Part of the arXMLiv project at the KWARC research group
The content of this Dataset is licensed to SIGMathLing members for research and tool development purposes.
Access is restricted to SIGMathLing members under the SIGMathLing Non-Disclosure-Agreement as for most arXiv articles, the right of distribution was only given (or assumed) to arXiv itself.
token_model.zip
glove.arxmliv.11B.300d.zip
and vocab.arxmliv.zip
glove.subsets.zip
glove.arxmliv.nomath.11B.300d.zip
and vocab.arxmliv.nomath.zip
subset | documents | paragraphs | sentences |
---|---|---|---|
no_problem | 137,864 | 4,646,203 | 21,533,963 |
warning | 705,095 | 45,797,794 | 183,246,777 |
error | 389,225 | 26,759,524 | 99,641,978 |
complete | 1,232,184 | 77,203,521 | 304,422,718 |
subset | words | formulas | inline cite | numeric literals |
---|---|---|---|---|
no_problem | 430,217,995 | 20,910,732 | 3,709,520 | 11,177,753 |
warning | 3,175,663,430 | 281,832,412 | 25,337,574 | 83,606,897 |
error | 1,731,971,035 | 153,186,264 | 13,145,561 | 43,399,720 |
complete | 5,337,852,460 | 455,929,408 | 42,192,655 | 138,184,370 |
subset | tokens | unique words | unique words (freq 5+ ) |
---|---|---|---|
no_problem | 622,968,267 | 715,433 | 219,304 |
warning | 7,203,536,205 | 3,478,235 | 666,317 |
error | 3,691,805,321 | 2,444,532 | 574,467 |
complete | 11,518,309,793 | 5,285,379 | 1,000,295 |
Please cite the main dataset when using the word embeddings, as they are generated and distributed jointly. Instructions here
token model distributed as 3 subsets - no_problem, warning and error. complete model is derived via:
cat token_model_no_problem.txt \
token_model_warning.txt \
token_model_error.txt > token_model_complete.txt
corpus_token_model
example used for token model extraction
ltx_ERROR
HTML class)citationelement
tokenNUM
token (both in text and formulas)Evaluation note: These in-built evlauation runs are provided as a sanity check that the generated GloVe models pass a basic baseline against the non-expert tasks in the default GloVe suite. One would need a scienctific discourse tailored set of test cases to evaluate the arXiv-based models competitively.
In a cloned GloVe repository, start via:
python2 eval/python/word_analogy.py --vocab_file vocab.arxmliv.txt --vectors_file glove.arxmliv.11B.300d.txt
abelian
is to group
as disjoint
is to ?
union
, cosine distance 0.653377
convex
is to concave
as positive
is to ?
negative
, cosine distance 0.786877
finite
is to infinte
as abelian
is to ?
nonabelian
, cosine distance 0.676042
quantum
is to classical
as bottom
is to ?
top
, cosine distance 0.734896
eq
is to proves
as figure
is to ?
showing
, cosine distance 0.668502
italic_x
is to italic_y
as italic_a
is to ?
italic_b
, cosine distance 0.902608
In a cloned GloVe repository, start via:
python2 eval/python/distance.py --vocab_file vocab.arxmliv.txt --vectors_file glove.arxmliv.11B.300d.txt
Word: lattice Position in vocabulary: 488
Word Cosine distance
---------------------------------------------------------
lattices 0.853103
triangular 0.637767
honeycomb 0.626426
crystal 0.624397
finite 0.614720
spacing 0.603067
Word: entanglement Position in vocabulary: 1568
Word Cosine distance
---------------------------------------------------------
entangled 0.780425
multipartite 0.730968
concurrence 0.691708
negativity 0.649595
tripartite 0.647623
quantum 0.640395
fidelity 0.640285
teleportation 0.616797
discord 0.613752
entropy 0.612341
bipartite 0.608034
coherence 0.606859
nonlocality 0.601337
Word: forgetful Position in vocabulary: 11740
Word Cosine distance
---------------------------------------------------------
functor 0.723472
functors 0.656184
morphism 0.598965
Word: eigenvalue Position in vocabulary: 1448
Word Cosine distance
---------------------------------------------------------
eigenvalues 0.893073
eigenvector 0.768380
eigenvectors 0.765241
eigenfunction 0.754222
eigenfunctions 0.686141
eigenspace 0.666098
eigen 0.641422
matrix 0.616723
eigenmode 0.613117
eigenstate 0.612188
laplacian 0.611396
largest 0.606122
smallest 0.605342
eigenmodes 0.604839
Word: riemannian Position in vocabulary: 2285
Word Cosine distance
---------------------------------------------------------
manifolds 0.765827
manifold 0.760806
metric 0.719817
finsler 0.687826
curvature 0.676100
ricci 0.664770
metrics 0.660804
riemmanian 0.651666
euclidean 0.644686
noncompact 0.643878
conformally 0.638984
riemanian 0.633814
kahler 0.632680
endowed 0.622035
submanifold 0.613868
submanifolds 0.612716
geodesic 0.604488