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ResearchFormerly WizWand

Discourse Question Answering on NarrativeQA (F1 score)

26.6F1 ScoreSemFlowRAG
2.7848.96715.1521.333Jun 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SemFlowRAGKnowledge Representation=Structured2026.0626.6
HippoRAG 2 (reproduced)Knowledge Representation=Structured, Reproduction Status=reproduced2026.0626.2
HippoRAG 2Knowledge Representation=Structured2026.0625.9
NV-Embed-v2 (7B)Knowledge Representation=Embedding-based2026.0625.7
GritLM-7BKnowledge Representation=Embedding-based2026.0623.9
GraphRAGKnowledge Representation=Structured2026.0623
RAPTORKnowledge Representation=Structured2026.0621.4
GTE-Qwen2-7B-InstructKnowledge Representation=Embedding-based2026.0621.3
GTRKnowledge Representation=Unstructured2026.0619.9
ContrieverKnowledge Representation=Unstructured2026.0619.7
BM25Knowledge Representation=Unstructured2026.0618.3
HippoRAGKnowledge Representation=Structured2026.0616.3
Llama-3.3-70B-Instruct w/o RetrievalKnowledge Representation=Unstructured, Retrieval=w/o Retrieval2026.0612.9
LightRAGKnowledge Representation=Structured2026.063.7