Cited by 154Face Recognition and PerceptionPrimate Behavior and EcologyAction Observation and Synchronization

Neurons in the Monkey Amygdala Detect Eye Contact during Naturalistic Social Interactions

Open access
Mosher, Clayton P., Zimmerman, Prisca E., Gothard, Katalin M.·2014·Current Biology

Abstract

Summary Primates explore the visual world through eye-movement sequences. Saccades bring details of interest into the fovea while fixations stabilize the image [1]. During natural vision, social primates direct their gaze at the eyes of others to communicate their own emotions and intentions and to gather information about the mental states of others [2]. Direct gaze is an integral part of facial expressions that signals cooperation or conflict over resources and social status [3-6]. Despite the great importance of making and breaking eye contact in the behavioral repertoire of primates, little is known about the neural substrates that support these behaviors. Here we show that the monkey amygdala contains neurons that respond selectively to fixations at the eyes of others and to eye contact. These “eye cells” share several features with the canonical, visually responsive neurons in the monkey amygdala, however, they respond to the eyes only when they fall within the fovea of the viewer, either as a result of a deliberate saccade, or as eyes move into the fovea of the viewer during a fixation intended to explore a different feature. The presence of eyes in peripheral vision fails to activate the eye cells. These findings link the primate amygdala to eye-movements involved in the exploration and selection of details in visual scenes that contain socially and emotionally salient features.

AI snapshot

Written from the paper’s full text.

TL;DR

The monkey amygdala contains neurons that respond selectively when another monkey’s eyes fall in the fovea, including a subpopulation that distinguishes direct eye contact from averted gaze. These “eye cells” show nested selectivity with canonical visually responsive amygdala neurons and may support gaze-mediated social behavior.

Key findings

Of 318 well-isolated neurons, 38 (12%) significantly changed firing rate when subjects fixated the eyes of movie monkeys (Q: 8/104, 7.7%; Z: 27/171, 15.8%; G: 3/42, 7.1%); these cells did not respond, or responded less, to fixations on the mouth, and 14 additional cells responded to all fixations independent of target.

  • A subpopulation of 10 eye-fixation cells fired significantly more during eye contact than during fixations on averted eyes; one example increased up to 76 Hz during eye contact versus a mean 10 Hz during averted-eye fixations, with a 5 Hz baseline. Two cells instead responded more to averted gaze (cell 1: 15.2 Hz vs. 7.7 Hz; cell 2: 12.0 Hz vs. 9.7 Hz).
  • Eye cells responded only when eyes were in the fovea, not in peripheral vision; saccades were not necessary. Five eye-fixation cells responded similarly after saccades to the eyes and passive appearance of eyes at fixation (latency 121±27 ms vs. 133±74 ms; t3=−0.574, P=0.697).
  • Eye cells appear to be a specialized class of visually responsive amygdala neurons: 248/318 (78%) responded to video onset/offset, all 52 fixation cells responded to visual stimuli, and 52/248 (21%) of visually responsive cells also responded to eye fixations.

Methods

Recorded neuronal activity from the amygdalae of three monkeys (Q, Z, G) while they viewed videos of natural behaviors by unfamiliar conspecifics; two subjects also viewed static frames extracted from each video.

  • Identified fixations on facial features and periods of eye contact by combining the viewer’s scanpath with an ethogram marking the movie monkey’s gaze direction.
  • Main analyses included Wilcoxon rank-sum tests for fixation-related firing changes, bootstrap shuffling of the movie-monkey ethogram for eye-contact selectivity, t-tests/chi-square comparisons, and histology/recording-site reconstruction; additional paradigms tested static images and cue-triggered face presentation with eyes at the fovea or >4° from center.

Limitations

Stated: the design precluded analyses of higher-order levels such as eye contact during appeasing or affiliative interactions, or eye contact with a friend versus a foe; the authors also note that a more complete answer on eye-contact cells is expected from a larger population.

  • Evident: key subpopulations were small—10 eye-contact cells, only 2 eye-contact cells tested with static images, 5 eye-fixation cells in the passive-viewing paradigm, and 3 nonselective-fixation cells—limiting generalizability.
  • Evident: the study is recording-based and does not causally manipulate eye cells; the authors state that future studies blocking or enhancing eye-cell activity are needed.

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

Integrity signals

Registry

Crossref · 10.1016/j.cub.2014.08.063

Cites

49 of 49 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

0 of 55 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Monkeys spent significantly less time fixating the mouth than the eyes.

    “They spent significantly less time fixating the mouth: Chi-squared test comparing the percent of time that the eyes or mouth were fixated, P <0.00001”
    Quote in the paperNot a substantial claim
  • Findingown data

    Eye cells respond to the eyes only when they fall within the fovea of the viewer, either as a result of a deliberate saccade or as eyes move into the fovea during a fixation intended to explore a different feature.

    “they respond to the eyes only when they fall within the fovea of the viewer, either as a result of a deliberate saccade, or as eyes move into the fovea of the viewer during a fixation intended to explore a different feature.”
    Quote in the paperSubstantial claim
  • Findingown data

    The presence of eyes in peripheral vision fails to activate the eye cells.

    “The presence of eyes in peripheral vision fails to activate the eye cells.”
    Quote in the paperSubstantial claim
  • Findingown data

    The monkey amygdala contains neurons that respond selectively to fixations at the eyes of others and to eye contact.

    “Here we show that the monkey amygdala contains neurons that respond selectively to fixations at the eyes of others and to eye contact.”
    Quote in the paperSubstantial claim
  • Findingnone given

    Eye cells share several features with the canonical, visually responsive neurons in the monkey amygdala.

    “These “eye cells” share several features with the canonical, visually responsive neurons in the monkey amygdala”
    Quote in the paperNot a substantial claim
  • May combine two claims. 12
  • Classified as probably not a substantial claim. 11
  • May combine two claims.

    Findingown data

    The response latency of eye fixation cells varied between 80-140 ms with a mean of 118±29 ms, shorter than the response latency of canonical visually-driven cells in the amygdala (mean 157±58 ms).

    “The response latency of the eye fixation cells varied between 80-140 ms with a mean latency of 118±29 ms, which is shorter than the response latency of canonical visually-driven cells in the amygdala (mean response latency to the presentation of visual stimuli: 157±58 ms, paired t-test t56=3.3299, P=0.0015; previously reported latencies of visually-responsive neurons in the amygdala exceed 100 ms”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [e.g., 21-24]

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    All five eye-fixation cells tested responded similarly after saccades to the eyes and the appearance of eyes at the center of fixation, indicating that saccades are not necessary for eye-cell activity.

    “All five eye-fixation cells responded similarly after saccades to the eyes and the appearance of eyes at the center of fixation (Figure S3 B-D) indicating that saccades are not a sine qua non requirement for the activity of eye cells.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The response patterns of eye-fixation cells during fixation at the eyes were tonic excitation spanning the entire fixation, phasic excitation with an average duration of 120±42 ms, and phasic inhibition.

    “The response patterns registered during fixation at the eyes were: (1) tonic excitation spanning the entire duration of fixations at the eyes (Figure 2B), (2) phasic excitation with an average duration of 120±42 ms (Figure 2C), and (3) phasic inhibition (Figure 2D).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    All 52 identified fixation cells (38 eye fixation cells and 14 non-selective fixation cells) responded to the appearance of visual stimuli on the monitor and the presence of eyes in the fovea; 52/248 (21%) of visually responsive cells also responded to fixations on the eyes.

    “All 52 identified fixation cells (38 eye fixation cells and 14 non-selective fixation cells), responded to the appearance of visual stimuli on the monitor and the presence of eyes in the fovea (i.e., 52/248, 21%, of the visually responsive cells also responded to fixations on the eyes; Figure S4).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Direct gaze is an integral part of facial expressions that signals cooperation or conflict over resources and social status.

    “Direct gaze is an integral part of facial expressions that signals cooperation or conflict over resources and social status [3-6].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [3] Maestripieri, 1997, Affiliative and submissive communication in rhesus macaques, Primates source

      Not checked in the free run.

    • cites [4] Redican, 1975, Facial expressions in nonhuman primates

      Not checked in the free run.

    • cites [5] Gomez, 1996, Ostensive behavior in great apes: the role of eye contact

      Not checked in the free run.

    • cites [6] Baron-Cohen, 1992, Reading the eyes: evidence for the role of perception in the development of a theory of mind, Mind Lang. source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    During natural vision, social primates direct their gaze at the eyes of others to communicate their own emotions and intentions and to gather information about the mental states of others.

    “During natural vision, social primates direct their gaze at the eyes of others to communicate their own emotions and intentions and to gather information about the mental states of others [2].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [2] Emery, 2000, The eyes have it: the neuroethology, function and evolution of social gaze, Neurosci. Biobehav. Rev. source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Videos promote interactive looking behaviors, e.g., eye contact, gaze-following, gaze-avoidance, and the reciprocation of facial expressions, as they better approximate natural interactions.

    “We have previously shown that videos promote interactive looking behaviors, e.g., eye contact, gaze-following, gaze-avoidance, and the reciprocation of facial expressions [12-17] as they better approximate natural interactions [18-20].”
    Quote in the paperSubstantial claim0 of 9 sources checked
    • cites [12] Capitanio, 2002, Sociability and responses to video playbacks in adult male rhesus monkeys (Macaca mulatta), Primates source

      Not checked in the free run.

    • cites [13] Ghazanfar, 2006, Eye movements of monkey observers viewing vocalizing conspecifics, Cognition source

      Not checked in the free run.

    • cites [14] Paukner, 2006, Video-induced yawning in stumptail macaques (Macaca arctoides), Biol. Lett. source

      Not checked in the free run.

    • cites [15] Machado, 2011, Social and nonsocial content differentially modulates visual attention and autonomic arousal in Rhesus macaques, PLoS ONE source

      Not checked in the free run.

    • cites [16] Feneran, 2013, Monkey see, monkey do: contagious itch in nonhuman primates, Acta Derm. Venereol. source

      Not checked in the free run.

    • cites [17] Mosher, 2011, Videos of conspecifics elicit interactive looking patterns and facial expressions in monkeys, Behav. Neurosci. source

      Not checked in the free run.

    • cites [18] Chang, 2013, Neuronal reference frames for social decisions in primate frontal cortex, Nat. Neurosci. source

      Not checked in the free run.

    • cites [19] Livneh, 2012, Self-monitoring of social facial expressions in the primate amygdala and cingulate cortex, Proc. Natl. Acad. Sci. USA source

      Not checked in the free run.

    • cites [20] Caruana, 2011, Emotional and social behaviors elicited by electrical stimulation of the insula in the macaque monkey, Curr. Biol. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Eye cells exhibit a pattern of nested selectivity: a primary response signals the presence of videos, a secondary response signals fixations at eyes, and a tertiary response signals eye contact.

    “Thus the primary response of these cells signals the presence of videos while the secondary and tertiary response signals fixations at eyes and eye contact, respectively, in a pattern of nested selectivity.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Many visually-responsive neurons in the monkey amygdala respond to the onset or offset of visual stimuli (phasic image-on/image-off cells) or to the entire time an image is presented (tonic responses).

    “Many visually-responsive neurons in the monkey amygdala respond to the onset or offset of visual stimuli (phasic image-on/image-off cells) or to the entire time an image is presented (tonic responses) [21-25].”
    Quote in the paperSubstantial claim0 of 5 sources checked
    • cites [21] Sanghera, 1979, Visual responses of neurons in the dorsolateral amygdala of the alert monkey, Exp. Neurol. source

      Not checked in the free run.

    • cites [22] Leonard, 1985, Neurons in the amygdala of the monkey with responses selective for faces, Behav. Brain Res. source

      Not checked in the free run.

    • cites [23] Nakamura, 1992, Activity of single neurons in the monkey amygdala during performance of a visual discrimination task, J. Neurophysiol. source

      Not checked in the free run.

    • cites [24] Gothard, 2007, Neural responses to facial expression and face identity in the monkey amygdala, J. Neurophysiol. source

      Not checked in the free run.

    • cites [25] Mosher, 2010, Response characteristics of basolateral and centromedial neurons in the primate amygdala, J. Neurosci. source

      Not checked in the free run.

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

    Premisecitation

    Identity-selective cells further differentiate between the facial expressions of that particular individual.

    “These identity-selective cells further differentiate between the facial expressions of that particular individual (see Figure 5 in [24]).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Gothard, 2007, Neural responses to facial expression and face identity in the monkey amygdala, J. Neurophysiol. source

      Not checked in the free run.

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

    Premisecitation

    The vast majority of neurons in the amygdala are category selective, responding differentially to monkey faces, human faces, and objects.

    “Indeed, our 2007 report on the selectivity of amygdala neurons [24] shows that the vast majority of neurons in the amygdala are category selective, responding differentially to monkey faces, human faces, and objects.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Gothard, 2007, Neural responses to facial expression and face identity in the monkey amygdala, J. Neurophysiol. source

      Not checked in the free run.

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

    Premisecitation

    Face-selective cells show additional selectivity for individuals.

    “Face-selective cells show additional selectivity for individuals.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Gothard, 2007, Neural responses to facial expression and face identity in the monkey amygdala, J. Neurophysiol. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    The timing of fixations and saccades is inconsistent across trials, and averaging the spike trains across trials eliminated the chance to observe short-lived fixation-related changes of firing rates, explaining why eye cells were missed in past static-image data.

    “Because the timing of fixations and saccades is inconsistent across trials, and averaging the spike trains across trials eliminated the chance to observe these short-lived fixation-related changes of firing rates.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    A confident, dominant monkey initiates eye contact by staring at the eyes of others and waiting for the targeted eyes to return direct gaze; submissive individuals might engage briefly in eye contact or may choose to avoid it altogether.

    “A confident, dominant monkey initiates eye contact by staring at the eyes of others and waiting for the targeted eyes to return direct gaze; submissive individuals might engage briefly in eye contact or may choose to avoid it altogether [3,4,37].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [3] Maestripieri, 1997, Affiliative and submissive communication in rhesus macaques, Primates source

      Not checked in the free run.

    • cites [4] Redican, 1975, Facial expressions in nonhuman primates

      Not checked in the free run.

    • cites [37] Chance, 1967, Attention structure as the basis of primate rank orders, Man (Lond)

      Not checked in the free run.

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

    Premisecitation

    Neurons in area TE exhibit heightened sensitivity for details that fall within the fovea.

    “Neurons in TE, however, exhibit heightened sensitivity for details that fall within the fovea [32-34].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [32] Moran, 1985, Selective attention gates visual processing in the extrastriate cortex, Science source

      Not checked in the free run.

    • cites [33] Rolls, 1995, The responses of single neurons in the temporal visual cortical areas of the macaque when more than one stimulus is present in the receptive field, Exp. Brain Res. source

      Not checked in the free run.

    • cites [34] Rolls, 2003, The receptive fields of inferior temporal cortex neurons in natural scenes, J. Neurosci. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    At the population level, neurons that signal eye contact elicit the highest firing rates, similarly to threatening faces that elicited higher firing rates than neutral and appeasing expressions.

    “The idea that, in the amygdala, the most socially salient stimuli elicit the highest firing rates holds true: at the population level neurons that signal eye contact elicit the highest firing rates, similarly to threatening faces that elicited higher firing rates than neutral and appeasing expressions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Neurons in the amygdala carry spatial information about the location of rewards, albeit the spatial scale might be too coarse for differentiating between foveal and peripheral presence of eyes.

    “Recent reports on the spatial-selectivity of neurons recorded from the amygdala [35] suggest neurons therein carry spatial information about the location of rewards, albeit the spatial scale might be too coarse for differentiating between foveal and peripheral presence of eyes.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Peck, 2013, The primate amygdala combines information about space and value, Nat. Neurosci. source

      Not checked in the free run.

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

    Premisecitation

    In humans, the majority of psychiatric and neurodevelopmental disorders show disruption in the use of eyes and eye contact during social interactions.

    “In humans, the majority of psychiatric and neurodevelopmental disorders show disruption in the use of eyes and eye contact during social interactions [38-42].”
    Quote in the paperNot a substantial claim0 of 5 sources checked
    • cites [38] Jones, 2013, Attention to eyes is present but in decline in 2-6-month-old infants later diagnosed with autism, Nature source

      Not checked in the free run.

    • cites [39] Rice, 2012, Parsing heterogeneity in autism spectrum disorders: visual scanning of dynamic social scenes in school-aged children, J. Am. Acad. Child Adolesc. Psychiatry source

      Not checked in the free run.

    • cites [40] Hirstein, 2001, Autonomic responses of autistic children to people and objects, Proc. Biol. Sci. source

      Not checked in the free run.

    • cites [41] Tso, 2012, Eye-contact perception in schizophrenia: relationship with symptoms and socioemotional functioning, J. Abnorm. Psychol. source

      Not checked in the free run.

    • cites [42] Schneier, 2011, Fear and avoidance of eye contact in social anxiety disorder, Compr. Psychiatry source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Retinotopy in the amygdala is unlikely because visual receptive fields in areas that project to the amygdala, e.g., area TE, are large enough to encompass an entire hemifield.

    “Retinotopy is unlikely when considering the gradual expansion of visual receptive fields along the ventral visual pathway [26]; indeed the receptive fields in areas that project to the amygdala, e.g. area TE [27,28], are large enough to encompass an entire hemifield [29-31].”
    Quote in the paperNot a substantial claim0 of 6 sources checked
    • cites [26] Desimone, 1989, Neural mechanisms of visual processing in monkeys

      Not checked in the free run.

    • cites [27] Herzog, 1976, Temporal neocortical afferent connections to the amygdala in the rhesus monkey, Brain Res. source

      Not checked in the free run.

    • cites [28] Amaral, 1984, Amygdalo-cortical projections in the monkey (Macaca fascicularis), J. Comp. Neurol. source

      Not checked in the free run.

    • cites [29] Gross, 1969, Visual receptive fields of neurons in inferotemporal cortex of the monkey, Science source

      Not checked in the free run.

    • cites [30] Boussaoud, 1991, Visual topography of area TEO in the macaque, J. Comp. Neurol. source

      Not checked in the free run.

    • cites [31] Freiwald, 2010, Functional compartmentalization and viewpoint generalization within the macaque face-processing system, Science source

      Not checked in the free run.

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

    Premisecitation

    Patients on the autism spectrum typically fail to solicit and reciprocate eye contact.

    “For example, patients on the autism spectrum typically fail to solicit and reciprocate eye contact [40,43-45].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [40] Hirstein, 2001, Autonomic responses of autistic children to people and objects, Proc. Biol. Sci. source

      Not checked in the free run.

    • cites [43] Kliemann, 2012, The role of the amygdala in atypical gaze on emotional faces in autism spectrum disorders, J. Neurosci. source

      Not checked in the free run.

    • cites [44] Tanaka, 2013, The “Eye Avoidance” Hypothesis of Autism Face Processing, J. Autism Dev. Disord. source

      Not checked in the free run.

    • cites [45] Rutishauser, 2013, Single-neuron correlates of atypical face processing in autism, Neuron source

      Not checked in the free run.

20 of 20
  • The paper relies on this without support.

    Little is known about the neural substrates that support making and breaking eye contact in primates.

    “Despite the great importance of making and breaking eye contact in the behavioral repertoire of primates, little is known about the neural substrates that support these behaviors.”
1 of 1

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?

  • The amygdala plays a critical role in allocating attention to other people and in integrating social information and social emotions into decision-making.

    “This is consistent with studies showing that the amygdala plays a critical role in allocating attention to other people 7 and in integrating social information 42 and social emotions 13 into decision-making.”

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.

  • Consistentz = 6.451reported p < .0001 · recomputed p < .001

    “z=6.451, p < .0001”

  • Consistentz = 5.655reported p < .0001 · recomputed p < .001

    “z=5.655, p < .0001”

2 of 2

Self-check

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

Each contradiction between two passages listed here was confirmed by an independent check.

  • Rates contradict the claimed preference for averted gaze

    Major

    The rates are listed in eye-contact-then-averted order, and both cells have higher rates during eye contact, contrary to the stated preference for averted gaze.

1 of 1

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Mosher, C. P., Zimmerman, P. E., & Gothard, K. M.
Affiliations
University of Arizona (US)
Corresponding author
Gothard, Katalin M.
Venue
Current Biology
Publisher
Elsevier BV
Published
2014-10
Volume
24
Issue
20
Pages
2459-2464
ISSN
0960-9822 (ISSN-L)
OpenAlex
W2111767565
Cited by
154
References
49
Citations by year
2026: 7 · 2025: 7 · 2024: 16 · 2023: 7 · 2022: 5 · 2021: 17 · 2020: 13 · 2019: 30 · 2018: 12 · 2017: 11 · 2016: 17 · 2015: 8 · 2014: 2 · 2013: 1 · 2012: 1
FWCI
7.07
Type
journal article
Language
en
Open access
Locations
  • Current Biology (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
  • UA Campus Repository (The University of Arizona) (acceptedVersion)
Funders
  • National Science Foundation
  • U.S. Public Health Service (R21086065)
  • National Institute of Mental Health (P50MH100023, R21MH086065)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
  • Social Sciences › Psychology › Social Psychology › Primate Behavior and Ecology
  • Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
Keywords
eye contact, amygdala, saccades, fixation, fovea, social cognition, primate social behavior, naturalistic social interaction, rhesus monkeys, theory of mind, facial expressions, social communication, visual stability
MeSH terms
Amygdala, Animals, Haplorhini, Behavior, Animal, Face, Neurons, Social Behavior, Video Recording, Visual Perception

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

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