Knowledge Base Question Answering on CWQ (test)
81.3F1 ScoreChatKBQA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ChatKBQABackbone=Llama-2-13B, Fine-tuning=LoRA, Beam size=8, Oracle Entity Linking=true2023.10 | 81.3 | 86 | — | — | 76.8 | — | — | — | |
| ChatKBQABackbone=Llama-2-13B, Fine-tuning=LoRA, Beam size=8, Oracle Entity Linking=false2023.10 | 77.8 | 82.7 | — | — | 73.3 | — | — | — | |
| GMT-KBQAMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 77 | 73.1 | — | — | 72.2 | — | — | — | |
| QDTQAdecomposition=QDT2023.06 | 72.8 | — | — | — | 67.9 | — | — | — | |
| QDTQAdecomposition=w/o tree-based structure2023.06 | 72 | — | — | — | 67 | — | — | — | |
| QDTQAdecomposition=HSP2023.06 | 71.7 | — | — | — | 66.9 | — | — | — | |
| KG-Guard (Refined)Refinement Stage=Refined2026.05 | 71.7 | — | — | — | 73.7 | 72.3 | 72.2 | 68.8 | |
| QDTQAdecomposition=SplitQA2023.06 | 71.6 | — | — | — | 66.9 | — | — | — | |
| QDTQAdecomposition=DecompoRC2023.06 | 71.6 | — | — | — | 66.9 | — | — | — | |
| QDTQAdecomposition=w/o QDT2023.06 | 71.5 | — | — | — | 66.6 | — | — | — | |
| QDTQAdecomposition=EDGQA2023.06 | 71.4 | — | — | — | 66.5 | — | — | — | |
| RnG-KBQAMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 71.1 | — | — | — | — | — | — | — | |
| DecAFMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 70.4 | — | — | — | — | — | — | — | |
| CBR-KBQA2023.06 | 70 | — | — | — | 67.1 | — | — | — | |
| CBR-KBQAMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 69.9 | 70 | — | — | 70.4 | — | — | — | |
| UnifiedSKGMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 68.8 | — | — | — | — | — | — | — | |
| Huang, Kim, and Zou 20212023.06 | 68.2 | — | — | — | — | — | — | — | |
| OursFull model=true, Backbone=BERT-base-cased2021.10 | 58.7 | 58.1 | — | — | — | — | — | — | |
| Program TransferMethod Category=SP-based (seq2seq), Oracle Entity Linking=true2023.10 | 58.7 | 58.1 | — | — | — | — | — | — | |
| T5-11B + Revise2023.06 | 58.2 | — | — | — | 55.6 | — | — | — | |
| Baseline (Initial)Refinement Stage=Initial2026.05 | 57.2 | — | — | — | 61.3 | 56.8 | 59.9 | 51.1 | |
| FC-KBQAMethod Category=SP-based (seq2seq), Oracle Entity Linking=false2023.10 | 56.4 | — | — | — | — | — | — | — | |
| Ours-oOntology guidance=false, Backbone=BERT-base-cased2021.10 | 55.8 | 54.7 | — | — | — | — | — | — | |
| Ours-paPre-training for argument parser=false, Backbone=BERT-base-cased2021.10 | 54.5 | 54.3 | — | — | — | — | — | — | |
| UniKGQAMethod Category=SP-based (step-wise), Oracle Entity Linking=true2023.10 | 49.4 | 51.2 | — | — | — | — | — | — | |
| SR-KBQA*Method Category=IR-Based2023.05 | 47.1 | 50.2 | — | — | — | — | — | — | |
| Subgraph RetrievalMethod Category=IR-based, Oracle Entity Linking=true2023.10 | 47.1 | 50.2 | — | — | — | — | — | — | |
| RE-KBQAVersion=Full pipeline2023.05 | 46.3 | 50.3 | — | — | — | — | — | — | |
| Qin et al. 20212023.06 | 46.2 | — | — | — | — | — | — | — | |
| Ours-fFine-tuning=false, Backbone=BERT-base-cased2021.10 | 45.9 | 45.2 | — | — | — | — | — | — | |
| TeacherNet2021.10 | 44 | 48.8 | — | — | — | — | — | — | |
| BiNSM*Method Category=IR-Based2023.05 | 44 | 48.8 | — | — | — | — | — | — | |
| NSM+hMethod Category=IR-based, Oracle Entity Linking=true2023.10 | 44 | 48.8 | — | — | — | — | — | — | |
| NSMMethod Category=IR-Based2023.05 | 42.4 | 46.3 | — | — | — | — | — | — | |
| RE-KBQA_bVersion=Backbone network2023.05 | 40.5 | 46.8 | — | — | — | — | — | — | |
| QGG2021.10 | 40.4 | 44.1 | — | — | — | — | — | — | |
| QGG*Method Category=SP-Based2023.05 | 40.4 | 44.1 | — | — | — | — | — | — | |
| QGGMethod Category=SP-based (step-wise), Oracle Entity Linking=false2023.10 | 40.4 | 44.1 | — | — | — | — | — | — | |
| Topic UnitsMethod Category=SP-based (step-wise), Oracle Entity Linking=false2023.10 | 36.5 | 39.3 | — | — | — | — | — | — | |
| TEXTRAY2021.10 | 33.9 | 40.8 | — | — | — | — | — | — | |
| GraftNetMethod Category=IR-Based2023.05 | 32.7 | 36.8 | — | — | — | — | — | — | |
| KV-MemMethod Category=IR-Based2023.05 | 15.7 | 18.4 | — | — | — | — | — | — | |
| KV-MemMethod Category=IR-based, Oracle Entity Linking=false2023.10 | 15.7 | 21.1 | — | — | — | — | — | — | |
| Ours-pPre-training=false, Backbone=BERT-base-cased2021.10 | 2.3 | 2.1 | — | — | — | — | — | — | |
| EmbedKGQAMethod Category=IR-based, Oracle Entity Linking=true2023.10 | — | 44.7 | — | — | — | — | — | — | |
| EmbedKGQA+Method Category=IR-Based2023.05 | — | 32 | — | — | — | — | — | — | |
| GraftNetSplit note=dev set2021.10 | — | 32.8 | — | — | — | — | — | — | |
| HGNet2021.11 | — | — | 5,030 | 576 | — | — | — | — | |
| PullNetSplit note=dev set2021.10 | — | 47.2 | — | — | — | — | — | — | |
| PullNetMethod Category=IR-based, Oracle Entity Linking=false2023.10 | — | 47.2 | — | — | — | — | — | — | |
| PullNet*Method Category=IR-Based2023.05 | — | 45.9 | — | — | — | — | — | — | |
| ToGMethod Category=LLM-based, Oracle Entity Linking=true2023.10 | — | 69.5 | — | — | — | — | — | — | |
| TransferNetMethod Category=IR-based, Oracle Entity Linking=false2023.10 | — | 48.6 | — | — | — | — | — | — | |
| UHopMethod Category=SP-based (step-wise), Oracle Entity Linking=false2023.10 | — | 29.8 | — | — | — | — | — | — |