PeytonT/1m-paper-embedding-model-lite-onnx
Feature Extraction • Updated
category_id stringlengths 5 18 | paper_count int32 64 86.5k | x float32 -1.01 0.57 | y float32 -0.73 0.83 | z float32 -0.66 0.64 |
|---|---|---|---|---|
astro-ph | 10,670 | 0.347618 | -0.667361 | -0.498194 |
astro-ph.CO | 34,071 | 0.329921 | -0.595846 | -0.517666 |
astro-ph.EP | 12,999 | 0.203977 | -0.569012 | -0.425459 |
astro-ph.GA | 30,505 | 0.322363 | -0.72931 | -0.572257 |
astro-ph.HE | 27,715 | 0.33632 | -0.720169 | -0.445982 |
astro-ph.IM | 13,095 | 0.01241 | -0.600461 | -0.397781 |
astro-ph.SR | 29,578 | 0.307424 | -0.687932 | -0.471342 |
cond-mat.dis-nn | 7,371 | 0.258463 | -0.119767 | 0.611576 |
cond-mat.mes-hall | 35,038 | 0.320549 | -0.362144 | 0.641611 |
cond-mat.mtrl-sci | 32,020 | 0.189044 | -0.398127 | 0.476385 |
cond-mat.other | 5,347 | 0.402963 | -0.311536 | 0.508569 |
cond-mat.quant-gas | 10,575 | 0.549094 | -0.362754 | 0.598298 |
cond-mat.soft | 14,186 | 0.218861 | -0.15715 | 0.452245 |
cond-mat.stat-mech | 24,835 | 0.337652 | -0.063328 | 0.514782 |
cond-mat.str-el | 26,853 | 0.46807 | -0.338693 | 0.500701 |
cond-mat.supr-con | 14,065 | 0.398611 | -0.459245 | 0.441517 |
cs.AI | 55,550 | -0.911644 | 0.025915 | -0.075033 |
cs.AR | 2,141 | -0.580112 | -0.087664 | 0.077547 |
cs.CC | 4,835 | -0.128897 | 0.582547 | 0.183139 |
cs.CE | 3,233 | -0.398527 | 0.00433 | 0.128395 |
cs.CG | 3,073 | -0.13443 | 0.574571 | -0.000325 |
cs.CL | 42,930 | -1.014754 | -0.039745 | -0.259287 |
cs.CR | 14,774 | -0.492332 | 0.151623 | 0.013558 |
cs.CV | 64,157 | -0.992703 | -0.051507 | -0.176569 |
cs.CY | 8,462 | -0.60632 | 0.027791 | -0.057951 |
cs.DB | 3,935 | -0.671523 | 0.106323 | -0.128261 |
cs.DC | 9,722 | -0.511704 | 0.099587 | 0.093666 |
cs.DL | 1,887 | -0.429301 | -0.123764 | -0.13848 |
cs.DM | 6,003 | -0.074692 | 0.615474 | 0.110473 |
cs.DS | 10,988 | -0.336684 | 0.445946 | 0.159652 |
cs.ET | 1,955 | -0.373162 | -0.050534 | 0.401845 |
cs.FL | 2,364 | -0.191182 | 0.578318 | 0.037838 |
cs.GL | 64 | -0.329907 | 0.041697 | 0.075769 |
cs.GR | 2,639 | -0.6742 | 0.028244 | -0.097393 |
cs.GT | 6,132 | -0.343238 | 0.415164 | 0.30586 |
cs.HC | 8,668 | -0.732251 | -0.012046 | -0.08789 |
cs.IR | 8,804 | -0.878913 | 0.000087 | -0.180176 |
cs.IT | 22,326 | -0.220988 | 0.263869 | 0.258137 |
cs.LG | 86,519 | -0.899377 | 0.022116 | -0.007715 |
cs.LO | 7,286 | -0.272669 | 0.472067 | -0.007114 |
cs.MA | 4,947 | -0.608967 | 0.230587 | 0.262206 |
cs.MM | 3,309 | -0.916641 | -0.010665 | -0.154597 |
cs.MS | 1,028 | -0.327732 | 0.135702 | 0.014622 |
cs.NA | 9,422 | -0.149239 | 0.205852 | 0.262613 |
cs.NE | 6,574 | -0.786149 | 0.03674 | 0.132123 |
cs.NI | 9,695 | -0.412666 | 0.14144 | 0.227699 |
cs.OH | 761 | -0.31928 | 0.101389 | 0.097775 |
cs.OS | 387 | -0.417011 | 0.05765 | -0.016795 |
cs.PF | 1,786 | -0.490948 | 0.039751 | 0.0982 |
cs.PL | 3,449 | -0.476833 | 0.264879 | -0.104081 |
cs.RO | 15,826 | -0.770128 | 0.116422 | 0.101545 |
cs.SC | 1,114 | -0.066442 | 0.53804 | -0.083436 |
cs.SD | 6,730 | -0.935929 | -0.070009 | -0.093473 |
cs.SE | 8,577 | -0.629291 | 0.009301 | -0.194411 |
cs.SI | 9,806 | -0.536995 | 0.089606 | 0.103632 |
cs.SY | 13,533 | -0.389545 | 0.205777 | 0.27988 |
econ.EM | 1,290 | -0.359552 | 0.06186 | 0.063407 |
econ.GN | 1,435 | -0.265099 | 0.067727 | 0.084281 |
econ.TH | 925 | -0.222432 | 0.365768 | 0.277408 |
eess.AS | 7,028 | -0.957488 | -0.076342 | -0.100898 |
eess.IV | 9,226 | -0.866139 | -0.122623 | -0.097441 |
eess.SP | 10,134 | -0.477742 | 0.009427 | 0.162054 |
eess.SY | 8,891 | -0.448398 | 0.163987 | 0.248747 |
gr-qc | 39,042 | 0.453527 | -0.168079 | -0.358046 |
hep-ex | 20,888 | 0.293375 | -0.568665 | -0.209104 |
hep-lat | 8,493 | 0.539332 | -0.220379 | 0.066387 |
hep-ph | 57,206 | 0.434055 | -0.422332 | -0.2237 |
hep-th | 53,289 | 0.549507 | 0.019491 | -0.237947 |
math-ph | 32,525 | 0.495172 | 0.357463 | 0.119349 |
math.AC | 5,332 | 0.428622 | 0.807103 | -0.462466 |
math.AG | 20,392 | 0.562304 | 0.775061 | -0.659423 |
math.AP | 27,919 | 0.325885 | 0.435658 | 0.188975 |
math.AT | 6,450 | 0.431667 | 0.716437 | -0.464104 |
math.CA | 9,876 | 0.359675 | 0.68163 | 0.062777 |
math.CO | 28,541 | 0.245458 | 0.745671 | -0.064594 |
math.CT | 3,644 | 0.21588 | 0.608668 | -0.432966 |
math.CV | 7,148 | 0.473284 | 0.801542 | -0.2644 |
math.DG | 16,979 | 0.459812 | 0.740979 | -0.434883 |
math.DS | 15,989 | 0.340603 | 0.608638 | 0.093203 |
math.FA | 13,352 | 0.248651 | 0.773202 | 0.027977 |
math.GM | 1,365 | 0.269888 | 0.567069 | -0.070142 |
math.GN | 2,185 | 0.235104 | 0.752673 | -0.221886 |
math.GR | 9,464 | 0.398954 | 0.823308 | -0.407099 |
math.GT | 9,119 | 0.524791 | 0.831866 | -0.462177 |
math.HO | 1,536 | 0.179406 | 0.459197 | -0.047875 |
math.IT | 22,326 | -0.220988 | 0.263869 | 0.258137 |
math.KT | 2,461 | 0.525691 | 0.729985 | -0.578822 |
math.LO | 5,573 | 0.168037 | 0.656616 | -0.150555 |
math.MG | 4,930 | 0.28315 | 0.803287 | -0.191407 |
math.MP | 32,525 | 0.495172 | 0.357463 | 0.119349 |
math.NA | 16,828 | -0.062748 | 0.23985 | 0.274839 |
math.NT | 17,982 | 0.48557 | 0.680924 | -0.319144 |
math.OA | 5,094 | 0.411877 | 0.796449 | -0.175174 |
math.OC | 21,037 | -0.301989 | 0.381316 | 0.314715 |
math.PR | 25,038 | 0.17722 | 0.410464 | 0.374913 |
math.QA | 5,757 | 0.561636 | 0.705871 | -0.371 |
math.RA | 7,322 | 0.410173 | 0.791224 | -0.42171 |
math.RT | 11,112 | 0.479654 | 0.758328 | -0.539609 |
math.SG | 3,425 | 0.558574 | 0.783601 | -0.436322 |
math.SP | 4,184 | 0.464859 | 0.585324 | 0.208212 |
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Paper Universe Interactive Graph
Small static-viewer payload for the Research Library paper universe.
This dataset is intentionally separate from PeytonT/paper_graph. It contains browser-friendly interactive assets needed by the static WebGL/WASM app. Parquet is the preferred payload format; JSON is retained as a compatibility fallback:
parquet/interactive/papers_50000.parquetparquet/interactive/papers_200000.parquetparquet/interactive/papers_all.parquetparquet/interactive/categories.parquetparquet/interactive/years.parquet- fallback JSON under
interactive/ interactive/manifest.json- generated HTML viewers
- PNG overview renders
- lightweight build/progress manifests
It does not include full parquet graph splits, paper embeddings, full-text embeddings, KNN edges, topic nodes, or papers_all.json.
Selected paper views should compute nearest-neighbor context from the loaded interactive level in the browser. The full paper KNN parquet remains in PeytonT/paper_graph and is intentionally excluded from this lightweight static payload.
Size
- parquet payload bytes: about
68.2 MiB - approximate total with JSON fallback and renders:
138 MiB - largest preferred payload:
parquet/interactive/papers_all.parquet
Intended Use
Static app URL pattern:
https://huggingface.co/datasets/PeytonT/paper_universe_interactive/resolve/main/interactive/manifest.json
The static research_library app prefers the Parquet paths in interactive/manifest.json through DuckDB-WASM, caches them client-side, and uses WASM to normalize coordinate buffers before WebGL rendering. If Parquet loading is unavailable, it falls back to the JSON files.
Relationship To Full Dataset
Use PeytonT/paper_graph for the full research graph and embeddings. Use this dataset for fast static browser visualization.
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Models trained or fine-tuned on PeytonT/paper_universe_interactive