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9,880,976 | <urn:uuid:b9924518-6143-4913-adcf-539fe6c56a21> | http://brownpelicanla.com/archbishop-chaput-and-cardinal-cupich-clash-over-youth-synod/ | CC-MAIN-2020-16 | 2020-04-08T09:53:52 | 3,355 | 792 |
9,880,977 | <urn:uuid:d088d00b-b325-47a8-b795-522b9659ed1c> | https://powerforsuccess.co.uk/blog/3-vital-steps-to-setting-intentions/ | CC-MAIN-2020-16 | 2020-04-08T09:54:53 | 3,238 | 725 |
9,880,978 | <urn:uuid:68d57507-193b-4628-9ec7-c8af96d98a08> | http://www.alanchaplin.com/book.php?q=free-a-universe-of-consciousness-how-matter-becomes-imagination.html | CC-MAIN-2020-16 | 2020-04-10T06:36:16 | 6,000 | 3,188 |
9,880,979 | <urn:uuid:e56e0556-1e53-41a7-99e9-decb5f700e1a> | http://www.bbdirect.com/cable-tv-group/postal-reach | CC-MAIN-2020-16 | 2020-04-10T07:03:39 | 843 | 191 |
11,516,065 | <urn:uuid:f37df0ad-388e-43d9-ba28-3925f7aa3059> | https://dragonbadge.co.uk/casino-games-online-guide-kids-players/ | CC-MAIN-2023-50 | 2023-12-11T14:48:35 | 2,935 | 614 |
11,516,066 | <urn:uuid:1e7c691e-cc5d-418a-b430-32f744f3b55c> | https://advancepainting.com.au/paint-metal-bed-frame/ | CC-MAIN-2023-50 | 2023-11-28T13:04:37 | 2,850 | 660 |
11,516,067 | <urn:uuid:57c71536-3167-4228-b9f3-23a393d1ab2a> | https://f1000scientist.com/aging-out-of-epsdt-part-vii-taking-responsibility.html | CC-MAIN-2023-50 | 2023-11-28T12:25:53 | 4,212 | 903 |
393,956 | <urn:uuid:8489921d-65f2-4223-86f8-34166827d5a5> | http://www.alibaba.com/countrysearch/SG/spare-parts-supplier.html | CC-MAIN-2013-20 | 2013-05-23T13:24:10 | 658 | 168 |
393,957 | <urn:uuid:67e0fcff-4bb4-446e-9ceb-daa3b373870b> | http://www.nzherald.co.nz/world/news/article.cfm?c_id=2&objectid=10751853 | CC-MAIN-2013-20 | 2013-05-23T13:26:10 | 1,837 | 389 |
393,958 | <urn:uuid:72f18689-fedb-4dcd-9d1e-6164500de57a> | http://www.post-gazette.com/stories/local/uncategorized/casey-criticized-for-signing-pay-hike-checks-448025/ | CC-MAIN-2013-20 | 2013-05-23T13:24:48 | 3,844 | 810 |
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6,431,637 | <urn:uuid:d39af18b-a202-4dd5-813b-582307d6bea5> | https://delaparramobilesolutions.com/ | CC-MAIN-2023-06 | 2023-01-30T21:51:33 | 1,482 | 352 |
6,431,639 | <urn:uuid:7749a4ed-e800-4f08-8bc5-bed49c054d57> | https://cremationmichigan.com/tribute/details/2215/Louis-Ottolini/obituary.html | CC-MAIN-2023-06 | 2023-02-01T03:08:55 | 2,018 | 452 |
63,662 | <urn:uuid:d6e7c31b-f0cf-494c-87bc-c0f97cd03a79> | https://www.aeaweb.org/articles?id=10.1257/jep.23.3.125 | CC-MAIN-2019-35 | 2019-08-19T12:55:40 | 1,871 | 390 |
63,663 | <urn:uuid:55cc2f8d-e0ff-4f40-907a-aee7237f6fd3> | https://www.dailylifeforever52.in/products/pressed-sparkles-karma-ps009 | CC-MAIN-2019-35 | 2019-08-19T13:05:20 | 866 | 199 |
63,664 | <urn:uuid:e2146dc9-5102-4922-870a-6ebb4bf2262b> | https://www.lumelect.com/about-us/staff-profiles/john-l-/ | CC-MAIN-2019-35 | 2019-08-19T12:11:23 | 844 | 194 |
63,665 | <urn:uuid:e6082299-f866-4687-a184-3eca0ebb6680> | https://zemenefilm.com/donate | CC-MAIN-2019-35 | 2019-08-19T12:11:28 | 2,228 | 544 |
End of preview. Expand in Data Studio
Quantization fidelity corpora
Evaluation text for measuring how faithfully a quantized LLM reproduces its full-precision parent (KL divergence of next-token distributions, top-1 agreement, perplexity ratio), as used by Agention for the Signal and Qwen3.8-27B quantization campaigns.
mixedweb-v1
mixedweb-v1.txt (800,789 chars, 301 documents, md5 51e0045e8cabf37922aa82766a25b7b4) is a
seeded random slice of HuggingFaceFW/fineweb
sample-10BT: general English web text from 55 CommonCrawl dumps (2013-2023). Documents are kept whole
up to 6,000 characters (cut at a paragraph boundary), documents under 600 characters are skipped, and
they are concatenated with blank lines. mixedweb-v1.manifest.jsonl records the row offset, FineWeb id,
URL, dump and date of every document, in order. build_mixedweb_corpus.py is the builder
(seed 20260919, datasets-server rows API).
Why a third corpus
Everyone reports wikitext-2. Wikipedia is in every pretraining mix and wikitext is the default calibration
text for many quantizers, so a low wikitext KLD can mean "calibrated on Wikipedia" as much as "faithful".
A private held-out corpus in the model's real domain fixes that, but is open to the mirror-image objection
that it shares a domain with the packager's own calibration set. mixedweb-v1 is the neutral leg: a random
slice of a 15M-document web sample that no packager calibrates on. It has zero 12-gram overlap with our
calibration set, with our held-out corpus and with wikitext-2.
Our win criterion for a quantization is: better on the held-out corpus AND on mixedweb-v1, with wikitext-2 reported for comparability only.
How we measure
llama-perplexity -m <bf16-reference>.gguf -f mixedweb-v1.txt --kl-divergence-base base.bin -c 2048 --chunks 60 -ngl 99
llama-perplexity -m <quant>.gguf --kl-divergence-base base.bin --kl-divergence -c 2048 -ngl 99
The base file fixes the tokenization and chunking, so every quant of the same parent is scored on exactly the
same 60 x 2048 tokens. Report Mean KLD with its standard error, Same top p, and Mean PPL(Q).
License
The text is redistributed from FineWeb under the Open Data Commons Attribution License (ODC-By) v1.0; CommonCrawl's terms of use apply to the underlying crawl. The builder script is MIT.
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