Question Answering On Timequestions

P@1

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

		Paper Title	Repository
TimeR4	78.1	-	-
Quasar	75.4	RAG-based Question Answering over Heterogeneous Data and Text	-
TwiRGCN	60.5	TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs	-
EXAQT	56.5	Complex Temporal Question Answering on Knowledge Graphs
SF-TQA	53.9	Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs	-
M3TQA	53.6	-	-
FAITH	53.5	Faithful Temporal Question Answering over Heterogeneous Sources	-
LGQA	52.9	-	-
EXPLAIGNN	52.5	Explainable Conversational Question Answering over Heterogeneous Sources via Iterative Graph Neural Networks
CTRN	46.5	-	-
GRAFT-Net	45.2	GraphNeT: Graph neural networks for neutrino telescope event reconstruction
TempoQR	43.8	TempoQR: Temporal Question Reasoning over Knowledge Graphs
TMA	43.6	Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering	-
UniK-QA	42.4	-	-
Convinse	42.3	Conversational Question Answering on Heterogeneous Sources	-
CRONKGQA	39.5	Question Answering Over Temporal Knowledge Graphs
UniQorn	33.1	UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text
GPT-4	30.6	OpenAi's GPT4 as coding assistant
InstructGPT	22.4	Training language models to follow instructions with human feedback
Llama3	17.8	LLaMA: Open and Efficient Foundation Language Models

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