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π’ If you wish to empower LLM with IR and named entity recognition module, then I got relevant findings.
Just tested Flair below is how you can start for adapting for processing your CSV / JSONL data via bulk-ner
π©βπ» code: https://github.com/nicolay-r/nlp-thirdgate/blob/master/tutorials/ner_flair_0151.sh
π€ models: https://huggingface.co./flair
Provider: https://raw.githubusercontent.com/nicolay-r/nlp-thirdgate/refs/heads/master/ner/flair_0151.py
Framework: https://github.com/nicolay-r/bulk-ner
π Performance: the default ner model (Thinkpad X1 Nano)
Batch-size 1 6it/sec
Batch-size 10+ 12it/sec
π other wrappers for bulk-ner nlp-thirdgate: https://github.com/nicolay-r/nlp-thirdgate
Just tested Flair below is how you can start for adapting for processing your CSV / JSONL data via bulk-ner
π©βπ» code: https://github.com/nicolay-r/nlp-thirdgate/blob/master/tutorials/ner_flair_0151.sh
π€ models: https://huggingface.co./flair
Provider: https://raw.githubusercontent.com/nicolay-r/nlp-thirdgate/refs/heads/master/ner/flair_0151.py
Framework: https://github.com/nicolay-r/bulk-ner
π Performance: the default ner model (Thinkpad X1 Nano)
Batch-size 1 6it/sec
Batch-size 10+ 12it/sec
π other wrappers for bulk-ner nlp-thirdgate: https://github.com/nicolay-r/nlp-thirdgate