Accelerated Training for Massive Classification via Dynamic Class Selection (AAAI 2018, Oral)
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May 28, 2020 - Python
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large-scale-classification
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A Python text classifier for large-scale multi-class classification using Amazon Bedrock. Supports classification of 1000+ classes with LLM reranking and attribute validation.
python machine-learning text-classification semantic-search extreme-classification large-scale-classification llm amazon-bedrock attribute-validation
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Feb 14, 2026 - Python
Zero/few-shot learning for classification with very large label sets and long-tailed distribution of labels in data points
natural-language-processing text-classification zero-shot-learning few-shot-learning large-scale-classification bayer-not-classified bayer-reg-none beat-not-applicable
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May 2, 2025 - Python
Large-Scale text analysis using generative language models: A case study in discovering public value expressions in AI patents. Code and data.
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Feb 7, 2024 - Python
Classify, cluster, and extract data using structured LLM outputs with validated models, consensus voting, and multithreading for efficient batch processing.
machine-learning chemistry text-classification embeddings data-journalism e5 fine-grained-classification extreme-classification chebi obofoundry roberta large-scale-classification monarch-initative deberta chatgpt chatgpt4 qwen llama2-7b attribute-validation
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Sep 6, 2026 - Python
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