Best model to fine-tune for argument (consideration) extraction task?

Hi there,

I’m looking to extract all relevant considerations in the form of survey items statements (e.g. “Some communities will be more affected than others by climate change, but this is not a priority issue.”) from a large body of climate-change related text.

Which model would you recommend fine-tuning and how should I start?

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Hi,

You might be interested in numind/NuExtract-1.5 · Hugging Face. The NuExtract series are LLMs especially fine-tuned for extraction use cases.

More details can be found at NuExtract 1.5 - Multilingual, Infinite context, still small, and better than GPT-4o! - NuMind.

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Thanks a lot, nielsr, I’ll take a look asap!