What does memory retrieval leave on the table? Modelling the Cost of Semi-Compositionality with MINERVA2 and sBERT

Despite being ubiquitous in natural language, collocations (e.g., kick+habit) incur a unique processing cost, compared to compositional phrases (kick+door) and idioms (kick+bucket).We confirm this cost with behavioural data as well as MINERVA2, a memory model, suggesting that collocations constitute a distinct linguistic category.While the model fails to fully capture the observed human processing patterns, we find that below a specific item frequency threshold, the model's retrieval failures align with human reaction times across conditions.This suggests an alternative processing mechanism that activates when memory retrieval fails.

Authors

Publication Details

Published
2025-01-01
DOI
https://doi.org/10.18653/v1/2025.conll-1.19
Primary Topic
Information Retrieval and Search Behavior
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

What does memory retrieval leave on the table? Modelling the Cost of Semi-Compositionality with MINERVA2 and sBERT

Francis Mollica, Leonidas A. A. Doumas, Sydelle de Souza, Ivan Vegner
Information Retrieval and Search Behavior
article

What does memory retrieval leave on the table? Modelling the Cost of Semi-Compositionality with MINERVA2 and sBERT

Francis Mollica, Leonidas A. A. Doumas, Sydelle de Souza, Ivan Vegner
article en

Abstract

Despite being ubiquitous in natural language, collocations (e.g., kick+habit) incur a unique processing cost, compared to compositional phrases (kick+door) and idioms (kick+bucket).We confirm this cost with behavioural data as well as MINERVA2, a memory model, suggesting that collocations constitute a distinct linguistic category.While the model fails to fully capture the observed human processing patterns, we find that below a specific item frequency threshold, the model's retrieval failures align with human reaction times across conditions.This suggests an alternative processing mechanism that activates when memory retrieval fails.

UK Research and Innovation, Universidade de Lisboa, Fundação para a Ciência e a Tecnologia
Openalex Percentile: Top 71%
Information Retrieval and Search Behavior
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.