Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On Wikidata using LM probing - Archive ouverte HAL
Communication Dans Un Congrès Année : 2024

Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On Wikidata using LM probing

Résumé

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%.
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hal-04706047 , version 1 (24-09-2024)

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Hanna Abi Akl. Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On Wikidata using LM probing. NATL 2024 - 10th International Conference on Natural Language Computing, Nov 2024, Melbourne, Australia. ⟨hal-04706047⟩
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