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.
Published at
2024-07-31 16:43:16Event JSON
{
"id": "ed3bd23dc8389b2e3679e92d8b9828d394e3edd852f2ad30d9c90a36cb99046b",
"pubkey": "66a761f7131ff63f3ac86c32f6ba20c2c016b184c29441d5c4e69706770f983d",
"created_at": 1722444196,
"kind": 1,
"tags": [
[
"proxy",
"https://social.coop/users/edsu/statuses/112882102833341721",
"activitypub"
]
],
"content": "🔖 [2407.11417] SPINACH: SPARQL-Based Information Navigation for Challenging Real-World Questions https://arxiv.org/abs/2407.11417 \n\nRecent 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.",
"sig": "6962c3c47c838e77a841c48271a0500509a59c3f7ec2441174eb9785c63bcb6da7e939c000c152344bc3e9c519d87c090634fa67727df5770f960eeac7b93af6"
}