Repetition Improves Language Model Embeddings
Paper
• 2402.15449 • Published
• 2
Repetition Improves Language Model Embeddings
Please refer to our paper: https://arxiv.org/abs/2402.15449
And our GitHub: https://github.com/jakespringer/echo-embeddings
We provide a description of the model as well as example usage in the above links.
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Evaluation results
- accuracy on MTEB AmazonCounterfactualClassification (en)test set self-reported82.970
- ap on MTEB AmazonCounterfactualClassification (en)test set self-reported49.629
- f1 on MTEB AmazonCounterfactualClassification (en)test set self-reported77.590
- accuracy on MTEB AmazonPolarityClassificationtest set self-reported90.975
- ap on MTEB AmazonPolarityClassificationtest set self-reported87.573
- f1 on MTEB AmazonPolarityClassificationtest set self-reported90.967
- accuracy on MTEB AmazonReviewsClassification (en)test set self-reported48.708
- f1 on MTEB AmazonReviewsClassification (en)test set self-reported47.736
- map_at_1 on MTEB ArguAnatest set self-reported32.006
- map_at_10 on MTEB ArguAnatest set self-reported49.268
- map_at_100 on MTEB ArguAnatest set self-reported49.904
- map_at_1000 on MTEB ArguAnatest set self-reported49.909
- map_at_3 on MTEB ArguAnatest set self-reported44.334
- map_at_5 on MTEB ArguAnatest set self-reported47.374
- mrr_at_1 on MTEB ArguAnatest set self-reported32.788
- mrr_at_10 on MTEB ArguAnatest set self-reported49.707
- mrr_at_100 on MTEB ArguAnatest set self-reported50.347
- mrr_at_1000 on MTEB ArguAnatest set self-reported50.352
- mrr_at_3 on MTEB ArguAnatest set self-reported44.950
- mrr_at_5 on MTEB ArguAnatest set self-reported47.767