| 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 | |
| ```bash | |
| git clone https://github.com/voxmastery/FluctlightDB.git | |
| cd FluctlightDB | |
| # See benchmarks/README.md and docs/BENCHMARKS.md | |
| ``` | |
| ## Paper | |
| - LaTeX: https://github.com/voxmastery/FluctlightDB/tree/main/papers/arxiv-v1 | |
| - Card: https://huggingface.co/Voxiesz/fluctlightdb-paper | |
| ## Citation | |
| Use [CITATION.cff](https://github.com/voxmastery/FluctlightDB/blob/main/CITATION.cff) from the main repository. | |