zh:notes:math_softwares
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zh:notes:math_softwares [2026/07/12 15:55] pzczxs [Extract Themes] |
zh:notes:math_softwares [2026/08/24 10:15] (当前版本) pzczxs [Obtain Embedding from a Vector Model] |
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| The citing articles can be exported for Gaussian AT<sup>credit</sup> model by running <color red>ToGaussianATCreditConverter.java</color> in the pakcage <color red>cn.edu.bjut.converter</color>. | The citing articles can be exported for Gaussian AT<sup>credit</sup> model by running <color red>ToGaussianATCreditConverter.java</color> in the pakcage <color red>cn.edu.bjut.converter</color>. | ||
| + | |||
| + | ==== Obtain Embedding from a Vector Model ==== | ||
| + | The //text-embedding-v4// model is employed to produce a 64-demensional embedding vector for each word. | ||
| + | <code bash> | ||
| + | > python .\extract_embedding.py --model text-embedding-v4 --dimension 64 --batch-size 10 --output text-embedding-v4-64.txt --resume .\math_software.word.vocab | ||
| + | </code> | ||
| ==== Count One- and Two- Grams for PMI Calculation ==== | ==== Count One- and Two- Grams for PMI Calculation ==== | ||
| [[https://dumps.wikimedia.org/backup-index.html|Wikepedia dumps]] (version: 2026-03-01) should be downloaded in advance. | [[https://dumps.wikimedia.org/backup-index.html|Wikepedia dumps]] (version: 2026-03-01) should be downloaded in advance. | ||
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| Project: <color red>GaussianATModelWithCredit</color> | Project: <color red>GaussianATModelWithCredit</color> | ||
| + | ==== GloVe Embedding ==== | ||
| <code bash> | <code bash> | ||
| > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/10/math_software -K 10 | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/10/math_software -K 10 | ||
| 行 93: | 行 100: | ||
| > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/90/math_software -K 90 | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/90/math_software -K 90 | ||
| > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/100/math_software -K 100 | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.zip -n 50 -sc 7 -fb data/math_software/100/math_software -K 100 | ||
| + | </code> | ||
| + | |||
| + | ==== text-embedding-v4 ==== | ||
| + | <code bash> | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/10/math_software -K 10 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/20/math_software -K 20 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/30/math_software -K 30 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/40/math_software -K 40 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/50/math_software -K 50 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/60/math_software -K 60 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/70/math_software -K 70 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/80/math_software -K 80 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/90/math_software -K 90 | ||
| + | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 256 -e resources/qwen3.7-embeddings.zip -n 50 -sc 7 -fb data/math_software/100/math_software -K 100 | ||
| </code> | </code> | ||
| ===== Calculate Diversity Indicators ===== | ===== Calculate Diversity Indicators ===== | ||
| The following three diversity indicators are calculated: (1) Rao-Stirling ([[https://www.jstor.org/stable/25050293|Rao, 1982]]; [[https://doi.org/10.1098/rsif.2007.0213|Stirling, 2007]]), DIV ([[https://doi.org/10.1016/j.joi.2019.03.016|Leydesdorff et al., 2019]]), and Diversity ([[https://doi.org/10.1007/s11192-022-04336-3|Mutz, 2022]]). | The following three diversity indicators are calculated: (1) Rao-Stirling ([[https://www.jstor.org/stable/25050293|Rao, 1982]]; [[https://doi.org/10.1098/rsif.2007.0213|Stirling, 2007]]), DIV ([[https://doi.org/10.1016/j.joi.2019.03.016|Leydesdorff et al., 2019]]), and Diversity ([[https://doi.org/10.1007/s11192-022-04336-3|Mutz, 2022]]). | ||
zh/notes/math_softwares.1783842919.txt.gz · 最后更改: 2026/07/12 15:55 由 pzczxs