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v0.7.0 — PPR + Evidence Chain + HotPotQA 0.856

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@SonAIengine SonAIengine released this 22 Mar 12:47
· 425 commits to main since this release
v0.7.0
d7d7d8f

Synaptic Memory v0.7.0 — PPR, Evidence Chain, Auto-Ontology 최적화, HotPotQA 0.856

Added

  • Evidence Chain Assembly — small LLM augmentation for multi-hop reasoning, HotPotQA Correctness 0.856 (+9.2%)
  • Personalized PageRank (PPR) engine — replaced spreading activation, multi-hop retrieval +28%
  • End-to-end QA benchmark — HotPotQA 24-question suite for Cognee comparison (Correctness 0.784)
  • Auto-ontology optimization — HybridClassifier, batch LLM processing, EmbeddingRelation, PhraseExtractor

Fixed

  • PhraseExtractor search noise — phrase filtering and optimization

Changed

  • Removed __pycache__ from repo and updated .gitignore

Benchmark Results

Dataset MRR nDCG@10 R@10
Allganize RAG-Eval 0.796 0.811 0.863
HotPotQA-200 0.742 0.599 0.652
AutoRAGRetrieval 0.646 0.681 0.798
KLUE-MRC 0.607 0.643 0.760

Install: pip install synaptic-memory[all]

Assets 2
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