Cited by 53Memory Processes and InfluencesMemory and Neural MechanismsIdentity, Memory, and Therapy

Contingency of semantic generalization on episodic specificity varies across development

Open access
Ngo, Chi T., Benear, Susan L., Popal, Haroon, Olson, Ingrid R., Newcombe, Nora S.·2021·Current Biology

Abstract

Semantic memory-general knowledge of ideas and concepts-includes generalization processes that support inference. Episodic memory, on the other hand, preserves the specificity of individual events by binding together unique combinations of elements from an episode and relies on pattern separation to distinguish similar experiences. These two memory systems play complementary roles, supporting different mnemonic goals, but the nature and extent of their interdependence is unclear.1,2 Some models suggest that new information is encoded initially as hippocampus-dependent episodic memory and then, either through repetition or gist extraction, becomes semantic over time.3,4 These models also posit a neocortical route to semantic memory acquisition exists that can bypass the hippocampus.3 Both proposed routes are slow learning mechanisms, yet generalization can occur rapidly. Recent models suggest that fast generalization relies, in part, on the retrieval of individual but related episodes.5,6 Such episodic memory gating mechanisms render fast generalization contingent on the memory specificity of instances, a pattern that has been observed in adults.7,8 None of these models take into account the observation that generalization and episodic specificity have asynchronous developmental profiles, with generalization emerging years before episodic memory.9,10 We ask two questions about generalized and specific memory during early childhood: first, is rapid generalization contingent on remembering specific past memories? And second, does the strength or nature of this contingency differ across development? We found that the interdependence of generalization and episodic memory varies across development: generalization success in adults, but not in children, was contingent on context binding.

AI snapshot

Written from the paper’s full text.

TL;DR

In a task probing generalization and episodic specificity from the same experiences, adults’ generalization success was contingent on context binding, whereas children’s was not. This developmental dissociation suggests fast generalization may rely on different routes before and after mature episodic memory.

Key findings

  • In a trial-by-trial generalized linear mixed model, significant predictors of generalization were age (β=0.33, z=2.15, p=.032), within-category semantic similarity (β=0.16, z=2.00, p=.046), item conceptual specificity (β=0.27, z=2.14, p=.032), and an age × context binding interaction (β=0.39, z=2.94, p=.003); no other predictors or interactions reached significance (all ps>.35).
  • Context binding predicted generalization in adults but not children: the age × context binding interaction indicated adults’ generalization was tied to remembering specific item-context representations, while children’s generalization was untethered to context memory.
  • Across ages 3–8, age was associated with better generalization (R²(63)=0.20, p=2.19×10−4), item conceptual specificity (R²(63)=0.22, p=8.70×10−5), and item perceptual specificity (R²(63)=0.12, p=.005), but not context binding (R²(63)=0.03, p=.20).
  • Younger children (3–5) were less accurate than older children (6–8) and adults on generalization (t=−5.09 and t=−7.28, both p_holm<.001), while older children and adults did not differ (t=−2.64, p_holm=.24); no age differences in context binding among groups (ps>.86).

Methods

  • Children ages 3–8 (N=70) and young adults (N=29) viewed 20 cartoon characters in 80 events, each character paired with four objects from one category in four semantically congruent contexts; four three-alternative forced-choice tasks measured generalization, context binding, item conceptual specificity, and item perceptual specificity.
  • Generalization was operationalized as choosing a novel category-consistent object for a character; context binding as choosing the object seen with a character in a particular context; item conceptual/perceptual specificity as choosing the encoded object among same-category or perceptually similar lures.
  • Main analysis was a generalized linear mixed-effects model predicting trial-by-trial generalization from age, context binding, item conceptual specificity, item perceptual specificity, semantic similarity (GloVe), and their interactions with age, with participant and category as random effects; ceiling performers (9 adults, 8 older children) were excluded from contingency analyses.

Limitations

  • Stated: cross-sectional design prevents charting developmental change or lead-lag between generalization and specificity; age-related categorical knowledge was not separately assessed.
  • Stated: the context binding and item conceptual/perceptual specificity tasks were administered in a fixed order, and children received a screening procedure with all four task types whereas adults did not, which may have introduced order effects or uneven strategy deployment.
  • Evident from text: the authors acknowledge these procedural asymmetries; no additional limitations are explicitly stated beyond those noted.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.cub.2021.03.088

Cites

46 of 46 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

0 of 17 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Generalization success was significantly positively related to age in the generalized linear mixed effects model.

    “Generalization success was significantly related to age, β= 0.33, z= 2.15, p= .032”
    Quote in the paperSubstantial claim
  • Findingown data

    Generalization success was significantly positively related to item conceptual specificity in the generalized linear mixed effects model.

    “item conceptual specificity, β= 0.27, z= 2.14, p= .032”
    • Also stated in: § What Determines Generalization? · plain
      “Further, accurate item conceptual specificity was associated with greater generalization.”
    Quote in the paperSubstantial claim
  • Findingown data

    Generalization success was significantly positively related to within-category semantic similarity in the generalized linear mixed effects model.

    “semantic similarity, β= 0.16, z= 2.00, p= .046”
    • Also stated in: § What Determines Generalization? · plain
      “Across all ages, greater degree of within-category semantic relatedness increased the probability of generalization success.”
    Quote in the paperSubstantial claim
  • Findingown data

    No predictors or interactions other than age, semantic similarity, item conceptual specificity, and age by context binding reached significance in the generalized linear mixed effects model.

    “No other predictors or interactions reached significance, all ps > .35”
    Quote in the paperSubstantial claim
  • Findingown data

    In children in early and middle childhood, generalization success was not contingent on context binding.

    “In children, this link was not observed: generalization success was untethered to their context memory.”
    • Also stated in: § What Determines Generalization? · plain
      “However, contingency between generalization and context binding was not observed in either early or middle childhood.”
    Quote in the paperSubstantial claim
  • May combine two claims. 12
  • Classified as probably not a substantial claim. 33
  • May combine two claims.

    Findingown data

    For item conceptual specificity, both older children and adults outperformed younger children, but older children and adults did not differ.

    “Similarly, for item conceptual specificity, both older children, t= −5.15, pholm<.001, and adults, t= −3.85, pholm=006, outperformed younger children, but their performances did not differ, t= 1.09, Pholm= 100.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For item perceptual specificity, older children and young adults did not differ, and adults outperformed younger children, but the difference between older and younger children was nonsignificant.

    “For item perceptual specificity, again older children and young adults did not differ, Pholm= 100, and adults outperformed younger children, t= −3.33, p=.03, but the difference between older and younger children was nonsignificant, p=0.06.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Within-category semantic similarity scores are higher than across-category scores for all 20 categories, though the degree varies by category.

    “The overall pattern shows that within-category scores are higher than across-category scores for all 20 categories, although to varying degrees for different categories.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: The co-occurrence statistics between two words from large bodies of texts reflect their semantic relationship.
  • May combine two claims.

    Interpretationown data

    There may be multiple routes to acquire generalized memories, and different routes are available at different points in development.

    “Based on these findings, we suggest that there may be multiple routes to acquire what the literature refers to as gist or schemas, or what we call generalized memories. Importantly, different routes are available at different points in development.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Adults' rapid generalization relies on their ability to remember specifics and then integrate overlapping elements across episodes.

    “Instead, it relies on their ability to remember specifics then integrate overlapping elements across episodes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Memory for individual items develops much earlier than item-context or item-item relational memory.

    “These patterns align with previous findings that memory for individual items develops much earlier than item-context or item-item relational memory 12,18.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [12] Riggins T Developmental Trajectories for Item Memory and Binding. 50, 449– 459 (2014). PMC3951329 23855256 source

      Not checked in the free run.

    • cites [18] Sluzenski J, Newcombe NS & Kovacs SL Binding, relational memory, and recall of naturalistic events: A developmental perspective. J. Exp. Psychol. Learn. Mem. Cogn. 32, 89– 100 (2006). 16478343 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Randomization between subjects was done in regard to the order of trials and the selection of objects without replacement for each task section.

    “Randomization between subjects was done in regards to the order of trials and the selection of objects (without replacement) for each of the task sections.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Unpopular and androgynous characters were used to reduce the probability of children having pre-existing semantic knowledge, including gender stereotypes, about the characters.

    “Unpopular and androgynous characters were used to reduce the probability of children having pre-existing semantic knowledge—including gender stereotypes—about the characters.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Previous studies have consistently reported age-related improvements in context binding, or relational binding in general, throughout early and middle childhood.

    “Previous studies have consistently reported age-related improvements in context binding—or relational binding in general—throughout early and middle childhood 12,17,22,23.”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [12] Riggins T Developmental Trajectories for Item Memory and Binding. 50, 449– 459 (2014). PMC3951329 23855256 source

      Not checked in the free run.

    • cites [17] Lloyd ME, Doydum AO & Newcombe NS Memory binding in early childhood: Evidence for a retrieval deficit. Child Dev. 80, 1321– 1328 (2009). 19765002 source

      Not checked in the free run.

    • cites [22] Lee JK Changes in anterior and posterior hippocampus differentially predict item-space, item-time, and item-item memory improvement. Dev. Cogn. Neurosci. 41, 100741 (2020). 31826840 PMC6994624 source

      Not checked in the free run.

    • cites [23] Ngo CT, Lin Y, Newcombe NS & Olson IR Building up and wearing down episodic memory: Mnemonic discrimination and relational binding. J. Exp. Psychol. Gen. 148, 1463– 1479 (2019). 30896199 PMC6715497 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Six children who did not participate in the main experiment performed the sorting task with 100% congruency with the initial category assignments.

    “These children performed the sorting task with 100% congruency with our initial assignments.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Performance did not differ by sex.

    “Performance did not differ by sex (all p’s > .12)”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Participants who did not select the target in at least one of the two generalization trials did not proceed to the main experiment.

    “Participants who did not select the target in at least one of the two generalization trials did not proceed to the main experiment (n=3: two 3-year-olds and one 4-year-old child).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Performance did not relate to verbal skills in any age group.

    “or relate to verbal skills in any age groups (all p’s > .22).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Participants learned about characters in an interleaved fashion, which is thought to be beneficial for generalization by increasing between-category discriminability.

    “In addition, participants learned about characters in an interleaved fashion, which is thought to be beneficial for generalization by increasing between-category discriminability 24,25.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [24] Birnbaum MS, Kornell N, Bjork EL & Bjork RA Why interleaving enhances inductive learning: The roles of discrimination and retrieval. Mem. Cogn. 41, 392– 402 (2013). 23138567 source

      Not checked in the free run.

    • cites [25] Kornell N & Bjork RA Learning concepts and categories: Is spacing the ‘enemy of induction’? Psychol. Sci. 19, 585– 592 (2008). 18578849 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    The co-occurrence of two words from large bodies of texts is an index of their semantic relatedness.

    “The co-occurrence of two words from large bodies of texts is an index of their semantic relatedness.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [26] Pennington J, Socher R & Manning CD GloVe: Global Vectors for Word Presentation. Empir. Methods Nat. Lang. Process. 1532– 1543 (2014).

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Data from five participants whose average accuracy across all four memory tasks did not exceed chance level (33%) were excluded from analyses.

    “Data from five participants (two 4-year-olds, two 5-year-olds, and one 7-year-old) whose average accuracy across all four memory tasks did not exceed chance level (33%) were excluded from analyses.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    To ensure that ceiling effects did not impact the contingency patterns, participants whose generalization performance or item conceptual specificity performance reached ceiling level (100%) were excluded (9 adults and 8 older children).

    “To ensure that ceiling effects did not impact the contingency patterns, we excluded participants whose generalization performance or item conceptual specificity performance reached ceiling level (100%) (9 adults and 8 older children).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All objects were fully counterbalanced such that they never appeared twice in the test phase.

    “All objects were fully counterbalanced such that they never appeared twice in the test phase.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    In the presence of perceptually similar exemplars, target selection in the item perceptual specificity task indicates that participants remembered the objects' perceptual attributes with specificity.

    “In the presence of perceptually similar exemplars, target selection would indicate that participants remembered the objects’ perceptual attributes with specificity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Each task consisted of 10 trials (one trial per character) presented in a randomized order across participants.

    “Each task consisted of 10 trials (one trial per character) presented in a randomized order across participants.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    All three objects in the item conceptual specificity task belonged to the same category assigned to the character.

    “All three objects belonged to the same category assigned to the character (e.g., musical instruments for the Luntik trial).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The additional stimuli were semantically unrelated to those used for the study and test phases of the experiment.

    “These additional stimuli were semantically unrelated to those used for the study and test phases of the experiment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The procedure was repeated twice but with entirely different sets of categories, characters, contexts, and objects.

    “The procedure was repeated twice but with entirely different sets of categories, characters, contexts, and objects.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Parents were specifically instructed to not name objects that appeared on screen, and to refer only to their corresponding letter label.

    “Parents were specifically instructed to not name objects that appeared on screen, and to refer only to their corresponding letter label.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The order of the encoding trials was randomized across participants, with the only restriction being that the same character would not appear in more than two consecutive trials.

    “The order of the encoding trials was randomized across participants, with the only restriction being that the same character would not appear in more than two consecutive trials”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Participants whose average accuracy across the four memory tasks did not exceed chance level (33%) were not included in the subsequent analyses.

    “First, we identified participants whose average accuracy across the four memory tasks did not exceed chance level (33%). These participants were not included in the subsequent analyses.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The item perceptual specificity trial immediately followed the item conceptual specificity trial for each character.

    “The item conceptual specificity and item perceptual specificity tasks were linked, such that the item perceptual specificity trial immediately followed the item conceptual specificity trial for each character.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    All nine objects in each category were randomly assigned as encoding items (4 objects), generalization target (1 object), generalization lures for other categories (2 objects), or item conceptual specificity lures (2 objects) across participants.

    “All nine objects in each category were randomly assigned as encoding items (4 objects), generalization target (1 object), generalization lures for other categories (2 objects), or item conceptual specificity lures (2 objects) across participants.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    In the item perceptual specificity task, the two lure objects were similar exemplars of the target that differed in color.

    “The other two objects were lures—similar exemplars of the target that differed in color.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    In the presence of conceptually similar lures, target selection in the item conceptual specificity task indicates that participants remembered the objects' identities with high specificity.

    “In the presence of conceptually similar lures, target selection would indicate that participants remembered the objects’ identities with high specificity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Target selection in the generalization task indicates that participants successfully made a novel inference based on the related episodes associated with a given character.

    “Target selection would indicate that participants successfully made a novel inference based on the related episodes associated with a given character.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The significance level of 0.05 was applied to all analyses, with the exception of Posthoc tests which employed a Holm correction to the significance level.

    “The significance level of 0.05 was applied to all analyses, with the exception of Posthoc tests which employed a Holm correction to the significance level.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Parents were specifically instructed to not name objects that appeared in the experiment, and to refer only to their relative position on screen.

    “Parents were specifically instructed to not name objects that appeared in the experiment, and to refer only to their relative position on screen.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    All three objects in the generalization task were novel items that did not appear in the encoding phase.

    “All three objects were novel items that did not appear in the encoding phase.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The order of the two encoding-test blocks was counterbalanced across participants.

    “The order of the two encoding-test blocks was counterbalanced across participants.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Target selection in the context binding task indicates that participants remembered the specific object-context co-occurrence.

    “Target selection would indicate that participants remembered the specific object-context co-occurrence.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The experiment was divided into two encoding-test blocks with nonoverlapping stimuli between the two blocks.

    “The experiment was divided into two encoding-test blocks with nonoverlapping stimuli between the two blocks.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The context and objects paired with a given character were semantically related.

    “Critically, the context and objects paired with a given character were semantically related.”
    Quote in the paperSubstantial claim
38 of 38
  • The paper relies on this without support.

    The three-alternative forced-choice tasks validly measure generalization and episodic specificity (context binding, item conceptual specificity, and item perceptual specificity) in children and adults.

    “We operationalized generalization as the ability to make novel inferences about characters based on commonalities among the places and objects seen with them (i.e., the category).”
    “We treated episodic specificity as multifaceted: memory for the context in which an event occurred (i.e., context binding) and memory for the specific details of the conceptual and perceptual features of an item (item conceptual specificity and item perceptual specificity) in three-alternative forced-choice tasks (see Figure 1).”
  • The paper relies on this without support.

    The GloVe-derived semantic similarity among items reflects the semantic relatedness perceived by the children in the study.

    “We quantified this variation using Global Vectors for Word Representation 26 (GloVe) to estimate the semantic similarity among the items in our stimulus set”
    “The co-occurrence of two words from large bodies of texts is an index of their semantic relatedness.”
  • The authors state this as an assumption.

    The co-occurrence statistics between two words from large bodies of texts reflect their semantic relationship.

    “The premise of this approach is that the co-occurrence statistics between two words from large bodies of texts should reflect their semantic relationship.”
3 of 3

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • In consolidation, memories are transformed from highly specific instances to more generalized representations, losing specificity.

    “It is important to keep in mind that, in this consolidation process, memories are transformed from highly specific instances to more generalized representations, losing specificity in the process 91 .”

    From From cognitive maps to spatial schemas (2023) · cites this paper as [91]

Statistics recomputed

Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.

  • ConsistentF(2, 91) = 17.79reported p < .001 · recomputed p < .001

    “F(2, 91)= 17.79, p < .001”

  • ConsistentF(3, 272) = 54.71reported p < .001 · recomputed p < .001

    “F(3, 272)= 54.71, p < .001”

  • ConsistentF(6, 273) = 6.25reported p < .001 · recomputed p < .001

    “F(6, 273)= 6.25, p < .001”

  • Consistentz = 2.15reported p = .032 · recomputed p = .032

    “z= 2.15, p = .032”

  • Consistentz = 2reported p = .046 · recomputed p = .046

    “z= 2.00, p = .046”

  • Consistentz = 2.14reported p = .032 · recomputed p = .032

    “z= 2.14, p = .032”

  • Consistentz = 2.94reported p = .003 · recomputed p = .003

    “z= 2.94, p = .003”

7 of 7

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Self-check results appear here once an independent check has confirmed them.

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Authors
Ngo, C. T., Benear, S. L., Popal, H., Olson, I. R., & Newcombe, N. S.
Affiliations
  • Max Planck Institute for Human Development (DE)
  • Temple University (US)
Corresponding author
Ngo, Chi T.
Venue
Current Biology
Publisher
Elsevier BV
Published
2021-06
Volume
31
Issue
12
Pages
2690-2697.e5
ISSN
0960-9822 (ISSN-L)
OpenAlex
W3155107636
Cited by
53
References
46
Citations by year
2026: 6 · 2025: 8 · 2024: 16 · 2023: 13 · 2022: 8 · 2021: 1 · 2020: 1
FWCI
5.00
Type
journal article
Language
en
Open access
Locations
  • Current Biology (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • MPG.PuRe (Max Planck Society) (submittedVersion)
Funders
  • Temple University
  • National Institute of Child Health and Human Development
  • National Institute of Mental Health
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
  • Social Sciences › Psychology › Developmental and Educational Psychology › Identity, Memory, and Therapy
Keywords
semantic memory, episodic memory, semantic generalization, episodic specificity, memory development, early childhood, context binding, pattern separation, hippocampus, memory retrieval
MeSH terms
Adult, Child, Child, Preschool, Generalization, Psychological, Hippocampus, Humans, Mental Recall, Semantics, Memory, Episodic

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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

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