A spreading-activation theory of semantic processing.
Abstract
This paper presents a spreading-acti vation theory of human semantic processing, which can be applied to a wide range of recent experimental results. The theory is based on Quillian's theory of semantic memory search and semantic preparation, or priming. In conjunction with this, several of the miscondeptions concerning Qullian's theory are discussed. A number of additional assumptions are proposed for his theory in order to apply it to recent experiments. The present paper shows how the extended theory can account for results of several production experiments by Loftus, Juola and Atkinson's multiple-category experiment, Conrad's sentence-verification experiments, and several categorization experiments on the effect of semantic relatedness and typicality by Holyoak and Glass, Rips, Shoben, and Smith, and Rosch. The paper also provides a critique of the Smith, Shoben, and Rips model for categorization judgments. Some years ago, Quillian1 (1962, 1967) proposed a spreading-acti vation theory of human semantic processing that he tried to implement in computer simulations of memory search (Quillian, 1966) and comprehension (Quillian, 1969). The theory viewed memory search as activation spreading from two or more concept nodes in a semantic network until an intersection was found. The effects of preparation (or priming) in semantic memory were also explained in terms of spreading activation from the node of the primed concept. Rather than a theory to explain data, it was a theory d…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Human memory retrieval is not a search process, but a propagation of energy; accessing one concept naturally activates semantically, temporally, or causally linked concepts without explicit prompting.
“which posit that human memory retrieval is not a search process, but a propagation of energy. Accessing one concept naturally activates semantically, temporally, or causally linked concepts without explicit prompting.”
From Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation (2026) · cites this paper as Collins and Loftus, 1975
Human semantic memory models (Collins and Loftus, 1975) inspire the dynamic activation process for prioritizing information.
“Inspired by human semantic memory models (Collins and Loftus, 1975), we implement a dynamic activation process to prioritize information.”
From Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation (2026) · cites this paper as Collins and Loftus, 1975
Cited by
Sorted by citations
Individual differences in working memory and reading
Daneman, M., & Carpenter, P. A. (1980) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(80)90312-6 · Cited by 6,336 · see citing works
Toward a model of text comprehension and production.
Kintsch, W., & van Dijk, T. A. (1978) · Psychological Review · doi:10.1037/0033-295x.85.5.363 · Cited by 5,298 · see citing works
Ratcliff, R. (1978) · Psychological Review · doi:10.1037/0033-295x.85.2.59 · Cited by 4,513 · see citing works
Anderson, C. A., & Bushman, B. J. (2002) · Annual Review of Psychology · doi:10.1146/annurev.psych.53.100901.135231 · Cited by 3,915 · see citing works
Cialdini, R. B., Kallgren, C. A., & Reno, R. R. (1991) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60330-5 · Cited by 3,143 · see citing works
Event-related brain potentials elicited by syntactic anomaly
Osterhout, L., & Holcomb, P. J. (1992) · Journal of Memory and Language · doi:10.1016/0749-596x(92)90039-z · Cited by 1,856 · see citing works
Barsalou, L. W. (1983) · Memory & Cognition · doi:10.3758/bf03196968 · Cited by 1,879 · see citing works
Categorization of action slips
Norman, D. A. (1981) · Psychological Review · doi:10.1037/0033-295x.88.1.1 · Cited by 1,736 · see citing works
Word of mouth and interpersonal communication: A review and directions for future research
Berger, J. (2014) · Journal of Consumer Psychology · doi:10.1016/j.jcps.2014.05.002 · Cited by 1,469 · see citing works
Human temporal lobe activation by speech and nonspeech sounds
Binder, J. R. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.5.512 · Cited by 1,345 · see citing works
On the time relations of mental processes: An examination of systems of processes in cascade.
McClelland, J. L. (1979) · Psychological Review · doi:10.1037/0033-295x.86.4.287 · Cited by 1,298 · see citing works
Dissociation and the fragmentary nature of traumatic memories: Overview and exploratory study
van Der Kolk, B. A., & Fisler, R. (1995) · Journal of Traumatic Stress · doi:10.1002/jts.2490080402 · Cited by 1,262 · see citing works
Cognition does not affect perception: Evaluating the evidence for “top-down” effects
Firestone, C., & Scholl, B. J. (2016) · Behavioral and Brain Sciences · doi:10.1017/s0140525x15000965 · Cited by 1,200 · see citing works
Topics in semantic representation
Griffiths, T. L., Steyvers, M., & Tenenbaum, J. B. (2007) · Psychological Review · doi:10.1037/0033-295x.114.2.211 · Cited by 1,122 · see citing works
Visual long-term memory has a massive storage capacity for object details
Brady, T. F., Konkle, T., Alvarez, G. A., & Oliva, A. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0803390105 · Cited by 1,106 · see citing works
A Focus Theory of Normative Conduct: When Norms Do and Do not Affect Behavior
Kallgren, C. A., Reno, R. R., & Cialdini, R. B. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/01461672002610009 · Cited by 1,005 · see citing works
Luo, X., & Bhattacharya, C. B. (2009) · Journal of Marketing · doi:10.1509/jmkg.73.6.198 · Cited by 962 · see citing works
Situated simulation in the human conceptual system
Barsalou, L. (2003) · Language and Cognitive Processes · doi:10.1080/01690960344000026 · Cited by 979 · see citing works
Levels of processing during non-conscious perception: a critical review of visual masking
Kouider, S., & Dehaene, S. (2007) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2007.2093 · Cited by 835 · see citing works
Précis of Elements of episodic memory
Tulving, E. (1984) · Behavioral and Brain Sciences · doi:10.1017/s0140525x0004440x · Cited by 809 · see citing works
The End of Framing as we Know it … and the Future of Media Effects
Cacciatore, M. A., Scheufele, D. A., & Iyengar, S. (2016) · Mass Communication and Society · doi:10.1080/15205436.2015.1068811 · Cited by 704 · see citing works
What Drives Immediate and Ongoing Word of Mouth?
Berger, J., & Schwartz, E. M. (2011) · Journal of Marketing Research · doi:10.1509/jmkr.48.5.869 · Cited by 663 · see citing works
Achieving Rigor in Qualitative Analysis: The Role of Active Categorization in Theory Building
Grodal, S., Anteby, M., & Holm, A. L. (2021) · Academy of Management Review · doi:10.5465/amr.2018.0482 · Cited by 646 · see citing works
How neurons make meaning: brain mechanisms for embodied and abstract-symbolic semantics
Pulvermüller, F. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.06.004 · Cited by 631 · see citing works
(2005) · doi:10.1093/acprof:oso/9780195154054.001.0001 · Cited by 586 · see citing works
Lodge, M., & Taber, C. S. (2005) · Political Psychology · doi:10.1111/j.1467-9221.2005.00426.x · Cited by 588 · see citing works
A review of the tip-of-the-tongue experience
Brown, A. S. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.109.2.204 · Cited by 517 · see citing works
Preconscious control of stereotype activation through chronic egalitarian goals.
Moskowitz, G. B., Gollwitzer, P. M., Wasel, W., & Schaal, B. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.77.1.167 · Cited by 500 · see citing works
Altmann, G. T. M., & Kamide, Y. (2007) · Journal of Memory and Language · doi:10.1016/j.jml.2006.12.004 · Cited by 434 · see citing works
Application of semantic feature analysis as a treatment for aphasic dysnomia
Boyle, M., & Coelho, C. A. (1995) · American Journal of Speech-Language Pathology · doi:10.1044/1058-0360.0404.94 · Cited by 431 · see citing works
Investigating the structure of semantic networks in low and high creative persons
Kenett, Y. N., Anaki, D., & Faust, M. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00407 · Cited by 392 · see citing works
Janssen, E., Everaerd, W., Spiering, M., & Janssen, J. (2000) · Journal of Sex Research · doi:10.1080/00224490009552016 · Cited by 404 · see citing works
Perceived informativeness of facts.
Fischhoff, B. (1977) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.3.2.349 · Cited by 404 · see citing works
Activity and Imagined Activity Can Enhance Young Children's Reading Comprehension.
Glenberg, A. M., Gutierrez, T., Levin, J. R., Japuntich, S., & Kaschak, M. P. (2004) · Journal of Educational Psychology · doi:10.1037/0022-0663.96.3.424 · Cited by 401 · see citing works
Hayes, J., Schimel, J., Arndt, J., & Faucher, E. H. (2010) · Psychological Bulletin · doi:10.1037/a0020524 · Cited by 389 · see citing works
When Will a Brand Scandal Spill Over, and how Should Competitors Respond?
Roehm, M. L., & Tybout, A. M. (2006) · Journal of Marketing Research · doi:10.1509/jmkr.43.3.366 · Cited by 380 · see citing works
Long-term effectiveness of inoculation against misinformation: Three longitudinal experiments.
Maertens, R., Roozenbeek, J., Basol, M., & van der Linden, S. (2021) · Journal of Experimental Psychology: Applied · doi:10.1037/xap0000315 · Cited by 321 · see citing works
Retrieving positive memories to regulate negative mood: Consequences for mood-congruent memory.
Rusting, C. L., & DeHart, T. (2000) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.78.4.737 · Cited by 315 · see citing works
An appraisal-disruption model of alcohol’s effects on stress responses in social drinkers
Sayette, M. A. (1993) · Psychological Bulletin · doi:10.1037/0033-2909.114.3.459 · Cited by 320 · see citing works
A Semantic Network Cartography of the Creative Mind
Kenett, Y. N., & Faust, M. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2019.01.007 · Cited by 276 · see citing works
The anchoring bias reflects rational use of cognitive resources
Lieder, F., Griffiths, T. L., M. Huys, Q. J., & Goodman, N. D. (2018) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1286-8 · Cited by 230 · see citing works
Neural correlate of the construction of sentence meaning
Fedorenko, E., Scott, T. L., Brunner, P., Coon, W. G., Pritchett, B., Schalk, G., & Kanwisher, N. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1612132113 · Cited by 199 · see citing works
Gotts, S. J., Chow, C. C., & Martin, A. (2012) · Cognitive Neuroscience · doi:10.1080/17588928.2012.670617 · Cited by 213 · see citing works
Associative learning and animal cognition
Dickinson, A. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2012.0220 · Cited by 219 · see citing works
Hardt, O., Einarsson, E. Ö., & Nader, K. (2010) · Annual Review of Psychology · doi:10.1146/annurev.psych.093008.100455 · Cited by 211 · see citing works
When and why do retrieval attempts enhance subsequent encoding?
Grimaldi, P. J., & Karpicke, J. D. (2012) · Memory & Cognition · doi:10.3758/s13421-011-0174-0 · Cited by 200 · see citing works
Food health claims – what consumers understand
Nocella, G., & Kennedy, O. (2012) · Food Policy · doi:10.1016/j.foodpol.2012.06.001 · Cited by 170 · see citing works
Toward a comprehensive understanding of executive cognitive function in implicit racial bias.
Ito, T. A., Friedman, N. P., Bartholow, B. D., Correll, J., Loersch, C., Altamirano, L. J., & Miyake, A. (2015) · Journal of Personality and Social Psychology · doi:10.1037/a0038557 · Cited by 159 · see citing works
Treating naming impairments in aphasia: Findings from a phonological components analysis treatment
Leonard, C., Rochon, E., & Laird, L. (2008) · Aphasiology · doi:10.1080/02687030701831474 · Cited by 150 · see citing works
A Systematic Review of Semantic Feature Analysis Therapy Studies for Aphasia
Efstratiadou, E. A., Papathanasiou, I., Holland, R., Archonti, A., & Hilari, K. (2018) · Journal of Speech, Language, and Hearing Research · doi:10.1044/2018_jslhr-l-16-0330 · Cited by 146 · see citing works
Multiple code activation in word recognition: evidence from rhyme monitoring
Donnenwerth-Nolan, S., Tanenhaus, M. K., & Seidenberg, M. S. (1981) · Journal of Experimental Psychology: Human Learning and Memory · doi:10.1037/0278-7393.7.3.170 · Cited by 147 · see citing works
The effects of graphemic, phonetic, and semantic relationships on access to lexical structures
Shulman, H. G., Hornak, R., & Sanders, E. (1978) · Memory & Cognition · doi:10.3758/bf03197436 · Cited by 141 · see citing works
Kingdon, D., Turkington, D., & John, C. (1994) · British Journal of Psychiatry · doi:10.1192/bjp.164.5.581 · Cited by 133 · see citing works
N400 ERPs for actions: building meaning in context
Amoruso, L., Gelormini, C., Aboitiz, F., Alvarez González, M., Manes, F., Cardona, J. F., & Ibanez, A. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00057 · Cited by 125 · see citing works
Grounding Language in Bodily States: The Case for Emotion
Glenberg, A. M., Havas, D., Becker, R., & Rinck, M. (2005) · Grounding Cognition · doi:10.1017/cbo9780511499968.006 · Cited by 123 · see citing works
Design fixation: Classifications and modern methods of prevention
Youmans, R. J., & Arciszewski, T. (2014) · Artificial Intelligence for Engineering Design, Analysis and Manufacturing · doi:10.1017/s0890060414000043 · Cited by 121 · see citing works
Krieger-Redwood, K., Jefferies, E., Karapanagiotidis, T., Seymour, R., Nunes, A., Ang, J. W. A., Majernikova, V., Mollo, G., & Smallwood, J. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.07.060 · Cited by 106 · see citing works
Is semantic memory impaired in schizophrenia? A systematic review and meta-analysis of 91 studies.
Doughty, O. J., & Done, D. J. (2009) · Cognitive Neuropsychiatry · doi:10.1080/13546800903073291 · Cited by 117 · see citing works
Situational knowledge and emotions
Conway, M. A., & Bekerian, D. A. (1987) · Cognition & Emotion · doi:10.1080/02699938708408044 · Cited by 111 · see citing works
Strijkers, K., & Costa, A. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00356 · Cited by 106 · see citing works
The Inseparability of Race and Partisanship in the United States
Westwood, S. J., & Peterson, E. (2022) · Political Behavior · doi:10.1007/s11109-020-09648-9 · Cited by 108 · see citing works
Multiple perspectives on word production
Levelt, W. J. M., Roelofs, A., & Meyer, A. S. (1999) · Behavioral and Brain Sciences · doi:10.1017/s0140525x99451775 · Cited by 107 · see citing works
Chwilla, D. J., Virgillito, D., & Vissers, C. T. W. M. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2010.21578 · Cited by 101 · see citing works
Application of social media analytics in tourism crisis communication
Park, D., Kim, W. G., & Choi, S. (2019) · Current Issues in Tourism · doi:10.1080/13683500.2018.1504900 · Cited by 98 · see citing works
Straube, B. (2012) · Behavioral and Brain Functions · doi:10.1186/1744-9081-8-35 · Cited by 96 · see citing works
Reward guides attention to object categories in real-world scenes.
Hickey, C., Kaiser, D., & Peelen, M. V. (2015) · Journal of Experimental Psychology: General · doi:10.1037/a0038627 · Cited by 91 · see citing works
Playing games with AIs: the limits of GPT-3 and similar large language models
Sobieszek, A., & Price, T. (2022) · Minds and Machines · doi:10.1007/s11023-022-09602-0 · Cited by 86 · see citing works
Beaty, R. E., Zeitlen, D. C., Baker, B. S., & Kenett, Y. N. (2021) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2021.100859 · Cited by 86 · see citing works
Quique, Y. M., Evans, W. S., & Dickey, M. W. (2019) · American Journal of Speech-Language Pathology · doi:10.1044/2018_ajslp-17-0155 · Cited by 81 · see citing works
Abramski, K., Citraro, S., Lombardi, L., Rossetti, G., & Stella, M. (2023) · Big Data and Cognitive Computing · doi:10.3390/bdcc7030124 · Cited by 81 · see citing works
“For instance, according to the spreading activation model established by pioneering work of psychologists Collins and Loftus [61], providing an individual with a cue word activates a cognitive process acting on a network representation, such that concepts are nodes linked together via conceptual…”
MethodThe Development of Conditional Reasoning and the Structure of Semantic Memory
Markovits, H., Fleury, M.-L., Quinn, S., & Venet, M. (1998) · Child Development · doi:10.1111/j.1467-8624.1998.tb06240.x · Cited by 68 · see citing works
Kurland, J., & Falcon, M. (2011) · Clinical Linguistics & Phonetics · doi:10.3109/02699206.2011.565398 · Cited by 68 · see citing works
Forgetting as a consequence and enabler of creative thinking
Storm, B. C., & Patel, T. N. (2014) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/xlm0000006 · Cited by 68 · see citing works
Carragher, M., Sage, K., & Conroy, P. (2013) · Neuropsychological Rehabilitation · doi:10.1080/09602011.2013.832335 · Cited by 67 · see citing works
Krieger-Redwood, K., & Jefferies, E. (2014) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2014.09.014 · Cited by 62 · see citing works
Pan, S. C., & Carpenter, S. K. (2023) · Educational Psychology Review · doi:10.1007/s10648-023-09814-5 · Cited by 60 · see citing works
Overlap in meaning is a stronger predictor of semantic activation in GPT-3 than in humans
Digutsch, J., & Kosinski, M. (2023) · Scientific Reports · doi:10.1038/s41598-023-32248-6 · Cited by 49 · see citing works
Tryon, W. W. (2018) · Clinical Psychological Science · doi:10.1177/2167702618765791 · Cited by 49 · see citing works
Using self-generated cues to facilitate recall: a narrative review
Wheeler, R. L., & Gabbert, F. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01830 · Cited by 47 · see citing works
Improving Your Creative Potential without Awareness: Overinclusive Thinking Training
Chiu, F.-C. (2015) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2014.11.001 · Cited by 45 · see citing works
“False memory” is a linguistic convenience.
Bernstein, D. M., Scoboria, A., Desjarlais, L., & Soucie, K. (2018) · Psychology of Consciousness: Theory, Research, and Practice · doi:10.1037/cns0000148 · Cited by 43 · see citing works
How different types of conceptual relations modulate brain activation during semantic priming
Sachs, O., Weis, S., Zellagui, N., Sass, K., Huber, W., Zvyagintsev, M., Mathiak, K., & Kircher, T. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2010.21483 · Cited by 39 · see citing works
Working memory failure in phone-based interaction
Huguenard, B. R., Lerch, F. J., Junker, B. W., Patz, R. J., & Kass, R. E. (1997) · ACM Transactions on Computer-Human Interaction · doi:10.1145/254945.254947 · Cited by 34 · see citing works
Trafimow, D., & Hughes, J. S. (2012) · Social Psychological and Personality Science · doi:10.1177/1948550611432938 · Cited by 33 · see citing works
Can colored sidewalk nudge city tourists to walk? An experimental study of the effect of nudges
Chen, J., Lehto, X., Lehto, M., & Day, J. (2023) · Tourism Management · doi:10.1016/j.tourman.2022.104683 · Cited by 31 · see citing works
Goral, M., & Lerman, A. (2020) · Behavioral Sciences · doi:10.3390/bs10090144 · Cited by 35 · see citing works
Elaborative retrieval: Do semantic mediators improve memory?
Lehman, M., & Karpicke, J. D. (2016) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/xlm0000267 · Cited by 27 · see citing works
Malone, C., Deason, R. G., Palumbo, R., Heyworth, N., Tat, M., & Budson, A. E. (2019) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2018.1513453 · Cited by 26 · see citing works
Encouraging pro-environmental behaviors through children-based appeals: a kin selection perspective
Palomo-Vélez, G., Buczny, J., & Van Vugt, M. (2020) · Sustainability · doi:10.3390/su12020748 · Cited by 23 · see citing works
Uninformative photos can increase people's perceived knowledge of complicated processes.
Cardwell, B. A., Lindsay, D. S., Förster, K., & Garry, M. (2017) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2017.05.002 · Cited by 19 · see citing works
Lee, S., & Faroqi-Shah, Y. (2024) · Journal of Speech, Language, and Hearing Research · doi:10.1044/2024_jslhr-23-00026 · Cited by 16 · see citing works
Nonprobative photos rapidly lead people to believe claims about their own (and other people’s) pasts
Cardwell, B. A., Henkel, L. A., Garry, M., Newman, E. J., & Foster, J. L. (2016) · Memory & Cognition · doi:10.3758/s13421-016-0603-1 · Cited by 15 · see citing works
Perseveration induces dissociative uncertainty in obsessive–compulsive disorder
Giele, C. L., van den Hout, M. A., Engelhard, I. M., Dek, E. C. P., Toffolo, M. B. J., & Cath, D. C. (2016) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2016.02.001 · Cited by 10 · see citing works
Using semantic maps as a teaching strategy for vocabulary development
Udaya, M. (2022) · European Journal of English Language Teaching · doi:10.46827/ejel.v6i5.4095 · Cited by 9 · see citing works
Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation
Jiang, H., Chen, J., Pan, Y., Chen, L., You, W., Zhou, Y., Zhang, R., Abate, Y., & Liu, T. (2026) · Findings of the Association for Computational Linguistics: ACL 2026 · doi:10.18653/v1/2026.findings-acl.1108
- Authors
- Collins, A. M., & Loftus, E. F.
- ORCID
- Loftus, Elizabeth F.
- Venue
- Psychological Review
- Published
- 1975-11
- Volume
- 82
- Issue
- 6
- Pages
- 407-428
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- OpenAlex
- W2135255848
- Cited by
- 8,141
- References
- 0
- Citations by year
- 2026: 200 · 2025: 216 · 2024: 190 · 2023: 275 · 2022: 270 · 2021: 264 · 2020: 301 · 2019: 316 · 2018: 260 · 2017: 272 · 2016: 252 · 2015: 312 · 2014: 397 · 2013: 307 · 2012: 288
- FWCI
- 30.31
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Review (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Keywords
- semantic processing, semantic memory, semantic priming, semantic networks, categorization, typicality, semantic relatedness, sentence verification, production experiment
About these checks
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review