Peter Hagoort

Publications

Displaying 1 - 26 of 26
  • Coopmans, C. W., De Hoop, H., Kaushik, K., Hagoort, P., & Martin, A. E. (2021). Structure-(in)dependent interpretation of phrases in humans and LSTMs. In Proceedings of the Society for Computation in Linguistics (SCiL 2021) (pp. 459-463).

    Abstract

    In this study, we compared the performance of a long short-term memory (LSTM) neural network to the behavior of human participants on a language task that requires hierarchically structured knowledge. We show that humans interpret ambiguous noun phrases, such as second blue ball, in line with their hierarchical constituent structure. LSTMs, instead, only do
    so after unambiguous training, and they do not systematically generalize to novel items. Overall, the results of our simulations indicate that a model can behave hierarchically without relying on hierarchical constituent structure.
  • Healthy Brain Study Consortium, Aarts, E., Akkerman, A., Altgassen, M., Bartels, R., Beckers, D., Bevelander, K., Bijleveld, E., Blaney Davidson, E., Boleij, A., Bralten, J., Cillessen, T., Claassen, J., Cools, R., Cornelissen, I., Dresler, M., Eijsvogels, T., Faber, M., Fernández, G., Figner, B., Fritsche, M. and 67 moreHealthy Brain Study Consortium, Aarts, E., Akkerman, A., Altgassen, M., Bartels, R., Beckers, D., Bevelander, K., Bijleveld, E., Blaney Davidson, E., Boleij, A., Bralten, J., Cillessen, T., Claassen, J., Cools, R., Cornelissen, I., Dresler, M., Eijsvogels, T., Faber, M., Fernández, G., Figner, B., Fritsche, M., Füllbrunn, S., Gayet, S., Van Gelder, M. M. H. J., Van Gerven, M., Geurts, S., Greven, C. U., Groefsema, M., Haak, K., Hagoort, P., Hartman, Y., Van der Heijden, B., Hermans, E., Heuvelmans, V., Hintz, F., Den Hollander, J., Hulsman, A. M., Idesis, S., Jaeger, M., Janse, E., Janzing, J., Kessels, R. P. C., Karremans, J. C., De Kleijn, W., Klein, M., Klumpers, F., Kohn, N., Korzilius, H., Krahmer, B., De Lange, F., Van Leeuwen, J., Liu, H., Luijten, M., Manders, P., Manevska, K., Marques, J. P., Matthews, J., McQueen, J. M., Medendorp, P., Melis, R., Meyer, A. S., Oosterman, J., Overbeek, L., Peelen, M., Popma, J., Postma, G., Roelofs, K., Van Rossenberg, Y. G. T., Schaap, G., Scheepers, P., Selen, L., Starren, M., Swinkels, D. W., Tendolkar, I., Thijssen, D., Timmerman, H., Tutunji, R., Tuladhar, A., Veling, H., Verhagen, M., Verkroost, J., Vink, J., Vriezekolk, V., Vrijsen, J., Vyrastekova, J., Van der Wal, S., Willems, R. M., & Willemsen, A. (2021). Protocol of the Healthy Brain Study: An accessible resource for understanding the human brain and how it dynamically and individually operates in its bio-social context. PLoS One, 16(12): e0260952. doi:10.1371/journal.pone.0260952.

    Abstract

    The endeavor to understand the human brain has seen more progress in the last few decades than in the previous two millennia. Still, our understanding of how the human brain relates to behavior in the real world and how this link is modulated by biological, social, and environmental factors is limited. To address this, we designed the Healthy Brain Study (HBS), an interdisciplinary, longitudinal, cohort study based on multidimensional, dynamic assessments in both the laboratory and the real world. Here, we describe the rationale and design of the currently ongoing HBS. The HBS is examining a population-based sample of 1,000 healthy participants (age 30-39) who are thoroughly studied across an entire year. Data are collected through cognitive, affective, behavioral, and physiological testing, neuroimaging, bio-sampling, questionnaires, ecological momentary assessment, and real-world assessments using wearable devices. These data will become an accessible resource for the scientific community enabling the next step in understanding the human brain and how it dynamically and individually operates in its bio-social context. An access procedure to the collected data and bio-samples is in place and published on https://www.healthybrainstudy.nl/en/data-and-methods.

    https://www.trialregister.nl/trial/7955

    Additional information

    supplementary material
  • Heyselaar, E., Peeters, D., & Hagoort, P. (2021). Do we predict upcoming speech content in naturalistic environments? Language, Cognition and Neuroscience, 36(4), 440-461. doi:10.1080/23273798.2020.1859568.

    Abstract

    The ability to predict upcoming actions is a hallmark of cognition. It remains unclear, however, whether the predictive behaviour observed in controlled lab environments generalises to rich, everyday settings. In four virtual reality experiments, we tested whether a well-established marker of linguistic prediction (anticipatory eye movements) replicated when increasing the naturalness of the paradigm by means of immersing participants in naturalistic scenes (Experiment 1), increasing the number of distractor objects (Experiment 2), modifying the proportion of predictable noun-referents (Experiment 3), and manipulating the location of referents relative to the joint attentional space (Experiment 4). Robust anticipatory eye movements were observed for Experiments 1–3. The anticipatory effect disappeared, however, in Experiment 4. Our findings suggest that predictive processing occurs in everyday communication if the referents are situated in the joint attentional space. Methodologically, our study confirms that ecological validity and experimental control may go hand-in-hand in the study of human predictive behaviour.
  • Misersky, J., Slivac, K., Hagoort, P., & Flecken, M. (2021). The State of the Onion: Grammatical aspect modulates object representation during event comprehension. Cognition, 214: 104744. doi:10.1016/j.cognition.2021.104744.

    Abstract

    The present ERP study assessed whether grammatical aspect is used as a cue in online event comprehension, in particular when reading about events in which an object is visually changed. While perfective aspect cues holistic event representations, including an event's endpoint, progressive aspect highlights intermediate phases of an event. In a 2 × 3 design, participants read SVO sentences describing a change-of-state event (e.g., to chop an onion), with grammatical Aspect manipulated (perfective “chopped” vs progressive “was chopping”). Thereafter, they saw a Picture of an object either having undergone substantial state-change (SC; a chopped onion), no state-change (NSC; an onion in its original state) or an unrelated object (U; a cactus, acting as control condition). Their task was to decide whether the object in the Picture was mentioned in the sentence. We focused on N400 modulation, with ERPs time-locked to picture onset. U pictures elicited an N400 response as expected, suggesting detection of categorical mismatches in object type. For SC and NSC pictures, a whole-head follow-up analysis revealed a P300, implying people were engaged in detailed evaluation of pictures of matching objects. SC pictures received most positive responses overall. Crucially, there was an interaction of Aspect and Picture: SC pictures resulted in a higher amplitude P300 after sentences in the perfective compared to the progressive. Thus, while the perfective cued for a holistic event representation, including the resultant state of the affected object (i.e., the chopped onion) constraining object representations online, the progressive defocused event completion and object-state change. Grammatical aspect thus guided online event comprehension by cueing the visual representation(s) of an object's state.
  • Preisig, B., Riecke, L., Sjerps, M. J., Kösem, A., Kop, B. R., Bramson, B., Hagoort, P., & Hervais-Adelman, A. (2021). Selective modulation of interhemispheric connectivity by transcranial alternating current stimulation influences binaural integration. Proceedings of the National Academy of Sciences of the United States of America, 118(7): e2015488118. doi:10.1073/pnas.2015488118.

    Abstract

    Brain connectivity plays a major role in the encoding, transfer, and
    integration of sensory information. Interregional synchronization
    of neural oscillations in the γ-frequency band has been suggested
    as a key mechanism underlying perceptual integration. In a recent
    study, we found evidence for this hypothesis showing that the
    modulation of interhemispheric oscillatory synchrony by means of
    bihemispheric high-density transcranial alternating current stimulation
    (HD-TACS) affects binaural integration of dichotic acoustic features.
    Here, we aimed to establish a direct link between oscillatory
    synchrony, effective brain connectivity, and binaural integration.
    We experimentally manipulated oscillatory synchrony (using bihemispheric
    γ-TACS with different interhemispheric phase lags) and
    assessed the effect on effective brain connectivity and binaural integration
    (as measured with functional MRI and a dichotic listening
    task, respectively). We found that TACS reduced intrahemispheric
    connectivity within the auditory cortices and antiphase (interhemispheric
    phase lag 180°) TACS modulated connectivity between the
    two auditory cortices. Importantly, the changes in intra- and interhemispheric
    connectivity induced by TACS were correlated with
    changes in perceptual integration. Our results indicate that γ-band
    synchronization between the two auditory cortices plays a functional
    role in binaural integration, supporting the proposed role
    of interregional oscillatory synchrony in perceptual integration.
  • Slivac, K., Hervais-Adelman, A., Hagoort, P., & Flecken, M. (2021). Linguistic labels cue biological motion perception and misperception. Scientific Reports, 11: 17239. doi:10.1038/s41598-021-96649-1.

    Abstract

    Linguistic labels exert a particularly strong top-down influence on perception. The potency of this influence has been ascribed to their ability to evoke category-diagnostic features of concepts. In doing this, they facilitate the formation of a perceptual template concordant with those features, effectively biasing perceptual activation towards the labelled category. In this study, we employ a cueing paradigm with moving, point-light stimuli across three experiments, in order to examine how the number of biological motion features (form and kinematics) encoded in lexical cues modulates the efficacy of lexical top-down influence on perception. We find that the magnitude of lexical influence on biological motion perception rises as a function of the number of biological motion-relevant features carried by both cue and target. When lexical cues encode multiple biological motion features, this influence is robust enough to mislead participants into reporting erroneous percepts, even when a masking level yielding high performance is used.
  • Bastiaansen, M. C. M., & Hagoort, P. (2006). Oscillatory neuronal dynamics during language comprehension. In C. Neuper, & W. Klimesch (Eds.), Event-related dynamics of brain oscillations (pp. 179-196). Amsterdam: Elsevier.

    Abstract

    Language comprehension involves two basic operations: the retrieval of lexical information (such as phonologic, syntactic, and semantic information) from long-term memory, and the unification of this information into a coherent representation of the overall utterance. Neuroimaging studies using hemo¬dynamic measures such as PET and fMRI have provided detailed information on which areas of the brain are involved in these language-related memory and unification operations. However, much less is known about the dynamics of the brain's language network. This chapter presents a literature review of the oscillatory neuronal dynamics of EEG and MEG data that can be observed during language comprehen¬sion tasks. From a detailed review of this (rapidly growing) literature the following picture emerges: memory retrieval operations are mostly accompanied by increased neuronal synchronization in the theta frequency range (4-7 Hz). Unification operations, in contrast, induce high-frequency neuronal synchro¬nization in the beta (12-30 Hz) and gamma (above 30 Hz) frequency bands. A desynchronization in the (upper) alpha frequency band is found for those studies that use secondary tasks, and seems to correspond with attentional processes, and with the behavioral consequences of the language comprehension process. We conclude that it is possible to capture the dynamics of the brain's language network by a careful analysis of the event-related changes in power and coherence of EEG and MEG data in a wide range of frequencies, in combination with subtle experimental manipulations in a range of language comprehension tasks. It appears then that neuronal synchrony is a mechanism by which the brain integrates the different types of information about language (such as phonological, orthographic, semantic, and syntactic infor¬mation) represented in different brain areas.
  • Forkstam, C., Hagoort, P., Fernandez, G., Ingvar, M., & Petersson, K. M. (2006). Neural correlates of artificial syntactic structure classification. NeuroImage, 32(2), 956-967. doi:10.1016/j.neuroimage.2006.03.057.

    Abstract

    The human brain supports acquisition mechanisms that extract structural regularities implicitly from experience without the induction of an explicit model. It has been argued that the capacity to generalize to new input is based on the acquisition of abstract representations, which reflect underlying structural regularities in the input ensemble. In this study, we explored the outcome of this acquisition mechanism, and to this end, we investigated the neural correlates of artificial syntactic classification using event-related functional magnetic resonance imaging. The participants engaged once a day during an 8-day period in a short-term memory acquisition task in which consonant-strings generated from an artificial grammar were presented in a sequential fashion without performance feedback. They performed reliably above chance on the grammaticality classification tasks on days 1 and 8 which correlated with a corticostriatal processing network, including frontal, cingulate, inferior parietal, and middle occipital/occipitotemporal regions as well as the caudate nucleus. Part of the left inferior frontal region (BA 45) was specifically related to syntactic violations and showed no sensitivity to local substring familiarity. In addition, the head of the caudate nucleus correlated positively with syntactic correctness on day 8 but not day 1, suggesting that this region contributes to an increase in cognitive processing fluency.
  • Hagoort, P. (2006). On Broca, brain and binding. In Y. Grodzinsky, & K. Amunts (Eds.), Broca's region (pp. 240-251). Oxford: Oxford University Press.
  • Hagoort, P. (2006). What we cannot learn from neuroanatomy about language learning and language processing [Commentary on Uylings]. Language Learning, 56(suppl. 1), 91-97. doi:10.1111/j.1467-9922.2006.00356.x.
  • Hagoort, P. (2006). Het zwarte gat tussen brein en bewustzijn. In J. Janssen, & J. Van Vugt (Eds.), Brein en bewustzijn: Gedachtensprongen tussen hersenen en mensbeeld (pp. 9-24). Damon: Nijmegen.
  • Hagoort, P. (2006). Event-related potentials from the user's perspective [Review of the book An introduction to the event-related potential technique by Steven J. Luck]. Nature Neuroscience, 9(4), 463-463. doi:10.1038/nn0406-463.
  • Hald, L. A., Bastiaansen, M. C. M., & Hagoort, P. (2006). EEG theta and gamma responses to semantic violations in online sentence processing. Brain and Language, 96(1), 90-105. doi:10.1016/j.bandl.2005.06.007.

    Abstract

    We explore the nature of the oscillatory dynamics in the EEG of subjects reading sentences that contain a semantic violation. More specifically, we examine whether increases in theta (≈3–7 Hz) and gamma (around 40 Hz) band power occur in response to sentences that were either semantically correct or contained a semantically incongruent word (semantic violation). ERP results indicated a classical N400 effect. A wavelet-based time-frequency analysis revealed a theta band power increase during an interval of 300–800 ms after critical word onset, at temporal electrodes bilaterally for both sentence conditions, and over midfrontal areas for the semantic violations only. In the gamma frequency band, a predominantly frontal power increase was observed during the processing of correct sentences. This effect was absent following semantic violations. These results provide a characterization of the oscillatory brain dynamics, and notably of both theta and gamma oscillations, that occur during language comprehension.
  • Hoeks, J. C. J., Hendriks, P., Vonk, W., Brown, C. M., & Hagoort, P. (2006). Processing the noun phrase versus sentence coordination ambiguity: Thematic information does not completely eliminate processing difficulty. Quarterly Journal of Experimental Psychology, 59, 1581-1899. doi:10.1080/17470210500268982.

    Abstract

    When faced with the noun phrase (NP) versus sentence (S) coordination ambiguity as in, for example, The thief shot the jeweller and the cop hellip, readers prefer the reading with NP-coordination (e.g., "The thief shot the jeweller and the cop yesterday") over one with two conjoined sentences (e.g., "The thief shot the jeweller and the cop panicked"). A corpus study is presented showing that NP-coordinations are produced far more often than S-coordinations, which in frequency-based accounts of parsing might be taken to explain the NP-coordination preference. In addition, we describe an eye-tracking experiment investigating S-coordinated sentences such as Jasper sanded the board and the carpenter laughed, where the poor thematic fit between carpenter and sanded argues against NP-coordination. Our results indicate that information regarding poor thematic fit was used rapidly, but not without leaving some residual processing difficulty. This is compatible with claims that thematic information can reduce but not completely eliminate garden-path effects.
  • Krott, A., Baayen, R. H., & Hagoort, P. (2006). The nature of anterior negativities caused by misapplications of morphological rules. Journal of Cognitive Neuroscience, 18(10), 1616-1630. doi:10.1162/jocn.2006.18.10.1616.

    Abstract

    This study investigates functional interpretations of left
    anterior negativities (LANs), a language-related electroencephalogram effect that has been found for syntactic and morphological violations. We focus on three possible interpretations of LANs caused by the replacement of irregular affixes with regular affixes: misapplication of morphological rules, mismatch of the presented form with analogy-based expectations, and mismatch of the presented form with stored representations. Event-related brain potentials were recorded during the visual presentation of existing and novel Dutch compounds. Existing compounds contained correct or replaced interfixes (dame + s + salons > damessalons vs. *dame + n + salons > *damensalons ‘‘women’s hairdresser salons’’), whereas novel Dutch compounds contained interfixes that were either supported or not supported by analogy to similar existing compounds
    (kruidenkelken vs. ?kruidskelken ‘‘herb chalices’’); earlier studies had shown that interfixes are selected by analogy instead of rules. All compounds were presented with correct or incorrect regular plural suffixes (damessalons vs. *damessalonnen). Replacing suffixes or interfixes in existing compounds both led to increased (L)ANs between 400 and 700 msec without any evidence for different scalp distributions for interfixes and suffixes. There was no evidence for a negativity when manipulating the analogical support for interfixes in novel compounds. Together with earlier studies, these results suggest that LANs had been caused by the mismatch of the presented forms with stored forms. We discuss these findings with respect to the single/dual-route debate of morphology and LANs found for the misapplication of syntactic rules.
  • Müller, O., & Hagoort, P. (2006). Access to lexical information in language comprehension: Semantics before syntax. Journal of Cognitive Neuroscience, 18(1), 84-96. doi:10.1162/089892906775249997.

    Abstract

    The recognition of a word makes available its semantic and
    syntactic properties. Using electrophysiological recordings, we
    investigated whether one set of these properties is available
    earlier than the other set. Dutch participants saw nouns on a
    computer screen and performed push-button responses: In
    one task, grammatical gender determined response hand
    (left/right) and semantic category determined response execution
    (go/no-go). In the other task, response hand depended
    on semantic category, whereas response execution depended
    on gender. During the latter task, response preparation occurred
    on no-go trials, as measured by the lateralized
    readiness potential: Semantic information was used for
    response preparation before gender information inhibited
    this process. Furthermore, an inhibition-related N2 effect
    occurred earlier for inhibition by semantics than for inhibition
    by gender. In summary, electrophysiological measures
    of both response preparation and inhibition indicated that
    the semantic word property was available earlier than the
    syntactic word property when participants read single
    words.
  • Van den Brink, D., Brown, C. M., & Hagoort, P. (2006). The cascaded nature of lexical selection and integration in auditory sentence processing. Journal of Experimental Psychology: Learning, Memory, and Cognition, 32(3), 364-372. doi:10.1037/0278-7393.32.3.364.

    Abstract

    An event-related brain potential experiment was carried out to investigate the temporal relationship
    between lexical selection and the semantic integration in auditory sentence processing. Participants were
    presented with spoken sentences that ended with a word that was either semantically congruent or
    anomalous. Information about the moment in which a sentence-final word could uniquely be identified,
    its isolation point (IP), was compared with the onset of the elicited N400 congruity effect, reflecting
    semantic integration processing. The results revealed that the onset of the N400 effect occurred prior to
    the IP of the sentence-final words. Moreover, the factor early or late IP did not affect the onset of the
    N400. These findings indicate that lexical selection and semantic integration are cascading processes, in
    that semantic integration processing can start before the acoustic information allows the selection of a
    unique candidate and seems to be attempted in parallel for multiple candidates that are still compatible
    with the bottom–up acoustic input.
  • Brown, C. M., Van Berkum, J. J. A., & Hagoort, P. (2000). Discourse before gender: An event-related brain potential study on the interplay of semantic and syntactic information during spoken language understanding. Journal of Psycholinguistic Research, 29(1), 53-68. doi:10.1023/A:1005172406969.

    Abstract

    A study is presented on the effects of discourse–semantic and lexical–syntactic information during spoken sentence processing. Event-related brain potentials (ERPs) were registered while subjects listened to discourses that ended in a sentence with a temporary syntactic ambiguity. The prior discourse–semantic information biased toward one analysis of the temporary ambiguity, whereas the lexical-syntactic information allowed only for the alternative analysis. The ERP results show that discourse–semantic information can momentarily take precedence over syntactic information, even if this violates grammatical gender agreement rules.
  • Brown, C. M., Hagoort, P., & Chwilla, D. J. (2000). An event-related brain potential analysis of visual word priming effects. Brain and Language, 72, 158-190. doi:10.1006/brln.1999.2284.

    Abstract

    Two experiments are reported that provide evidence on task-induced effects during
    visual lexical processing in a primetarget semantic priming paradigm. The research focuses on target expectancy effects by manipulating the proportion of semantically related and unrelated word pairs. In Experiment 1, a lexical decision task was used and reaction times (RTs) and event-related brain potentials (ERPs) were obtained. In Experiment 2, subjects silently read the stimuli, without any additional task demands, and ERPs were recorded. The RT and ERP results of Experiment 1 demonstrate that an expectancy mechanism contributed to the priming effect when a high proportion of related word pairs was presented. The ERP results of Experiment 2 show that in the absence of extraneous task requirements, an expectancy mechanism is not active. However, a standard ERP semantic priming effect was obtained in Experiment 2. The combined results show that priming effects due to relatedness proportion are induced by task demands and are not a standard aspect of online lexical processing.
  • Brown, C. M., & Hagoort, P. (2000). On the electrophysiology of language comprehension: Implications for the human language system. In M. W. Crocker, M. Pickering, & C. Clifton jr. (Eds.), Architectures and mechanisms for language processing (pp. 213-237). Cambridge University Press.
  • Brown, C. M., Hagoort, P., & Kutas, M. (2000). Postlexical integration processes during language comprehension: Evidence from brain-imaging research. In M. S. Gazzaniga (Ed.), The new cognitive neurosciences (2nd., pp. 881-895). Cambridge, MA: MIT Press.
  • Hagoort, P. (2000). De toekomstige eeuw der cognitieve neurowetenschap [inaugural lecture]. Katholieke Universiteit Nijmegen.

    Abstract

    Rede uitgesproken op 12 mei 2000 bij de aanvaarding van het ambt van hoogleraar in de neuropsychologie aan de Faculteit Sociale Wetenschappen KUN.
  • Hagoort, P., & Brown, C. M. (2000). ERP effects of listening to speech compared to reading: the P600/SPS to syntactic violations in spoken sentences and rapid serial visual presentation. Neuropsychologia, 38, 1531-1549.

    Abstract

    In this study, event-related brain potential ffects of speech processing are obtained and compared to similar effects in sentence reading. In two experiments sentences were presented that contained three different types of grammatical violations. In one experiment sentences were presented word by word at a rate of four words per second. The grammatical violations elicited a Syntactic Positive Shift (P600/SPS), 500 ms after the onset of the word that rendered the sentence ungrammatical. The P600/SPS consisted of two phases, an early phase with a relatively equal anterior-posterior distribution and a later phase with a strong posterior distribution. We interpret the first phase as an indication of structural integration complexity, and the second phase as an indication of failing parsing operations and/or an attempt at reanalysis. In the second experiment the same syntactic violations were presented in sentences spoken at a normal rate and with normal intonation. These violations elicited a P600/SPS with the same onset as was observed for the reading of these sentences. In addition two of the three violations showed a preceding frontal negativity, most clearly over the left hemisphere.
  • Hagoort, P., & Brown, C. M. (2000). ERP effects of listening to speech: semantic ERP effects. Neuropsychologia, 38, 1518-1530.

    Abstract

    In this study, event-related brain potential effects of speech processing are obtained and compared to similar effects insentence reading. In two experiments spoken sentences were presented with semantic violations in sentence-signal or mid-sentence positions. For these violations N400 effects were obtained that were very similar to N400 effects obtained in reading. However, the N400 effects in speech were preceded by an earlier negativity (N250). This negativity is not commonly observed with written input. The early effect is explained as a manifestation of a mismatch between the word forms expected on the basis of the context, and the actual cohort of activated word candidates that is generated on the basis of the speech signal.
  • Hagoort, P. (2000). What we shall know only tomorrow. Brain and Language, 71, 89-92. doi:10.1006/brln.1999.2221.
  • Van Berkum, J. J. A., Hagoort, P., & Brown, C. M. (2000). The use of referential context and grammatical gender in parsing: A reply to Brysbaert and Mitchell. Journal of Psycholinguistic Research, 29(5), 467-481. doi:10.1023/A:1005168025226.

    Abstract

    Based on the results of an event-related brain potentials (ERP) experiment (van Berkum, Brown, & Hagoort. 1999a, b), we have recently argued that discourse-level referential context can be taken into account extremely rapidly by the parser. Moreover, our ERP results indicated that local grammatical gender information, although available within a few hundred milliseconds from word onset, is not always used quickly enough to prevent the parser from considering a discourse-supported, but agreement-violating, syntactic analysis. In a comment on our work, Brysbaert and Mitchell (2000) have raised concerns about the methodology of our ERP experiment and have challenged our interpretation of the results. In this reply, we argue that these concerns are unwarranted and, that, in contrast to our own interpretation, the alternative explanations provided by Brysbaert and Mitchell do not account for the full pattern of ERP results.

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