Question Answering on TimeQuestions

Metric: P@1 (higher is better)

LeaderboardDataset

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#	Model↕	P@1▼	Extra Data	Paper	Date↕	Code
1	TimeR4	78.1	No	-	-	-
2	Quasar	75.4	No	RAG-based Question Answering over Heterogeneous ...	2024-12-10	-
3	TwiRGCN	60.5	No	TwiRGCN: Temporally Weighted Graph Convolution f...	2022-10-12	-
4	EXAQT	56.5	No	Complex Temporal Question Answering on Knowledge...	2021-09-18	Code
5	SF-TQA	53.9	No	Semantic Framework based Query Generation for Te...	2022-10-10	-
6	M3TQA	53.6	No	-	-	-
7	FAITH	53.5	No	Faithful Temporal Question Answering over Hetero...	2024-02-23	-
8	LGQA	52.9	No	-	-	-
9	EXPLAIGNN	52.5	No	Explainable Conversational Question Answering ov...	2023-05-02	Code
10	CTRN	46.5	No	-	-	-
11	GRAFT-Net	45.2	No	GraphNeT: Graph neural networks for neutrino tel...	2022-10-21	Code
12	TempoQR	43.8	No	TempoQR: Temporal Question Reasoning over Knowle...	2021-12-10	Code
13	TMA	43.6	No	Time-aware Multiway Adaptive Fusion Network for ...	2023-02-24	-
14	UniK-QA	42.4	No	-	-	-
15	Convinse	42.3	No	Conversational Question Answering on Heterogeneo...	2022-04-25	-
16	CRONKGQA	39.5	No	Question Answering Over Temporal Knowledge Graphs	2021-06-03	Code
17	UniQorn	33.1	No	UNIQORN: Unified Question Answering over RDF Kno...	2021-08-19	Code
18	GPT-4	30.6	No	OpenAi's GPT4 as coding assistant	2023-09-22	Code
19	InstructGPT	22.4	No	Training language models to follow instructions ...	2022-03-04	Code
20	Llama3	17.8	No	LLaMA: Open and Efficient Foundation Language Mo...	2023-02-27	Code
21	PullNet	10.5	No	PullNet: Open Domain Question Answering with Ite...	2019-04-21	-

#1TimeR4
78.1
P@1
No paper
#2QuasarSOTA
75.4
P@1· 2024-12-10
RAG-based Question Answering over Heterogeneous Data and Text
#3TwiRGCNSOTA
60.5
P@1· 2022-10-12
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs
#4EXAQTSOTA
56.5
P@1· 2021-09-18
Complex Temporal Question Answering on Knowledge Graphs Code
#5SF-TQA
53.9
P@1· 2022-10-10
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs
#6M3TQA
53.6
P@1
No paper
#7FAITH
53.5
P@1· 2024-02-23
Faithful Temporal Question Answering over Heterogeneous Sources
#8LGQA
52.9
P@1
No paper
#9EXPLAIGNN
52.5
P@1· 2023-05-02
Explainable Conversational Question Answering over Heterogeneous Sources via Iterative Graph Neural Networks Code
#10CTRN
46.5
P@1
No paper
#11GRAFT-Net
45.2
P@1· 2022-10-21
GraphNeT: Graph neural networks for neutrino telescope event reconstruction Code
#12TempoQR
43.8
P@1· 2021-12-10
TempoQR: Temporal Question Reasoning over Knowledge Graphs Code
#13TMA
43.6
P@1· 2023-02-24
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering
#14UniK-QA
42.4
P@1
No paper
#15Convinse
42.3
P@1· 2022-04-25
Conversational Question Answering on Heterogeneous Sources
#16CRONKGQASOTA
39.5
P@1· 2021-06-03
Question Answering Over Temporal Knowledge Graphs Code
#17UniQorn
33.1
P@1· 2021-08-19
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text Code
#18GPT-4
30.6
P@1· 2023-09-22
OpenAi's GPT4 as coding assistant Code
#19InstructGPT
22.4
P@1· 2022-03-04
Training language models to follow instructions with human feedback Code
#20Llama3
17.8
P@1· 2023-02-27
LLaMA: Open and Efficient Foundation Language Models Code
#21PullNetSOTA
10.5
P@1· 2019-04-21
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text