Cited by 109Emotions and Moral BehaviorEmbodied and Extended Cognition

What is an emotion?

Open access
Adolphs, Ralph, Mlodinow, Leonard, Barrett, Lisa Feldman·2019·Current Biology

Abstract

Neuroscientists Ralph Adolphs and Lisa Feldman Barrett discuss the nature of emotion, moderated by physicist and science writer Leonard Mlodinow.

AI snapshot

Written from the paper’s full text.

TL;DR

This article is a moderated dialogue between Ralph Adolphs and Lisa Feldman Barrett about whether emotions are objective functional brain states or constructed categories tied to inference and social consensus. They agree that folk emotion categories are scientifically problematic but disagree on objectivity, animal emotion, and the role of conscious experience.

Key findings

  • Adolphs argues emotions are functional states that causally explain complex behaviors, with evolutionary functions and public criteria; Barrett argues brains solve an inverse inference problem by constructing ad hoc concepts, and emotions are embodied categorizations whose functions vary by context and are rooted in human consensus or social reality.
  • Both reject current folk-psychology taxonomies as guides for science; Barrett says any taxonomy anchored in folk categories will have the same problems, while Adolphs adds that unclear and inconsistent uses of “emotion” hinder integration across animal and human research.
  • On animals, Adolphs says there is evidence for homologous emotion circuits shared by humans and many other mammals; Barrett says action circuits may be homologous, but calling them emotion circuits requires stipulating a mental inference, and nonhuman emotional experience would require human-like ad hoc emotion concepts.
  • Barrett lists four deficiencies in emotion research: underappreciation of within-category variability, underappreciation of context, underappreciation of scientists’ own inferences, and underappreciation of the affect–emotion distinction. Adolphs agrees with the first two and adds the lack of a common vocabulary. Adolphs cites recent work on hypothalamic aggression circuits and superior colliculus/periaqueductal gray fear circuits; Barrett cites basolateral amygdala studies suggesting movement and valence coding are more complex than one-to-one emotion mappings.

Methods

  • Design: a moderated, edited dialogue between two neuroscientists, with Leonard Mlodinow as moderator; it is a conceptual exchange rather than a new empirical study.
  • Data or sample: no dataset or participant sample is reported; the discussion draws on prior literature and examples, including rodents, fruit flies, and human threat scenarios.
  • Main analysis: conceptual comparison of a functionalist account of emotion with a constructed-emotion account; no statistical or experimental analysis is performed.

Limitations

  • Stated by the participants: Adolphs acknowledges that Barrett identified a problem for his functionalist view—how to choose the correct function or functions. Barrett says her view is silent about conscious experience and that science has not found perceiver-independent criteria for emotional states despite more than a century of effort. Both note problems with current taxonomies and vocabulary.
  • Evident from the text: as a dialogue, the piece does not provide a systematic review, empirical test, or resolution; its claims are programmatic and rely on selected examples and citations.

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

Integrity signals

Registry

Crossref · 10.1016/j.cub.2019.09.008

Cites

13 of 13 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

7 of 15 cited sources checked · 4 supported · 0 flagged · accuracy not yet measured

  • Premisecitation
    § What is an emotion?

    All brains face an inverse inference problem: ambiguous, noisy sense data arrives from the body and environment, and the brain must infer causes.

    “All brains are faced with an inverse inference problem: ambiguous, noisy sense data continually arrives from inside the animal’s body (the result of allostasis) and from the surrounding environment (the animal’s niche). The brain does not have access to the causes of the sense data so it must infer them.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Hutchinson, 2019, The power of predictions: An emerging paradigm for psychological research, Curr. Dir. Psychol. Sci. source

      The Abstract describes predictions as explanations of the causes of sensations, and “Predictive Processing: Some Core Hypotheses” says the brain compares its internal model with sensory information from the body and world. These passages support inference from sensory input, but they do not explicitly establish that all brains face an inverse problem involving continually arriving, ambiguous and noisy data whose causes are inaccessible. (LLM, conf=0.79)

      Experimental — accuracy not yet measured
  • Premisecitation
    § What is an emotion?

    A brain constructs inferences by remembering past events similar to present conditions.

    “So, a brain constructs inferences — hypotheses about the causes of sensations — by remembering past events that are similar to present conditions. This is the basic hypothesis of predictive coding approaches to understanding brain function [6].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Hutchinson, 2019, The power of predictions: An emerging paradigm for psychological research, Curr. Dir. Psychol. Sci. source
  • Premisecitation
    § What is an emotion?

    The same changes in peripheral physiology are observed across a wide variety of emotional states.

    “The same changes in peripheral physiology are observed across a wide variety of emotional states [4].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [4] Siegel, 2018, Emotion fingerprints or emotion populations? A meta-analytic investigation of autonomic features of emotion categories, Psychol. Bull. source
  • Premisecitation
    § What is an emotion?

    The same neurons in the basolateral amygdala that increased firing during foraging also increased firing in control tasks devoid of threats or rewards.

    “It was recently discovered that the same neurons in the basolateral amygdala that increased their firing when a rat began foraging for rewards or aborted foraging (in the face of explicit threat) also increased their firing in control tasks devoid of explicit threats or rewards [12].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [12] Amir, 2015, Amygdala signaling during foraging in a hazardous environment, J. Neuro. source
  • Interpretationreasoning
    § What is an emotion?

    There are no objective criteria to say who is right when two people categorize the same sense data as different emotions.

    “We can compare our inferences to one another, or what is normative in that particular situation, but there are no objective criteria to say who is right.”
    Quote in the paperNot a substantial claim
  • May combine two claims. 13
  • Classified as probably not a substantial claim. 35
  • May combine two claims.

    Interpretationcitation
    § What is an emotion?

    Functions are not evolutionary in origin; to assume so is teleology, which can reflect erroneous causal reasoning.

    “I agree that functions are not arbitrary or unconstrained. But that does not mean functions are evolutionary in origin. To assume so is teleology, which we know can reflect erroneous causal reasoning (for example [5]).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [5] Keleman, 2013, Professional physical scientists display tenacious teleological tendencies: Purpose based reasoning as a cognitive default, J. Exp. Psychol: Gen. source
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationcitation
    § What is an emotion?

    Emotions are functional states of the brain that causally explain certain complex behaviors such as evading a predator or attacking prey.

    “In my view, emotions are the functional states of the brain that provide causal explanations of certain complex behaviors — like evading a predator or attacking prey [1,2].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [1] Adolphs, 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [2] Adolphs, 2019, Emotions are functional states that cause feelings and behavior source

      The Introduction (page unavailable) describes emotions as internal states that provide causal explanations of complex behavior, and Challenges explicitly uses fear-driven flight from a predator as an example. Our copy does not give attacking prey as an example of emotion-driven behavior, so that specific part of the attributed claim is not supported. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Interpretationcitation
    § What is an emotion?

    These neurons were coding for movement velocity, suggesting involvement in regulating physical actions more generally.

    “These neurons were coding for movement velocity, suggesting that they are involved in regulating physical actions more generally.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [12] Amir, 2015, Amygdala signaling during foraging in a hazardous environment, J. Neuro. source

      The Open field exploration and Behavioral correlates sections report that these neurons’ firing rates varied with movement speed, supporting the velocity-coding part of the claim. The Impact, origin, and significance section proposes a way Type-1 activity could affect movement initiation, but the paper does not establish that these neurons regulate physical actions more generally. Page numbers were not available in our copy. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning
    § What is an emotion?

    We can reliably assign emotion states to animals and people using criteria based on a theory about what emotions do.

    “We can reliably assign emotion states to animals (and to people) using criteria that are based on a theory about what emotions do, on their causal relations.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given
    § What is an emotion?

    Scientists may objectively measure when an animal attacks, but cannot objectively claim it was fear, anger, or a non-emotional state.

    “Scientists may objectively measure when an animal attacks a conspecific, but we cannot objectively claim that this was fear, anger, or some non-emotional state like being territorial.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given
    § What is an emotion?

    Any instance of emotion includes numerous features, including pleasure or displeasure, comfort or discomfort, and arousal or sleepiness.

    “Any instance of emotion includes numerous features, including experiences of pleasure or displeasure, comfort or discomfort, arousal or sleepiness.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).

    Interpretationreasoning
    § What is an emotion?

    Animals consciously experience their surroundings.

    “So I hypothesize that animals consciously experience their surroundings (they see, hear, taste, and so on).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning
    § What is an emotion?

    Functional states provide objective, public criteria that make it possible to objectively infer them.

    “As a result, functional states provide objective, public, criteria that make it possible to objectively infer them.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning
    § What is an emotion?

    For an animal to experience emotions like a human, its brain must be able to make ad hoc emotion concepts like a neurotypical human does.

    “For an animal to experience emotions like a human, the animal’s brain must be able to make ad hoc emotion concepts like a neurotypical human does.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation
    § What is an emotion?

    Changes in heart rate or blood pressure have physical functions but no inherent emotional meaning.

    “Research indicates that changes in heart rate or blood pressure have physical functions for maintaining the body and planning movements, but they have no inherent emotional meaning.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationcitation
    § What is an emotion?

    A brain solves its inference problem by continually constructing ad hoc concepts to make sense of sensory data.

    “So here is my hypothesis: a brain solves its inference problem by continually constructing ad hoc concepts to make sense of the cacophony arriving from its sensory organs [7,8].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [7] Barrett, 2017

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [8] Barrett, 2017, The theory of constructed emotion: An active inference account of interoception and categorization, Soc. Cog. Affect. Neuro.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning
    § What is an emotion?

    People in different functional states process somatic and environmental information differently.

    “People in these different functional states will process somatic and environmental information differently.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given
    § What is an emotion?

    The clearest starting point for understanding emotions will come from ethological study of simpler animals, not human psychology.

    “Yes, in my view the clearest starting point for understanding emotions will come from the ethological study of simpler animals, not from human psychology.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation
    § What is an emotion?

    Human anger can accomplish diverse purposes: removing an obstacle, enhancing performance, appearing powerful, or protecting against a hostile threat.

    “For example, studies show that human anger can accomplish purposes as diverse as removing an obstacle that is blocking an important goal, helping to enhance performance to win a competition or a negotiation, allowing a person to appear powerful or signal dominance, or protecting against a hostile threat [7].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [7] Barrett, 2017

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Interpretationcitation
    § What is an emotion?

    The function of anger varies situationally, depending on context.

    “But the available data lead me to hypothesize that the function of anger will vary situationally, depending on the context.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [7] Barrett, 2017

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationcitation
    § What is an emotion?

    Emotions are categories of social reality.

    “My hypothesis is that emotions are categories of social reality [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] Barrett, 2012, Emotions are real, Emotion source
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given
    § What is an emotion?

    An infant brain learns sensory-motor patterns that become available for later predictions.

    “An infant brain learns them. As an infant brain develops, it is learning the sensory-motor patterns that become available for later predictions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given
    § What is an emotion?

    All existing taxonomies anchored in folk psychology categories will have the same problems and are not a useful guide for scientific investigation.

    “Yes. All existing taxonomies that are anchored in folk psychology categories will have the same problems and therefore are not a useful guide for scientific investigation.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationnone given
    § What is an emotion?

    Instances of emotion include unconscious physical features and unconscious inferences.

    “Instances of emotion also include numerous unconscious physical features, such as changes within the internal milieu of the body, as well as the unconscious inferences that result in a conscious experience of the surrounding world during the emotional state (sights, smells, tastes, and so on); this latter experience is not an emotional experience.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given
    § What is an emotion?

    The functional role of conscious experience of emotion is unknown.

    “We can come up with a functional story about the actual emotion (preventing harm and so on), but the functional role of their conscious experience is unknown.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § What is an emotion?

    Functions are not unique but neither are they arbitrary.

    “Of course, functions are not unique. But neither are they arbitrary.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationreasoning
    § What is an emotion?

    Emotions are embodied representations that shape action and become experience.

    “Emotions, in my view, are those embodied representations that shape the animal’s action and become the animal’s experience of the world in that upcoming moment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § What is an emotion?

    There is a single functionally-described state for instances of the same emotion category, such as fear or anger.

    “I think that there is a single functionally-described state for instances of the same emotion category — fear, anger and so on.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § What is an emotion?

    Emotions are individuated by how sensations are categorized and actions are planned.

    “Emotions are individuated by how sensations are categorized and actions are planned.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    Human inference is necessary to construct instances of emotion.

    “One difference between our perspectives, I think, is that I propose human inference is necessary to construct instances of emotion, whereas your view is that human inference identifies instances of emotion but plays no role in constructing them.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationreasoning
    § What is an emotion?

    If fear is induced in a rat, the functions of that fear include defense from threat, and they are evolutionary in origin, so there is a fact of the matter about which functions are relevant.

    “If I induce fear in a rat, the functions of that fear include defense from threat, and so on. They are evolutionary in origin so there is a fact of the matter about which functions, out of all possible ones I could conjure up, are relevant.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning
    § What is an emotion?

    Whenever a brain reimplements past instances of anger to construct an ad hoc concept of anger for guiding action, anger is constructed.

    “Whenever a brain reimplements past instances of anger to construct an ad hoc concept of anger for the purposes of guiding action, anger is constructed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    What we learn about emotion in any experiment is determined by how we define emotions.

    “What we learn (or fail to learn) about emotion in any experiment is determined by how we define emotions in the first place.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § What is an emotion?

    For homologous action circuits to become emotion circuits, one must stipulate a mental inference that observed actions are caused by certain functions or goals.

    “I disagree — there may be homologous circuits for actions, but for these to become circuits for emotions, you have to stipulate a mental inference that observed actions (for example, freezing) are caused by certain functions or goals (for example, protecting against threat in fear).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given
    § What is an emotion?

    The evidence argues for homologous emotion circuits shared by humans and many other mammals.

    “Yes. In fact, I think the evidence argues for homologous emotion circuits that are shared by humans and many other mammals.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    Two instances become anger by virtue of human inferences of similarity.

    “So, two instances become anger by virtue of human inferences of similarity.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning
    § What is an emotion?

    These features are called affect, arise from allostatic control, and are not specific to emotion.

    “In my work, we refer to these features of experience as affect, and they arise from the brain’s continual allostatic control of the body, so they are not specific to instances of emotion.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    The ad hoc fear concept is a functional state of fear that prepares the animal to act and experience the world in a specific way.

    “In effect, the ad hoc fear concept is a functional state of fear that is preparing the animal to act and experience the world in a specific way.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S4 (based).

    Interpretationreasoning
    § What is an emotion?

    The same processes are at work when the brain creates an instance of emotion and when it creates non-emotion states.

    “I hypothesize that the same processes are at work when the brain creates an instance of emotion and when it creates non-emotion states.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    Context is under-appreciated.

    “Second: context is under-appreciated.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § What is an emotion?

    The distinction between affect and emotion is underappreciated.

    “Fourth: the distinction between affect and emotion is underappreciated.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given
    § What is an emotion?

    Within-category variability is under-appreciated.

    “First: within-category variability is under-appreciated.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationreasoning
    § What is an emotion?

    Affect derives from interoception, so any brain state involving interoception necessarily has affective properties.

    “Affect derives from interoception, and so any brain state that involves interoception will necessarily have affective properties (at least in vertebrates).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given
    § What is an emotion?

    The influence of scientists' own inferences is under-appreciated, leading to confusion between what is measured and what is inferred.

    “Third: the influence of scientists’ own inferences is under-appreciated, leading them to confuse what is measured with what is inferred.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § What is an emotion?

    There is a lack of clarity in what people mean by 'emotion'.

    “I would also add the lack of clarity in what people mean by ‘emotion’.”
    Quote in the paperNot a substantial claim
40 of 40
  • The paper relies on this without support.

    A mature science of emotion requires a unified framework for guiding inquiry and accumulating knowledge.

    “Such disputes have sown great discord among scientists, leaving the field in perpetual upheaval, and without a unified framework for guiding scientific inquiry and accumulating knowledge.”
  • The paper relies on this without support.

    Clarifying key points of debate will help with an eventual solution to disagreements in emotion science.

    “We hope that this dialogue, moderated and edited by the theoretical physicist and noted science writer Leonard Mlodinow (Subliminal: How Your Unconscious Mind Rules Your Behavior; Elastic: Flexible Thinking in a Constantly Changing World), clarifies some of the key points of debate that may help with an eventual solution.”
  • The paper relies on this without support.

    Animal threat circuits provide fundamental principles that generalize to human emotion processing.

    “They are a very small and narrow part of the story in relation to all of emotion in humans but the hope is that they will provide us with fundamental principles that give us insight into how emotions are processed in general.”
3 of 3

Cites

Flagged first, then by citations

1 of the 14 references couldn’t be matched to a known paper.

Cited by

Sorted by citations

Authors
Adolphs, R., Mlodinow, L., & Barrett, L. F.
Affiliations
  • California Institute of Technology (US)
  • Breckenridge Outdoor Education Center (US)
  • Northeastern University (US)
Corresponding author
  • Adolphs, Ralph
  • Mlodinow, Leonard
  • Barrett, Lisa Feldman
Venue
Current Biology
Publisher
Elsevier BV
Published
2019-10
Volume
29
Issue
20
Pages
R1060-R1064
ISSN
0960-9822 (ISSN-L)
OpenAlex
W2981852025
Cited by
109
References
14
Citations by year
2026: 12 · 2025: 16 · 2024: 13 · 2023: 23 · 2022: 16 · 2021: 15 · 2020: 9 · 2019: 1
FWCI
11.14
Type
journal article
Language
en
Open access
Locations
  • Current Biology (publishedVersion)
  • PubMed (publishedVersion)
  • CaltechAUTHORS (California Institute of Technology) (submittedVersion)
  • PubMed Central (submittedVersion)
Topics
  • Social Sciences › Psychology › Social Psychology › Emotions and Moral Behavior
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
Keywords
definition of emotion, subjective experience, affective neuroscience, philosophy of emotion, emotion and cognition
MeSH terms
Animals, Emotions, Humans

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 2026-09-30.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-09-30.

Cited sources are checked by gpt-6-sol.

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