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Question Answering on QALD en 10

66.67AccuracyODA
41.949248.367154.78561.2029Apr 11, 2024

Evaluation results

MethodLinks
ODAKnowledge Usage=With Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-42024.0466.67
Direct answering (GPT4)Knowledge Usage=Without Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-42024.0457.1
TOG-RKnowledge Usage=With Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-42024.0454.7
TOGKnowledge Usage=With Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-42024.0453.8
SPARQL-QAKnowledge Usage=With Knowledge, Evaluation Protocol=Fine-tuned2024.0445.4
Self-Consistency (GPT3.5)Knowledge Usage=Without Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-3.52024.0445.3
Direct answering (GPT3.5)Knowledge Usage=Without Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-3.52024.0444.74
COT (GPT3.5)Knowledge Usage=Without Knowledge, Evaluation Protocol=Zero-Shot, Backbone LLM=GPT-3.52024.0442.9