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metadata 
license: mit
task_categories:
  - text-retrieval
  - question-answering
language:
  - en
tags:
  - agent-memory
  - locomo
  - beir
  - benchmarks
pretty_name: FluctlightDB Benchmark Results
size_categories:
  - n<1K

FluctlightDB — Frozen Benchmark Results

Official frozen metrics for the FluctlightDB research paper (June 2025).

Files

File Description
results.json Full benchmark output — LoCoMo, BEIR SciFact, FAMB

Key numbers

  • LoCoMo evidence recall: 98.1% (1925/1982 gold spans, k=150, hybrid)
  • BEIR SciFact nDCG@10: 0.645 (index mode, ties Chroma)
  • FAMB macro: 98% index / 97% agent

Reproduce 

git clone https://github.com/voxmastery/FluctlightDB.git
cd FluctlightDB
# See benchmarks/README.md and docs/BENCHMARKS.md

Paper

Citation

Use CITATION.cff from the main repository.