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31 lines (31 loc) · 1.47 KB
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cff-version: 1.2.0
title: "EmilsRecallIndex: Generative-Retrieval Memory Router vs. Embedding Retrieval on a Small Linked Franglais Personal-Memory Corpus"
message: "If you use this work, please cite it."
type: software
authors:
- family-names: Devauchelle
given-names: Emilien
alias: emil1326
repository-code: "https://github.com/emil1326/EmilsRecallIndexModelTest"
abstract: >-
A reproducible experiment testing whether a small LLM fine-tuned as a generative retriever
(Differentiable Search Index; query -> note slug) beats a strong embedding-retrieval baseline
(multilingual-e5-small + BM25) on a small, densely-linked, franglais personal-memory corpus,
with emphasis on associative (two-hop) and multi-answer recall. The router is swept at 0.5B-3B
(testing whether recall plateaus with size), composed with query decomposition, and contrasted with a
from-scratch character-level CNN control that isolates whether the associative advantage is the routing
formulation or pretrained semantics. Includes a hardened evaluation protocol (LLM-generated symptom-side
and independent second-hop held-out queries, source-note exclusion, zero train/test leakage) and
paired-bootstrap significance tests across all four arms.
keywords:
- generative retrieval
- differentiable search index
- DSI
- personal memory
- associative retrieval
- embedding retrieval
- LoRA
- franglais
license: CC-BY-NC-4.0
date-released: 2026-07-04
version: "1.2-routers-0.5B-1.5B-3B+charcnn"