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

Models
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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!