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I find that the total retrieval time in word free recall increases linearly with the total number of items recalled. Measured slopes, the time to retrieve an additional item, vary from 1.4-4.5 seconds per item depending upon presentation…

Other Quantitative Biology · Quantitative Biology 2016-05-19 Eugen Tarnow

I find that exactly two stages can be seen directly in sequential free recall distributions. These distributions show that the first three recalls come from the emptying of working memory, recalls 6 and above come from a second stage and…

Other Quantitative Biology · Quantitative Biology 2016-05-19 Eugen Tarnow

An analysis of free-recall datasets from two independent experiments allows to identify two anomalous instances of non-monotonicity in free recall: a maximum in the dependence of the inter-response intervals on the serial-position lags, and…

Neurons and Cognition · Quantitative Biology 2017-05-10 Francesco Fumarola

Recently it was shown that free recall consists of two stages: the first few recalls empty working memory and a second stage concludes the recall (Tarnow, 2015; for a review of the theoretical prediction see Murdock, 1974). Here I…

Other Quantitative Biology · Quantitative Biology 2016-05-19 Eugen Tarnow

Memory and forgetting constitute two sides of the same coin, and although the first has been rigorously investigated, the latter is often overlooked. A number of experiments under the realm of psychology and experimental neuroscience have…

Neurons and Cognition · Quantitative Biology 2019-07-23 Antonios Georgiou , Mikhail Katkov , Misha Tsodyks

When we encounter a new person or place, we may easily encode it into our memories, or we may quickly forget it. Recent work finds that this likelihood of encoding a given entity - memorability - is highly consistent across viewers and…

Neurons and Cognition · Quantitative Biology 2020-04-21 Wilma A. Bainbridge

Free recall of random lists of words is a standard paradigm used to probe human memory. We proposed an associative search process that can be reduced to a deterministic walk on random graphs defined by the structure of memory…

Neurons and Cognition · Quantitative Biology 2020-05-01 Michelangelo Naim , Mikhail Katkov , Sandro Romani , Misha Tsodyks

Free recall consists of two separate stages: the emptying of working memory and reactivation [1]. The Tarnow Unchunkable Test (TUT, [2]) uses double integer items to separate out only the first stage by making it difficult to reactivate…

Other Quantitative Biology · Quantitative Biology 2016-05-19 Regina Ershova , Eugen Tarnow

Recently it was shown that free recall consists of two stages: the first few recalls empty the working memory and a second stage concludes the recall (Tarnow, 2015; for a review of the theoretical prediction see Murdock, 1974). It is…

Other Quantitative Biology · Quantitative Biology 2016-05-19 Eugen Tarnow

Observational studies are frequently used to estimate the effect of an exposure or treatment on an outcome. To obtain an unbiased estimate of the treatment effect, it is crucial to measure the exposure accurately. A common type of exposure…

Methodology · Statistics 2024-07-02 Suhwan Bong , Kwonsang Lee , Francesca Dominici

Memorization in large language models poses critical risks for privacy and fairness as these systems scale to billions of parameters. While previous studies established correlations between memorization and factors like token frequency and…

Machine Learning · Computer Science 2025-09-01 Jie Zhang , Qinghua Zhao , Chi-ho Lin , Zhongfeng Kang , Lei Li

The training of modern large language models (LLMs) takes place in a regime where most training examples are seen only a few times by the model during the course of training. What does a model remember about such examples seen only a few…

Computation and Language · Computer Science 2023-03-31 A. Emin Orhan

Although originally developed to evaluate sets of items, recall is often used to evaluate rankings of items, including those produced by recommender, retrieval, and other machine learning systems. The application of recall without a formal…

Information Retrieval · Computer Science 2024-12-03 Fernando Diaz , Michael D. Ekstrand , Bhaskar Mitra

In two previous experiments we investigated the neural precursors of subjects' "free" choices for one of two options (pressing one of two buttons, and choosing between adding and subtracting numbers). In these experiments the distribution…

Neurons and Cognition · Quantitative Biology 2013-11-05 Carsten Allefeld , Chun Siong Soon , Carsten Bogler , Jakob Heinzle , John-Dylan Haynes

While scaling laws govern aggregate large language model performance, no scaling law has linked factual recall to both model size and training-data composition. We evaluated 38 models on over 8,900 scholarly references evaluated by an…

Computation and Language · Computer Science 2026-05-19 Matthew L. Smith , Jonathan P. Shock , Samuel T. Segun , Iyiola E. Olatunji , Tegawendé F. Bissyandé

We ask if participants in a choice experiment with repeated presentation of the same menus and no feedback provision: (i) exhibit overall behaviour that is consistent with ordinal and expected utility theory under *weak* preferences; (ii)…

General Economics · Economics 2025-12-02 Thomas Dohmen , Georgios Gerasimou

In LLM evaluations, reasoning is often distinguished from recall/memorization by performing numerical variations to math-oriented questions. Here we introduce a general variation method for multiple-choice questions that completely…

Computation and Language · Computer Science 2026-03-30 Eva Sánchez Salido , Julio Gonzalo , Guillermo Marco

This paper analyzes the free recall dynamics of a working memory model. Free recalling is the reactivation of a stored pattern in the memory in the absence of the pattern. Our free recall model is based on an abstract model of a modular…

Systems and Control · Electrical Eng. & Systems 2020-03-19 Gianluca Villani , Matin Jafarian , Anders Lansner , Karl Henrik Johansson

This meta-study explores the relationships between humor, phonemic bigram surprisal, emotional valence, and memory recall. Prior research indicates that words with higher phonemic surprisal are more readily remembered, suggesting that…

Computation and Language · Computer Science 2025-02-05 Alexander Kilpatrick , Maria Flaksman

When large language models encounter conflicting information in context, which memories survive -- early or recent? We adapt classical interference paradigms from cognitive psychology to answer this question, testing 39 LLMs across diverse…

Information Retrieval · Computer Science 2026-03-20 Sourav Chattaraj , Kanak Raj
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