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content/05.discussion.md

@@ -1,5 +1,8 @@
 ## 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

content/06.conclusions.md

@@ -1,3 +1,3 @@
 ## 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.

content/metadata.yaml

@@ -26,6 +26,26 @@ authors:
     email: hhegde@lbl.gov
     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: jhc@lbl.gov
+    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: justaddcoffee@gmail.com
+    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
@@ -41,3 +61,4 @@ authors:
     affiliations:
       - Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720
     corresponding: true
+