Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Spontaneous Retrieval from Long-Term Memory for a Cognitive Architecture
Authors: Justin Li, John Laird
AAAI 2015 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | This paper presents the first functional evaluation of spontaneous, uncued retrieval from long-term memory in a cognitive architecture. |
| Researcher Affiliation | Academia | Justin Li and John Laird University of Michigan 2260 Hayward Street Ann Arbor, MI 48109-2121 EMAIL |
| Pseudocode | No | The paper describes implementation details in prose but does not include any structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not provide any statement or link indicating that the source code for the described methodology is publicly available. |
| Open Datasets | No | The puzzles used in this evaluation are gathered from the Unix word list, using compound words that can be completely divided into two shorter words; a total of 550 compound words formed by 195 stems are used, with each stem being used in an average of 2.8 compound words. - No specific link or formal citation provided. |
| Dataset Splits | No | The paper states that results are 'averaged over 100 puzzles' but does not specify any training, validation, or test dataset splits. |
| Hardware Specification | No | The paper does not provide specific details about the hardware used to run the experiments (e.g., GPU/CPU models, memory, or cloud instances). |
| Software Dependencies | No | The paper mentions 'Soar' as the cognitive architecture and 'SQLite database' for implementation, but does not provide specific version numbers for these or any other software dependencies. |
| Experiment Setup | Yes | Spreading activation is limited to a distance of two, the distance necessary to reach the solution word (from a stem to its compound words, then from the compound words to the missing link); we briefly discuss the effects of alternate settings of this parameter in the conclusion. |