Ed Summers on Nostr: 🔖 [2407.11417] SPINACH: SPARQL-Based Information Navigation for Challenging ...
🔖 [2407.11417] SPINACH: SPARQL-Based Information Navigation for Challenging Real-World Questions https://arxiv.org/abs/2407.11417
Recent work integrating Large Language Models (LLMs) has led to significant improvements in the Knowledge Base Question Answering (KBQA) task. However, we posit that existing KBQA datasets that either have simple questions, use synthetically generated logical forms, or are based on small knowledge base (KB) schemas, do not capture the true complexity of KBQA tasks.
Recent work integrating Large Language Models (LLMs) has led to significant improvements in the Knowledge Base Question Answering (KBQA) task. However, we posit that existing KBQA datasets that either have simple questions, use synthetically generated logical forms, or are based on small knowledge base (KB) schemas, do not capture the true complexity of KBQA tasks.