Knowledge Grounding on Enron
100Top-1 AccuracyKBLaM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KBLaMSteps=3e3, Number of KG Triples=10^1, Sentence encoder=all-MiniLM-L6-v22025.10 | 100 | 100 | |
| AtlasKV (128-64-16)Steps=3e3, Number of KG Triples=10^1, Sentence encoder=all-MiniLM-L6-v2, top-k (kR, kI, kL)=128, 64, 162025.10 | 100 | 100 | |
| AtlasKV w/o HiKVPSteps=3e3, Number of KG Triples=10^1, Sentence encoder=all-MiniLM-L6-v22025.10 | 100 | 100 | |
| KBLaMSteps=2e4, Number of KG Triples=10^1, Sentence encoder=all-MiniLM-L6-v22025.10 | 90 | 100 | |
| AtlasKV w/o HiKVPSteps=3e3, Number of KG Triples=10^2, Sentence encoder=all-MiniLM-L6-v22025.10 | 76.4 | 92.7 | |
| AtlasKV (128-64-16)Steps=3e3, Number of KG Triples=10^2, Sentence encoder=all-MiniLM-L6-v2, top-k (kR, kI, kL)=128, 64, 162025.10 | 67.3 | 90.9 | |
| AtlasKV w/o HiKVPSteps=3e3, Number of KG Triples=10^3, Sentence encoder=all-MiniLM-L6-v22025.10 | 56.4 | 80 | |
| KBLaMSteps=3e3, Number of KG Triples=10^2, Sentence encoder=all-MiniLM-L6-v22025.10 | 50.9 | 76.4 | |
| KBLaMSteps=2e4, Number of KG Triples=10^2, Sentence encoder=all-MiniLM-L6-v22025.10 | 50.9 | 83.6 | |
| AtlasKV (128-64-16)Steps=3e3, Number of KG Triples=10^3, Sentence encoder=all-MiniLM-L6-v2, top-k (kR, kI, kL)=128, 64, 162025.10 | 41.8 | 50.9 | |
| KBLaMSteps=3e3, Number of KG Triples=10^3, Sentence encoder=all-MiniLM-L6-v22025.10 | 29.1 | 56.4 | |
| AtlasKV w/o HiKVPSteps=3e3, Number of KG Triples=10^4, Sentence encoder=all-MiniLM-L6-v22025.10 | 27.3 | 47.3 | |
| KBLaMSteps=2e4, Number of KG Triples=10^3, Sentence encoder=all-MiniLM-L6-v22025.10 | 25.5 | 47.3 | |
| AtlasKV (128-64-16)Steps=3e3, Number of KG Triples=10^4, Sentence encoder=all-MiniLM-L6-v2, top-k (kR, kI, kL)=128, 64, 162025.10 | 21.8 | 32.7 | |
| KBLaMSteps=3e3, Number of KG Triples=10^4, Sentence encoder=all-MiniLM-L6-v22025.10 | 9.1 | 20 | |
| KBLaMSteps=2e4, Number of KG Triples=10^4, Sentence encoder=all-MiniLM-L6-v22025.10 | 7.3 | 23.6 |