Just going over the code right now…super exciting !
Connecting the dots through LLMs
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Surprised I’m only reading this now and it was released in February!
Any feeling on this yet?
I ran the demo, used about $6 in API credits generating the knowledge graph on “A Christmas Carol” by Charles Dickens (with GPT-4-Turbo, which was default in the settings).
Needing to dive in more, looks promising, thoughts, experiences? It’s been out a while. 
Interesting watching it do its thing in the logs. 
column_numeric = cast(pd.Series, pd.to_numeric(column, errors="ignore"))
🚀 create_final_relationships
source target weight description ... human_readable_id source_degree target_degree rank
0 PROJECT GUTENBERG A CHRISTMAS CAROL 1.0 Project Gutenberg offers A Christmas Carol as ... ... 0 8 4 12
1 PROJECT GUTENBERG SUZANNE SHELL 1.0 Suzanne Shell contributed to the Project Guten... ... 1 8 1 9
2 PROJECT GUTENBERG JANET BLENKINSHIP 1.0 Janet Blenkinship contributed to the Project G... ... 2 8 1 9
3 PROJECT GUTENBERG ONLINE DISTRIBUTED PROOFREADING TEAM 1.0 The Online Distributed Proofreading Team worke... ... 3 8 1 9
4 PROJECT GUTENBERG SCROOGE 1.0 Scrooge's story, as part of the Project Gutenb... ... 4 8 66 74
.. ... ... ... ... ... ... ... ... ...
180 PROJECT GUTENBERG™ FOUNDATION 1.0 The Foundation was created to provide a secure... ... 180 5 5 10
181 PROJECT GUTENBERG™ MICHAEL S. HART 1.0 Michael S. Hart was the originator and a key c... ... 181 5 1 6
182 FOUNDATION INTERNAL REVENUE SERVICE 1.0 The Foundation was granted tax exempt status b... ... 182 5 1 6
183 FOUNDATION SALT LAKE CITY, UT 1.0 The business office of the Foundation is locat... ... 183 5 1 6
184 FOUNDATION MISSISSIPPI 1.0 The Foundation is organized under the laws of ... ... 184 5 1 6
[185 rows x 10 columns]
🚀 join_text_units_to_relationship_ids
id relationship_ids
0 d6583840046247f428a9f02738842a7c [30c9641543c24773938bd8ec57ea98ab, 18b839da898...
1 2b5ecb7fba1301d1f3d307e194a6c435 [86505bca739d4bccaaa1a8e0f3baffdc, 6e8d9029ce4...
2 aa8d2310a206001404282ddb3fd645aa [1af9faf341e14a5bbf4ddc9080e8dc0b, 353d91abc68...
3 cd4234ed6caba8f15d09a2e3ee604b2a [f2ff8044718648e18acef16dd9a65436, ac41b77ba33...
4 1bdf253855a115bcf51faa63d7b07e82 [87915637da3e474c9349bd0ae604bd95, 7282c73622b...
5 29793cee69d4eefd5fea8a5f2f27b521 [7282c73622b8408e97289d959faff483, ce55841ebfd...
6 b4dec8fbe9f2a2c6a79d09c9484d15ae [7282c73622b8408e97289d959faff483, 3deb220d31f...
7 f40e4b274b5e1a25afbff9ecb733e1f4 [7282c73622b8408e97289d959faff483, 6e8d9029ce4...
8 04e5c071e4ee5496d5380662e1339f45 [6e8d9029ce4e4ea182367173ab2c7bbf, 101572f552b...
9 6c362d3f8d01c76d84443dcabf3f322a [6e8d9029ce4e4ea182367173ab2c7bbf, 6fb57f83bae...
10 7064df4af064aeb556e5bab52e896414 [6e8d9029ce4e4ea182367173ab2c7bbf, cbf232211e7...
11 5d70b47bf7167b7586f47fcc4355a746 [0e8d921ccd8d4a8594b65b7fd19f7120, 59c726a8792...
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