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Papers — what may be mirrored here, what may not, and which twelve are

Every work cited in ../REFERENCE.md and the per-experiment METHOD.md files, with the redistribution licence read from the publisher's own page on 2026-09-29 rather than assumed.

fetch_papers.py downloads the redistributable ones into this directory for offline reading. Twelve of the twenty-four are committed here; the other twelve are gitignored by name so --all cannot commit them by accident. See What is committed here.

(This paragraph and the heading above used to say nothing was mirrored, which was true only before the mirroring was done. The body of this file was right and the header was stale — corrected 2026-09-29.)

python docs/papers/fetch_papers.py          # the 12 that permit redistribution
python docs/papers/fetch_papers.py --all    # all 24, for personal use only

Redistributable — CC BY / CC BY-SA, attribution required

Mirroring these is permitted provided the author and licence travel with the copy.

Work Licence Source
Lin (2004), ROUGE: A Package for Automatic Evaluation of Summaries CC BY 4.0 ACL W04-1013
Tjong Kim Sang & De Meulder (2003), Introduction to the CoNLL-2003 Shared Task CC BY 4.0 ACL W03-0419
Dror et al. (2018), The Hitchhiker's Guide to Testing Statistical Significance in NLP CC BY 4.0 ACL P18-1128
Kryscinski et al. (2019), Neural Text Summarisation: A Critical Evaluation CC BY 4.0 ACL D19-1051
Wadden et al. (2020), Fact or Fiction: Verifying Scientific Claims CC BY 4.0 ACL 2020.emnlp-main.609
Ding et al. (2021), Few-NERD: A Few-shot Named Entity Recognition Dataset CC BY 4.0 ACL 2021.acl-long.248
Reimers & Gurevych (2019), Sentence-BERT CC BY-SA 4.0 arXiv 1908.10084
Thakur et al. (2021), BEIR CC BY-SA 4.0 arXiv 2104.08663
He et al. (2021), DeBERTaV3 CC BY 4.0 arXiv 2111.09543
Wang et al. (2022), Text Embeddings by Weakly-Supervised Contrastive Pre-training (E5) CC BY 4.0 arXiv 2212.03533
Zaratiana et al. (2023), GLiNER CC BY 4.0 arXiv 2311.08526
Zhang et al. (2024), A Careful Examination of LLM Performance on Grade School Arithmetic CC BY 4.0 arXiv 2405.00332
Work Licence Why not
Hermann et al. (2015), Teaching Machines to Read and Comprehend arXiv non-exclusive 1.0 Grants arXiv the right to distribute, not third parties
Zhang, Zhao & LeCun (2015), Character-level Convolutional Networks arXiv non-exclusive 1.0 same
Nallapati et al. (2016), Abstractive Text Summarisation Using Seq2Seq RNNs arXiv non-exclusive 1.0 same
See, Liu & Manning (2017), Get To The Point arXiv non-exclusive 1.0 same
Guo et al. (2017), On Calibration of Modern Neural Networks arXiv non-exclusive 1.0 same
Devlin et al. (2018), BERT arXiv non-exclusive 1.0 same
Yin et al. (2019), Benchmarking Zero-shot Text Classification arXiv non-exclusive 1.0 same
Lewis et al. (2019), BART arXiv non-exclusive 1.0 same
Song et al. (2020), MPNet arXiv non-exclusive 1.0 same
Xiao et al. (2023), C-Pack (BGE) arXiv non-exclusive 1.0 same
Järvelin & Kekäläinen (2002), Cumulated gain-based evaluation of IR techniques © ACM ACM DL, subscription
Holm (1979), A Simple Sequentially Rejective Multiple Test Procedure © Scandinavian Journal of Statistics Paywalled. Also the one citation in this repo that could not be verified programmatically — JSTOR serves a bot challenge and Crossref does not index the 1979 volume, so the reference is given in full text instead of linked
Demšar (2006), Statistical Comparisons of Classifiers over Multiple Data Sets not machine-readable on the page JMLR v7 states no licence this check could read; freely readable there

The arXiv non-exclusive licence is the common trap. It reads like an open licence and is not: it grants arXiv a perpetual right to distribute the work. It says nothing about anyone else mirroring it. Ten of the sixteen arXiv papers cited here are under it.


What is committed here

The twelve CC-licensed papers above are mirrored in this directory, 18 MB, with ATTRIBUTION.md carrying the author, title, licence and source of each — which is what CC BY and CC BY-SA require of anyone redistributing them. None is modified; each is the publisher's PDF byte-for-byte.

The other twelve are not here and are gitignored by name, so --all cannot commit them by accident.

Two caveats a reader of this directory should have:

  • The split follows publisher licensing policy, not importance. Twelve papers sitting here does not make them the canon. nDCG (Järvelin & Kekäläinen) and Holm — two of the most load-bearing citations in this repo — are both in the un-mirrorable half. Read the table above, not the file listing.
  • Two are CC BY-SA, which is share-alike: a derivative of them must carry the same licence. Unmodified redistribution, as here, does not trigger that.

This is the one exception to the rule everywhere else in the repo — no corpora, no weights, no third-party bytes, only recipes. It is an exception the licences explicitly permit, and the obligation that comes with it is discharged in ATTRIBUTION.md.