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README.md
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@@ -35,6 +35,14 @@ for phrases and strings. <br>
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|PEARL-small|34M| 62.5| 97.0|70.2|57.9|68.1| 48.1|44.5|42.4|59.3|75.2|
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|PEARL-base|110M|64.8|97.3|72.2|59.7|72.6|50.7|45.8|39.3|69.4|77.1|
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## Usage
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Below is an example of entity retrieval, and we reuse the code from E5.
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|PEARL-small|34M| 62.5| 97.0|70.2|57.9|68.1| 48.1|44.5|42.4|59.3|75.2|
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|PEARL-base|110M|64.8|97.3|72.2|59.7|72.6|50.7|45.8|39.3|69.4|77.1|
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Cost comparison of FastText and PEARL. The estimated memory is calculated by the number of parameters (float16). The unit of inference speed is `*ms/512 samples`.
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The FastText model here is `crawl-300d-2M-subword.bin`.
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| Model |Avg Score| Estimated Memory |Speed GPU | Speed CPU |
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|FastText|40.3|1200MB|-|57ms|
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|PEARL-small|62.5|68MB|42ms|446ms|
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|PEARL-base|64.8|220MB|89ms|1394ms|
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## Usage
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Below is an example of entity retrieval, and we reuse the code from E5.
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