paper-with-me

Question Answering 벤치마크

Question Answering on MultiTQ

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Hits@1

8.3 26.15 44 61.85 79.7 2018-10 2026-09 BERT — 8.3 (2018-10-11) ALBERT — 10.8 (2019-09-26) DistillBERT — 8.3 (2019-10-02) EmbedKGQA — 20.6 (2020-07-01) MultiQA — 29.3 (2020-11-04) CronKGQA — 27.9 (2021-06-03) TimeR4 — 72.8 (2022-06-19) LLaMA2 — 18.5 (2023-07-18) ARI — 38.0 (2023-11-15) Prog-TQA — 79.7 (2024-04-02) BERT — 8.3 (2018-10-11) ALBERT — 10.8 (2019-09-26) EmbedKGQA — 20.6 (2020-07-01) MultiQA — 29.3 (2020-11-04) TimeR4 — 72.8 (2022-06-19) Prog-TQA — 79.7 (2024-04-02)
RankModel Hits@1Hits@10 PaperCodeYear
1 Prog-TQA 79.791 Self-Improvement Programming for Temporal Knowledge Graph Question Answering 2024
2 TimeR4 72.8 0/1 Deep Neural Networks via Block Coordinate Descent 2022
3 ARI 38 Temporal Knowledge Question Answering via Abstract Reasoning Induction czy1999/ari-qa 2023
4 MultiQA 29.344.1 Muti-view Mouse Social Behaviour Recognition with Deep Graphical Model ZhehengJiang/MV-LADDM 2020
5 CronKGQA 27.963.5 Question Answering Over Temporal Knowledge Graphs apoorvumang/CronKGQA · cmavro/tempoqr 2021
6 EmbedKGQA 20.660.8 Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings malllabiisc/EmbedKGQA · jishnujayakumar/MLRC2020-EmbedKGQA 2020
7 LLaMA2 18.5 Llama 2: Open Foundation and Fine-Tuned Chat Models facebookresearch/llama · llamafamily/llama-chinese · flagalpha/llama2-chinese · +16 2023
8 ALBERT 10.845.9 ALBERT: A Lite BERT for Self-supervised Learning of Language Representations huggingface/transformers · tensorflow/models · PaddlePaddle/PaddleNLP · +45 2019
9 ChatGPT 10.2
10 DistillBERT 8.348.4 DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter huggingface/transformers · PaddlePaddle/PaddleNLP · huggingface/swift-coreml-transformers · +34 2019
10 BERT 8.348.2 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding huggingface/transformers · tensorflow/models · labmlai/annotated_deep_learning_paper_implementations · +531 2018
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