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Knowledge Graphs in the Age of Large Language Models
Published on Nov 29, 2023129 Views
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Chapter list
Knowledge Graphs in the Age of Language Models:00:00
Outline - 100:32
Knowledge Base / Graph (KB / KG)00:55
Knowledge Graph in Action - 102:51
Knowledge Graph in Action - 203:46
Search Engine in Action03:55
Large Language Models (LLM)05:39
Language Model in Action - 107:41
Language Model in Action - 208:23
Three Pillars of “Machine Knowledge”10:15
Research Questions13:37
Outline - 214:51
Gaps in KGs: Long Tail & Long Lists14:59
LLM for Long Tail and Long Lists: - 117:41
LLM for Long Tail and Long Lists: - 219:51
LLM for Long Tail and Long Lists: - 321:04
LLM as Monolith - 124:19
LLM as Monolith - 226:05
LLM as Monolith - 327:21
Breaking the Monolith28:11
Knowledge on Long Tail & Long Lists30:53
Recent Trend: Retrieval-Augmented LM31:16
Long Tail & Long Lists: Bottom Line31:58
Outline - 333:17
KG Gap: Counting Entities34:54
KG Gap: Entities with Quantities37:35
Quantity Queries with SE - 139:41
Quantity Queries with SE - 240:23
Quantity Queries with LM40:51
KG Gap: of Entities41:51
Prototype System QuTE - 143:31
Prototype System QuTE - 245:49
Entity-Quantity Extraction from Tables with Text Evidence46:36
Counts and Quantities: Bottom Line51:17
Outline - 454:00
Take - Home Message54:06