Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 2 additions & 0 deletions dbpedia/LC-QuAD v2.md
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,8 @@ datasetUrl: https://figshare.com/projects/LCQuAD_2_0/62270

| Model / System | Year | Precision | Recall | F1 | Hits@1 | Language | Reported by | Gold Entity |
| :-----------------------: | :--: | :-------: | :----: | :---: | :----: | :------: | :----------------------------------------------------------------------------------: | :---------: |
| TSET-Small | 2024 | - | - | 94.0 | - | EN | [Qi et al](https://www.mdpi.com/2076-3417/14/4/1521) | ✅ |
| TSET-Base | 2024 | - | - | 95.0 | - | EN | [Qi et al.](https://www.mdpi.com/2076-3417/14/4/1521) | ✅ |
| T5-Small | 2022 | - | - | 92 | - | EN | [Banerjee et al.](https://arxiv.org/pdf/2204.12793.pdf) | ✅ |
| T5-Base | 2022 | - | - | 91 | - | EN | [Banerjee et al.](https://arxiv.org/pdf/2204.12793.pdf) | ✅ |
| PGN-BERT-BERT | 2022 | - | - | 86 | - | EN | [Banerjee et al.](https://arxiv.org/pdf/2204.12793.pdf) | ✅ |
Expand Down
1 change: 1 addition & 0 deletions freebase/PathQuestion - 2 Hops.md
Original file line number Diff line number Diff line change
Expand Up @@ -26,3 +26,4 @@
| HR-BiLSTM | 2022 | - | - | 76.8(Hits@1) | EN | [AlAgha, 2022](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9834917) |
| MINERVA | 2022 | - | - | 75.9(Hits@1) | EN | [Wang et al.](https://arxiv.org/pdf/2206.01818.pdf) |
| Subgraph Embed | 2023 | - | - | 74.4 | EN | [Xu et al.](https://link.springer.com/chapter/10.1007/978-3-031-30672-3_40) |
| DSAMR | 2024 | - | - | 98.4 | EN | [Sun et al.](https://www.sciencedirect.com/science/article/pii/S0957417423035947)|
3 changes: 2 additions & 1 deletion freebase/PathQuestion - 3 Hops.md
Original file line number Diff line number Diff line change
Expand Up @@ -26,4 +26,5 @@
| IRN | 2022 | - | - | 74.3(Hits@1) | EN | [AlAgha, 2022](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9834917) |
| HR-BiLSTM | 2022 | - | - | 74.1(Hits@1) | EN | [AlAgha, 2022](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9834917) |
| MINERVA | 2022 | - | - | 71.2(Hits@1) | EN | [Wang et al.](https://arxiv.org/pdf/2206.01818.pdf) |
| Subgraph Embed | 2023 | - | - | 50.6 | EN | [Xu et al.](https://link.springer.com/chapter/10.1007/978-3-031-30672-3_40) |
| Subgraph Embed | 2023 | - | - | 50.6 | EN | [Xu et al.](https://link.springer.com/chapter/10.1007/978-3-031-30672-3_40) |
| DSAMR | 2024 | - | - | 91.1 | EN | [Sun et al.](https://www.sciencedirect.com/science/article/pii/S0957417423035947) |
3 changes: 2 additions & 1 deletion freebase/PathQuestion-Large - 2 Hops.md
Original file line number Diff line number Diff line change
Expand Up @@ -28,4 +28,5 @@
| UHop | 2022 | - | - | - | 97.5 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| HR-BiLSTM | 2022 | - | - | - | 97.5 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| ABWIM | 2022 | - | - | - | 94.3 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| KV-MemNN | 2022 | - | - | - | 72.2 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| KV-MemNN | 2022 | - | - | - | 72.2 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| DSAMR | 2024 | - | - | 95.6 | EN | [Sun et al.](https://www.sciencedirect.com/science/article/pii/S0957417423035947) |
3 changes: 2 additions & 1 deletion freebase/PathQuestion-Large - 3 Hops.md
Original file line number Diff line number Diff line change
Expand Up @@ -27,4 +27,5 @@
| MRP-QA-marginal_prob | 2022 | - | - | - | 97.8 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| UHop | 2022 | - | - | - | 89.3 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| ABWIM | 2022 | - | - | - | 89.3 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| HR-BiLSTM | 2022 | - | - | - | 87.9 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| HR-BiLSTM | 2022 | - | - | - | 87.9 | EN | [Wang et al.](https://aclanthology.org/2022.naacl-main.294.pdf) |
| DSAMR | 2024 | - | - | 81.7 | EN | [Sun et al.](https://www.sciencedirect.com/science/article/pii/S0957417423035947) |
5 changes: 3 additions & 2 deletions freebase/TempQuestions.md
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,8 @@
datasetUrl: http://qa.mpi-inf.mpg.de/TempQuestions.zip
---

| Model / System | Year | Precision | Recall | F-Score | Reported by | Metric | Precision@1 | Hits@5 | MRR |
|----------------|------|-----------|--------|---------|-------------------------------------------------------------------|-----------------|-------------|--------|------|
| Model / System | Year | Precision | Recall | F-Score | Reported by | Metric | Precision@1 | Hits@5 | MRR | Hits@1 |
|----------------|------|-----------|--------|---------|-------------------------------------------------------------------|-----------------|-------------|--------|------|------|
| AQQU | 2018 | 27.6 | 60.7 | 31.1 | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Explicit | | | |
| QUINT | 2018 | 29.3 | 60.9 | 32.6 | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Explicit | | | |
| AQQU | 2018 | 12.9 | 34.9 | 14.5 | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Implicit | | | |
Expand All @@ -13,3 +13,4 @@
| QUINT | 2018 | | | | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Ordinal | 21.3 | 26.1 | 54.9 |
| AQQU | 2018 | 26.1 | 33.5 | 27.4 | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Temporal Answer | | | |
| QUINT | 2018 | 25.2 | 38.2 | 27.3 | [Jia et. al.](https://dl.acm.org/doi/abs/10.1145/3184558.3191536) | Temporal Answer | | | |
| JMFRN | 2024 | | | | [Huang et. al.](https://arxiv.org/pdf/2401.02212) | | | | | 64.6 |
3 changes: 2 additions & 1 deletion freebase/WebQuestionsSP.md
Original file line number Diff line number Diff line change
Expand Up @@ -98,4 +98,5 @@
| FILM | 2022 | 54.7 | - | - | EN | [Yu et al.](https://arxiv.org/pdf/2210.00063.pdf) |
| ReifKB | 2020 | - | 52.7 | - | EN | [Cohen et al.](https://arxiv.org/pdf/2002.06115.pdf) |
| KV-Mem | 2022 | 38.6 | 46.7 | - | EN | [Du et al.](https://arxiv.org/pdf/2209.03005.pdf) |
| KGQA-RR(GPT2) | 2023 | - | - | 18.11 | EN | [Hu et al.](https://arxiv.org/pdf/2303.10368.pdf) |
| KGQA-RR(GPT2) | 2023 | - | - | 18.11 | EN | [Hu et al.](https://arxiv.org/pdf/2303.10368.pdf) |
| GENConv | 2024 | - | 74.64 | - | EN | [Thambi et al.](https://link.springer.com/article/10.1007/s10844-023-00839-4) |
3 changes: 2 additions & 1 deletion other/MetaQA - 1 Hop.md
Original file line number Diff line number Diff line change
Expand Up @@ -40,4 +40,5 @@
| Supervised embedding | 2017 | 54.4 | - | - | EN | [Zhang et al.](https://arxiv.org/pdf/1709.04071.pdf) |
| T5+KG | 2022 | - | - | 71.47 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5 | 2022 | - | - | 24.5 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5+C4 | 2022 | - | - | 23.53 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5+C4 | 2022 | - | - | 23.53 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| GENConv | 2024 | 98.50 | - | - | EN | [Thambi et al.](https://link.springer.com/article/10.1007/s10844-023-00839-4) |
3 changes: 2 additions & 1 deletion other/MetaQA - 2 Hop.md
Original file line number Diff line number Diff line change
Expand Up @@ -44,4 +44,5 @@
| KV-MemNN | 2017 | 25.1 | - | - | EN | [Zhang et al.](https://arxiv.org/pdf/1709.04071.pdf) |
| T5+KG | 2022 | - | - | 33.57 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5+C4 | 2022 | - | - | 32.78 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5 | 2022 | - | - | 32.65 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5 | 2022 | - | - | 32.65 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| GENConv | 2024 | 96.97 | - | - | EN | [Thambi et al.](https://link.springer.com/article/10.1007/s10844-023-00839-4) |
1 change: 1 addition & 0 deletions other/MetaQA - 3 Hop.md
Original file line number Diff line number Diff line change
Expand Up @@ -43,4 +43,5 @@
| T5+KG | 2022 | - | - | 43.41 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5 | 2022 | - | - | 42.31 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| T5+C4 | 2022 | - | - | 39.66 | EN | [Moiseev et al.](https://arxiv.org/pdf/2205.08184.pdf) |
| GENConv | 2024 | 95.30 | - | - | EN | [Thambi et al.](https://link.springer.com/article/10.1007/s10844-023-00839-4) |

2 changes: 2 additions & 0 deletions wikidata/QALD-9-Plus-Wikidata.md
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,8 @@

| Model / System | Year |Precision| Recall | F1 | Language | Reported by |
|:---------------------------------:|:----:|:-------:|:------:|:-----:|:--------:|:------------------------------------------------------------------------------:|
| TSET-Small | 2024 | | | 72.86| EN | [Qi et. al.](https://www.mdpi.com/2076-3417/14/4/1521) |
| TSET-Base | 2024 | | | 75.85| EN | [Qi et. al.](https://www.mdpi.com/2076-3417/14/4/1521) |
| QAnswer | 2022 | 50.46 | 44.84 | 44.59 | EN | [Perevalov et. al.](https://dl.acm.org/doi/pdf/10.1145/3485447.3511940) |
| QAnswer-en-de-Yandex | 2022 | 34.91 | 35.18 | 32.83 | EN | [Perevalov et. al.](https://dl.acm.org/doi/pdf/10.1145/3485447.3511940) |
| QAnswer-en-de-Helsinki NLP | 2022 | 34.90 | 35.00 | 33.74 | EN | [Perevalov et. al.](https://dl.acm.org/doi/pdf/10.1145/3485447.3511940) |
Expand Down