Publish inspectable pinned Web Scraper dataset
Browse files- README.md +136 -0
- data/zyte-products-140.jsonl +0 -0
- definitions.tar.gz +3 -0
- manifest.json +658 -3
README.md
ADDED
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| 1 |
+
---
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| 2 |
+
pretty_name: LexBench-Web-Scraper
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license:
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- mit
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- apache-2.0
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tags:
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- benchmark
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- evaluation
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- browser-eval
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- web-scraping
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- structured-data-extraction
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- product-extraction
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- frozen-html
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task_categories:
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- other
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source_datasets: []
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language:
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- und
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configs:
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- config_name: zyte-products-140
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data_files:
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- split: test
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path: data/zyte-products-140.jsonl
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---
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# LexBench-Web-Scraper
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Structured product-field extraction from all 140 archived pages in
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[Zyte's product extraction benchmark](https://github.com/scrapinghub/product-extraction-benchmark).
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Each task asks an extractor to return price, SKU and stock status from the same
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frozen HTML. The source URL records provenance; requesting the live website would
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change the input.
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## Population and references
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| Viewer group | Source suite | Tasks | Scope |
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| --- | --- | ---: | --- |
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| `zyte-products-140` | `zyte-products-140` | 140 | All 140 upstream frozen product pages, original labels and separately identified source-qualified annotations |
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The upstream source is pinned to commit
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`cba97d7a8d42aeefd4021bc15d482f297faceaa3`. All 140 compressed HTML files and the
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original ground-truth JSON retain their upstream bytes. The runtime manifest
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also binds the decompressed HTML, original evaluator and license.
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Each viewer record contains the source URL, compressed HTML path, HTML hash,
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original `reference`, and separate `source_qualified_reference`. The latter
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amends 47 fields on 36 pages following a complete model-assisted source audit.
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It is an additional annotation view, not a second population or human gold.
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The original reference remains the default for reproducing the upstream score.
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[Reference corrections](definitions/reference-corrections.json) retain the old
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| 51 |
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and accepted values, literal source excerpts, locators and reasons. Provider
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| 52 |
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outputs, model judgments and measured scores are not part of this dataset.
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| 53 |
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The original references contain 134 nonempty price fields, 135 nonempty SKU
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| 55 |
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fields and 140 stock labels, including nine out-of-stock labels. The source-qualified
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| 56 |
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view has 134 price fields, 140 SKU fields and 140 stock labels, including 11
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| 57 |
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out-of-stock labels. Missing values are meaningful and must not become zero prices
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| 58 |
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or automatic in-stock outputs. The original evaluator's stock convention and
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| 59 |
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identifier matching must be retained when reproducing its results.
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## Load frozen inputs
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Select a full Hugging Face commit and keep it with the evaluated outputs:
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```python
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| 66 |
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import gzip
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| 67 |
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import json
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| 68 |
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from pathlib import Path
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| 69 |
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from datasets import load_dataset
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| 70 |
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from huggingface_hub import snapshot_download
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| 71 |
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| 72 |
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revision = "YOUR_FULL_HF_COMMIT"
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| 73 |
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rows = load_dataset(
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| 74 |
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"Lexmount/LexBench-Web-Scraper", "zyte-products-140",
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| 75 |
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split="test", revision=revision,
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| 76 |
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)
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| 77 |
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task = json.loads(rows[0]["task"])
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| 78 |
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snapshot = Path(snapshot_download(
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| 79 |
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"Lexmount/LexBench-Web-Scraper", repo_type="dataset", revision=revision,
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| 80 |
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allow_patterns=["definitions/**", "manifest.json", "LICENSE", "NOTICE", "THIRD_PARTY.md"],
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))
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| 82 |
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html = gzip.decompress((snapshot / "definitions" / task["html_path"]).read_bytes())
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reference = task["reference"]
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```
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Browser Eval uses the shared immutable dataset cache and
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[data lock](https://github.com/lexmount/browser-eval/blob/6fc16853454451146d93cb30666b9238a7105971/src/harness/benchmarks/data-lock.json):
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```sh
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git clone https://github.com/lexmount/browser-eval
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cd browser-eval
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git checkout 6fc16853454451146d93cb30666b9238a7105971
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uv sync --frozen --extra web-scraper-eval
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uv run --frozen python -m harness.benchmarks.data web-scraper
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uv run --frozen python -m harness.web_scraper.cli prepare
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```
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The download verifies the archive and every file. A verified cache works offline
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with `HF_HUB_OFFLINE=1`. Historical upstream predictions are fetched separately
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only by `reproduce`; they are not extraction inputs. Preparation does not call any
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extraction provider or require an API key.
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## Evaluation
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Use the original evaluator's per-field precision, recall and F1 for price, SKU
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and stock. Report out-of-stock recognition separately because the original
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population is dominated by in-stock pages. Keep transport failures in the
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predeclared denominator. A structured JSON response alone does not establish
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field correctness.
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Record latency for every logical result, physical retry time separately, and
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| 112 |
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native usage or actual charges where available. API tiers, input limits and
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billing units differ. This dataset defines extraction inputs and references;
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| 114 |
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it contains no vendor ranking. Browser Eval's
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[execution guide](https://github.com/lexmount/browser-eval/blob/6fc16853454451146d93cb30666b9238a7105971/examples/web_scraper/README.md)
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describes native HTML/URL routes and certification.
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## License, attribution and revisions
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The upstream code and benchmark repository declare MIT licensing, Copyright
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2021 Zyte. Its original license is retained in
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[definitions/upstream/LICENSE](definitions/upstream/LICENSE). Browser Eval's
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authored packaging and annotations use Apache-2.0; see [LICENSE](LICENSE),
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[NOTICE](NOTICE) and [THIRD_PARTY.md](THIRD_PARTY.md). Captured website content
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retains its source rights; these software licenses do not establish blanket
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rights to reuse every captured page for model training.
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Cite the upstream [product-extraction benchmark](https://github.com/scrapinghub/product-extraction-benchmark)
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and identify this dataset's full commit and reference view. For tooling, cite
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[Browser Eval](https://github.com/lexmount/browser-eval/blob/6fc16853454451146d93cb30666b9238a7105971/CITATION.cff).
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[VERSIONING.md](VERSIONING.md) describes changes to inputs, references and packaging.
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| 132 |
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No moving branch name identifies an evaluated edition.
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[LexBench-Web-Fetch](https://huggingface.co/datasets/Lexmount/LexBench-Web-Fetch)
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and [LexBench-WebMainBench](https://huggingface.co/datasets/Lexmount/LexBench-WebMainBench)
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cover different retrieval and main-content extraction tasks with separate metrics.
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data/zyte-products-140.jsonl
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The diff for this file is too large to render.
See raw diff
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definitions.tar.gz
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:56793f178b9b7369dbcd47b47e528361963d26c585cf2309a65463a20b7d05c8
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size 14866164
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manifest.json
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{
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-
"
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"default_dataset": "zyte-products-140",
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| 5 |
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| 6 |
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| 7 |
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| 10 |
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| 11 |
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| 1 |
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