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Question Answering
벤치마크
Question Answering on
TimeQuestions
21개 결과 ·
⬇ CSV
·
JSON
P@1
10.5
26.73
42.95
59.18
75.4
2019-04
2026-09
PullNet — 10.5 (2019-04-21)
CRONKGQA — 39.5 (2021-06-03)
UniQorn — 33.1 (2021-08-19)
EXAQT — 56.5 (2021-09-18)
TempoQR — 43.8 (2021-12-10)
InstructGPT — 22.4 (2022-03-04)
Convinse — 42.3 (2022-04-25)
SF-TQA — 53.9 (2022-10-10)
TwiRGCN — 60.5 (2022-10-12)
GRAFT-Net — 45.2 (2022-10-21)
TMA — 43.6 (2023-02-24)
Llama3 — 17.8 (2023-02-27)
EXPLAIGNN — 52.5 (2023-05-02)
GPT-4 — 30.6 (2023-09-22)
FAITH — 53.5 (2024-02-23)
Quasar — 75.4 (2024-12-10)
PullNet — 10.5 (2019-04-21)
CRONKGQA — 39.5 (2021-06-03)
EXAQT — 56.5 (2021-09-18)
TwiRGCN — 60.5 (2022-10-12)
Quasar — 75.4 (2024-12-10)
2019-04-21 — PullNet: P@1 10.5
2021-06-03 — CRONKGQA: P@1 39.5
2021-09-18 — EXAQT: P@1 56.5
2022-10-12 — TwiRGCN: P@1 60.5
2024-12-10 — Quasar: P@1 75.4
Rank
Model
P@1
Paper
Code
Year
1
TimeR4
78.1
2
Quasar
75.4
RAG-based Question Answering over Heterogeneous Data and Text
2024
3
TwiRGCN
60.5
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs
2022
4
EXAQT
56.5
Complex Temporal Question Answering on Knowledge Graphs
zhenjia2017/exaqt
2021
5
SF-TQA
53.9
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs
2022
6
M3TQA
53.6
7
FAITH
53.5
Faithful Temporal Question Answering over Heterogeneous Sources
2024
8
LGQA
52.9
9
EXPLAIGNN
52.5
Explainable Conversational Question Answering over Heterogeneous Sources via Iterative Graph Neural Networks
philippchr/explaignn
2023
10
CTRN
46.5
11
GRAFT-Net
45.2
GraphNeT: Graph neural networks for neutrino telescope event reconstruction
graphnet-team/graphnet
2022
12
TempoQR
43.8
TempoQR: Temporal Question Reasoning over Knowledge Graphs
cmavro/tempoqr
·
czy1999/MultiTQ
·
czy1999/SubGTR
2021
13
TMA
43.6
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering
2023
14
UniK-QA
42.4
15
Convinse
42.3
Conversational Question Answering on Heterogeneous Sources
2022
16
CRONKGQA
39.5
Question Answering Over Temporal Knowledge Graphs
apoorvumang/CronKGQA
·
cmavro/tempoqr
2021
17
UniQorn
33.1
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text
ajesujoba/UNIQORN
2021
18
GPT-4
30.6
OpenAi's GPT4 as coding assistant
lmous/openai-gpt4-coding-assistant
2023
19
InstructGPT
22.4
Training language models to follow instructions with human feedback
ggml-org/llama.cpp
·
ggerganov/llama.cpp
·
hiyouga/llama-efficient-tuning
·
+8
2022
20
Llama3
17.8
LLaMA: Open and Efficient Foundation Language Models
huggingface/transformers
·
ggml-org/llama.cpp
·
ggerganov/llama.cpp
·
+54
2023
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