Simple Question Answering on NQ
63.3F1 ScoreHippoRAG 2
Evaluation results
| Method | Links | |
|---|---|---|
| HippoRAG 2Knowledge Representation=Structured2026.06 | 63.3 | |
| SemFlowRAGKnowledge Representation=Structured2026.06 | 62.3 | |
| HippoRAG 2 (reproduced)Knowledge Representation=Structured, Reproduction Status=reproduced2026.06 | 62.1 | |
| GTE-Qwen2-7B-InstructKnowledge Representation=Embedding-based, Backbone=Qwen2-7B2026.06 | 62 | |
| NV-Embed-v2 (7B)Knowledge Representation=Embedding-based, Backbone=NV-Embed-v2 (7B)2026.06 | 61.9 | |
| GritLM-7BKnowledge Representation=Embedding-based, Backbone=GritLM-7B2026.06 | 61.3 | |
| GTRKnowledge Representation=Unstructured2026.06 | 59.9 | |
| BM25Knowledge Representation=Unstructured2026.06 | 59 | |
| ContrieverKnowledge Representation=Unstructured2026.06 | 58.9 | |
| HippoRAGKnowledge Representation=Structured2026.06 | 55.3 | |
| Llama-3.3-70B-Instruct w/o RetrievalKnowledge Representation=Unstructured, Retrieval=w/o Retrieval, Backbone=Llama-3.3-70B-Instruct2026.06 | 54.9 | |
| RAPTORKnowledge Representation=Structured2026.06 | 50.7 | |
| GraphRAGKnowledge Representation=Structured2026.06 | 46.9 | |
| LightRAGKnowledge Representation=Structured2026.06 | 16.6 |