zh:notes:math_softwares
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zh:notes:math_softwares [2026/08/23 20:16] 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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| ==== Obtain Embedding from a Vector Model ==== | ==== Obtain Embedding from a Vector Model ==== | ||
| - | The qwen3.7-text-embedding model is employed to produce a 256-demensional embedding vector for each word. | + | The //text-embedding-v4// model is employed to produce a 64-demensional embedding vector for each word. |
| <code bash> | <code bash> | ||
| - | > python .\extract_embedding.py --model qwen3.7-text-embedding --dimension 25 --output qwen3.7-embeddings.txt --resume .\math_software.word.vocab | + | > 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> | </code> | ||
| ==== Count One- and Two- Grams for PMI Calculation ==== | ==== Count One- and Two- Grams for PMI Calculation ==== | ||
| 行 102: | 行 102: | ||
| </code> | </code> | ||
| - | ==== Vector Model ==== | + | ==== text-embedding-v4 ==== |
| <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 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 50 -e resources/glove.2024.wikigiga.50d.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/20/math_software -K 20 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/30/math_software -K 30 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/40/math_software -K 40 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/50/math_software -K 50 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/60/math_software -K 60 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/70/math_software -K 70 |
| - | > java -Xmx20g -jar GaussianATCreditModel.jar -sf -D 50 -e resources/glove.2024.wikigiga.50d.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/80/math_software -K 80 |
| - | > 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 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 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 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.1787487363.txt.gz · 最后更改: 2026/08/23 20:16 由 pzczxs