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matentzn committed Sep 20, 2023
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3 changes: 3 additions & 0 deletions content/05.discussion.md
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## Discussion

In all the presented challenges, GPT4 beats all other systems, including the SOTA ontology matching system LogMap.
One potential advantage LLMs already exhibit compared to SOTA matching tools is that its background

### Study limitations

The anatomy task is particularly challenging for traditional methods as the curated mappings
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2 changes: 1 addition & 1 deletion content/06.conclusions.md
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## Conclusions

We are in the very early stages of exploring the use of LLM's for semantic mapping problems, but given the performance that even current LLM's already exhibit on complex matching problems, it is likely that this field is going to move fast. One very strong advantage LLMs already exhibit compared to SOTA matching tools is a much more straight forward
We are in the early stages of exploring the use of LLM's for semantic mapping problems, but given the performance that even current LLM's already exhibit on complex matching problems, it is likely that this field is going to move fast.
21 changes: 21 additions & 0 deletions content/metadata.yaml
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Expand Up @@ -26,6 +26,26 @@ authors:
email: [email protected]
affiliations:
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720
- github: caufieldjh
name: J. Harry Caufield
initials: jhc
orcid: https://orcid.org/0000-0001-5705-7831
email: [email protected]
affiliations:
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720
corresponding: false
funders:
- Grant Director, Office of Science, Office of Basic Energy Sciences of the U.S. Department of Energy Contract No. DE-AC02-05CH11231
- github: justaddcoffee
name: Justin Reese
initials: jr
orcid: https://orcid.org/0000-0002-2170-2250
email: [email protected]
affiliations:
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720
corresponding: true
funders:
- Grant Director, Office of Science, Office of Basic Energy Sciences of the U.S. Department of Energy Contract No. DE-AC02-05CH11231
- github: yy20716
name: Hyeongsik Kim
initials: HK
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affiliations:
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720
corresponding: true

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