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

Hanna Abi Akl

Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On Wikidata using LM probing: 5 upvotes on Hugging Face Daily Papers, #9 of 12 papers on 2024-08-28. Day-by-day upvote history.

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%.

Paper page on Hugging Face · arXiv

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