Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On
  Wikidata using LM probing
Authors: name: Hanna Abi Akl
Published: 2024-08-27 08:01:13

Abstract: We introduce SHADOW, a fine-tuned language model trained on an intermediate
task using associative deductive reasoning, and measure its performance on a
knowledge base construction task using Wikidata triple completion. We evaluate
SHADOW on the LM-KBC 2024 challenge and show that it outperforms the baseline
solution by 20% with a F1 score of 68.72%.