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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)
RankModel P@1 PaperCodeYear
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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