ "text": "Expenditure",
3070
+ "box": [
3071
+ 0.1018,
3072
+ 0.5717,
3073
+ 0.1986,
3074
+ 0.0199
3075
+ ]
3076
+ },
3077
+ {
3078
+ "text": "Other costs",
3079
+ "box": [
3080
+ 0.3004,
3081
+ 0.5717,
3082
+ 0.3972,
3083
+ 0.0199
3084
+ ]
3085
+ },
3086
+ {
3087
+ "text": "2,900",
3088
+ "box": [
3089
+ 0.6976,
3090
+ 0.5717,
3091
+ 0.1907,
3092
+ 0.0199
3093
+ ]
3094
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3095
+ ],
3096
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3097
+ "font": null,
3098
+ "payload": null
3099
+ },
3100
+ {
3101
+ "id": "h031",
3102
+ "class": "heading",
3103
+ "page": 2,
3104
+ "box": [
3105
+ 0.1018,
3106
+ 0.6197,
3107
+ 0.1645,
3108
+ 0.0134
3109
+ ],
3110
+ "text": "6. Partnerships",
3111
+ "channel": "body",
3112
+ "level": 2,
3113
+ "header": null,
3114
+ "rows": null,
3115
+ "spans": null,
3116
+ "chart": null,
3117
+ "cells": null,
3118
+ "styles": [],
3119
+ "font": null,
3120
+ "payload": null
3121
+ },
3122
+ {
3123
+ "id": "p032",
3124
+ "class": "paragraph",
3125
+ "page": 2,
3126
+ "box": [
3127
+ 0.1018,
3128
+ 0.6413,
3129
+ 0.7791,
3130
+ 0.0931
3131
+ ],
3132
+ "text": "The partnership with the county libraries now covers eleven branches, which host a session at least once a month. Three hardware shops give volunteers a discount on spare parts, and one of them lends specialist tools free of charge. The regional college of further education provided a workshop room and two technicians for the bicycle sessions.",
3133
+ "channel": "body",
3134
+ "level": null,
3135
+ "header": null,
3136
+ "rows": null,
3137
+ "spans": null,
3138
+ "chart": null,
3139
+ "cells": null,
3140
+ "styles": [],
3141
+ "font": null,
3142
+ "payload": null
3143
+ },
3144
+ {
3145
+ "id": "p033",
3146
+ "class": "paragraph",
3147
+ "page": 2,
3148
+ "box": [
3149
+ 0.1018,
3150
+ 0.7426,
3151
+ 0.7424,
3152
+ 0.0537
3153
+ ],
3154
+ "text": "Local councils supported the network with small grants and free use of community halls in six towns. We also joined the national repair network, which gives our volunteers access to shared repair guides and training.",
3155
+ "channel": "body",
3156
+ "level": null,
3157
+ "header": null,
3158
+ "rows": null,
3159
+ "spans": null,
3160
+ "chart": null,
3161
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3162
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3163
+ "font": null,
3164
+ "payload": null
3165
+ },
3166
+ {
3167
+ "id": "h034",
3168
+ "class": "heading",
3169
+ "page": 2,
3170
+ "box": [
3171
+ 0.1018,
3172
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3173
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3174
+ 0.0135
3175
+ ],
3176
+ "text": "7. Outlook for 2026",
3177
+ "channel": "body",
3178
+ "level": 2,
3179
+ "header": null,
3180
+ "rows": null,
3181
+ "spans": null,
3182
+ "chart": null,
3183
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3184
+ "styles": [],
3185
+ "font": null,
3186
+ "payload": null
3187
+ },
3188
+ {
3189
+ "id": "p035",
3190
+ "class": "paragraph",
3191
+ "page": 2,
3192
+ "box": [
3193
+ 0.1018,
3194
+ 0.8355,
3195
+ 0.7859,
3196
+ 0.0734
3197
+ ],
3198
+ "text": "In 2026 we aim to open four new sites, with priority given to towns that currently have no repair service. We will extend the mentoring scheme to all sites and publish a guide to running a repair session. A second partnership with the regional waste authority is under discussion and could fund a mobile",
3199
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3200
+ "level": null,
3201
+ "header": null,
3202
+ "rows": null,
3203
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3204
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3205
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3206
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3207
+ "font": null,
3208
+ "payload": null
3209
+ },
3210
+ {
3211
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