#multilingual-retrieval

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#synthetic-data
Hackernoon
4 months ago
Data science

Improving Text Embeddings with Large Language Models: Instructions for Training and Evaluation | HackerNoon

Synthetic data generation can enhance training models for multilingual retrieval tasks significantly.
Contrastive pre-training may not always be necessary based on task context. [ more ]
Hackernoon
4 months ago
Miscellaneous

Improving Text Embeddings with Large Language Models: Conclusion and References | HackerNoon

Exploiting LLMs like GPT-4 enhances text embeddings through synthetic data generation, simplifying training compared to traditional approaches. [ more ]
Hackernoon
4 months ago
Data science

Improving Text Embeddings with Large Language Models: Statistics of the Synthetic Data | HackerNoon

The research highlights the capacity of Azure OpenAI Service to generate vast amounts of synthetic multilingual data.
Despite minor deviations in output quality from GPT-35-Turbo, the generated synthetic data proved beneficial for model training. [ more ]
Hackernoon
4 months ago
Data science

Improving Text Embeddings with Large Language Models: Instructions for Training and Evaluation | HackerNoon

Synthetic data generation can enhance training models for multilingual retrieval tasks significantly.
Contrastive pre-training may not always be necessary based on task context. [ more ]
Hackernoon
4 months ago
Miscellaneous

Improving Text Embeddings with Large Language Models: Conclusion and References | HackerNoon

Exploiting LLMs like GPT-4 enhances text embeddings through synthetic data generation, simplifying training compared to traditional approaches. [ more ]
Hackernoon
4 months ago
Data science

Improving Text Embeddings with Large Language Models: Statistics of the Synthetic Data | HackerNoon

The research highlights the capacity of Azure OpenAI Service to generate vast amounts of synthetic multilingual data.
Despite minor deviations in output quality from GPT-35-Turbo, the generated synthetic data proved beneficial for model training. [ more ]
moresynthetic-data
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