{
  "schema_version": "bci-report-questions-in-language-wordings-v1",
  "release_id": "questions-in-language-update-20261008",
  "generated_at": "2026-10-08",
  "status": "aggregate_preview",
  "license": "CC BY 4.0",
  "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
  "scope": "The wordings route 3 asked its questions with, the held-out frequency partition and the declared derangements of the shuffled control, published with its results. Text only: no EEG, no score.",
  "authoring": "stage 0, agents that see no data and no result, fixed brief; hashed into protocol.json before the first fit; published with results",
  "note": "written at stage 0 by two blind agents from a fixed brief (wording-brief.md) before any score; not written by users and not tuned; published with the results (D5)",
  "kinds": {
    "frame": {
      "arm": "TPL",
      "train": 3,
      "held_out": 12,
      "test": "a1"
    },
    "label_name": {
      "arm": "TPL",
      "train": "1 canonical per predicate",
      "held_out": "exactly 3 synonyms per predicate",
      "test": "a2",
      "index": "synonym j=1..3 of every predicate; reported individually and as mean; not resampled; sentences say 'for these three synonyms'",
      "ssvep_fixed": [
        "{f} hertz",
        "{f} cycles per second",
        "spelled-out number"
      ],
      "sleep": "authoring agent supplies exactly 3 per stage passing the leakage rules (format variants count); if impossible, stage 0 stops before any fit"
    },
    "description": {
      "arm": "DESC",
      "train": "2 per seen predicate (SSVEP: 2 description frames with {f})",
      "held_out": "10 per seen predicate (SSVEP: 10 description frames)",
      "test": "a3",
      "held_out_author": "second independent agent, same brief, without seeing training descriptions"
    },
    "unseen_predicate_wordings": {
      "sleep": "implicit and explicit names in the 3 training frames; 10 descriptions per unseen predicate",
      "ssvep": "held-out f in the 3 training frames (TPL) and in the 2 training description frames (DESC)"
    }
  },
  "leakage_rules": [
    "forbidden phrases: every held-out label name, synonym and unseen-predicate name, case-insensitive whole-word regex, in every training text; explicit-composition wordings exempt",
    "sub-phrase rule: no held-out or unseen name contains a training name as a contiguous whole-word sub-phrase unless declared explicit composition or S6 negation probe",
    "seen sleep descriptions may not contain whole words asleep, NREM, non-REM, light, deep, not ('deep' only in N3 held-out synonyms); the W description may not describe sleep",
    "SSVEP numbers: pattern (?<![\\d.]) + re.escape(F) + (?!\\d|\\.\\d), F in the pinned one-decimal format; no held-out frequency of a rotation in its training texts",
    "SSVEP tokens: every tokenizer token of every held-out frequency string occurs in that rotation's training texts, per encoder",
    "negated wordings only in S6, never in training",
    "nearest training wording by cosine reported for every held-out wording (descriptive)"
  ],
  "leakage_checks_passed_before_the_first_fit": true,
  "texts": 787,
  "lists": {
    "en/sleep": {
      "frames_train": [
        "The scorer marked this 30-second epoch as {label}.",
        "Stage for this epoch of the overnight EEG: {label}.",
        "In this stretch of the overnight recording, the person's state was {label}."
      ],
      "frames_heldout": [
        "Hypnogram entry: {label}.",
        "A human rater would call this half-minute of EEG {label}.",
        "Here the brain activity corresponds to {label}.",
        "Looking at these thirty seconds of signal, the stage is {label}.",
        "Visual staging result: {label}.",
        "The recording at this point reflects {label}.",
        "An expert reviewing this page of the polysomnogram chose {label}.",
        "Label given to this window of nighttime brain signals: {label}.",
        "These EEG traces were classified as {label}.",
        "The technician's mark for this segment reads {label}.",
        "Category of this epoch according to the overnight scoring: {label}.",
        "What the scalp electrodes picked up here is {label}."
      ],
      "canonical": {
        "W": "wake",
        "N1": "N1 sleep",
        "N2": "N2 sleep",
        "N3": "N3 sleep",
        "REM": "REM sleep"
      },
      "synonyms": {
        "W": [
          "wakefulness",
          "awake",
          "stage W"
        ],
        "N1": [
          "stage 1 sleep",
          "sleep stage one",
          "stage N1"
        ],
        "N2": [
          "stage 2 sleep",
          "sleep stage two",
          "stage N2"
        ],
        "N3": [
          "slow-wave sleep",
          "deep sleep",
          "stage N3"
        ],
        "REM": [
          "stage R sleep",
          "paradoxical sleep",
          "dream sleep"
        ]
      },
      "desc_train": {
        "W": [
          "The person is alert with eyes open, blinking and glancing around; the EEG is dominated by fast, low-voltage activity and muscle artifact.",
          "Relaxed with eyes closed but fully alert, the person shows a clear alpha rhythm at the back of the head, along with blinks and frequent muscle activity."
        ],
        "N1": [
          "The alpha rhythm fades and gives way to slower, low-amplitude waves of mixed frequency, and slow rolling eye motions may appear.",
          "The person is just drifting off: muscle tone eases, sharp vertex waves can show up near the top of the head, and the background is low-voltage theta."
        ],
        "N2": [
          "Sleep spindles, short bursts of rhythmic activity, appear on a theta background together with K-complexes, large biphasic waves.",
          "A settled stage of sleep: mostly mixed-frequency theta, punctuated by K-complexes and brief spindle bursts, while the eyes stay still."
        ],
        "N3": [
          "Large, slow delta waves of high amplitude fill much of the epoch, and the sleeper is very hard to rouse.",
          "Big, slow delta waves dominate the trace, muscle tone is low and the eyes are still; this is the most restorative part of the night."
        ],
        "REM": [
          "The EEG is low-voltage and mixed in frequency, the chin muscle goes almost silent, and the eyes dart in rapid bursts.",
          "This is the dreaming part of the night: sawtooth waves appear, body muscles are nearly paralysed, and quick jerky eye shifts show in the eye channels."
        ]
      },
      "desc_heldout": {
        "W": [
          "The person lies with eyes open, glancing around the room, and the recording is busy with fast, low-amplitude activity and frequent blinks.",
          "Eyes are closed but the mind is alert; a steady rhythm ripples over the back of the head while the person lies still.",
          "Muscle tension is high and the trace is full of movement artifacts as the person shifts, scratches and looks about.",
          "The person is lying down reading or talking, fully attentive, with sharp blinks and glancing eye movements across the scene.",
          "Someone resting with closed eyes and a clear head, showing a regular posterior rhythm that vanishes the moment they open their eyes.",
          "Alert and responsive, the person could answer a question right away; the signal is mixed-frequency, quick and full of muscle activity.",
          "Bright, attentive state: chin muscle tone is strong, blinks show up as large spikes at the front, and the background is quick and choppy.",
          "The person is conscious and attentive to the surroundings, eyes moving freely, with brisk, irregular activity across the scalp.",
          "The person chats with the technician, adjusts the pillow and looks at a phone, filling the trace with muscle and movement artifacts.",
          "Sitting up and looking around, the person is fully aware of the room, and the EEG shows fast, low-voltage waves mixed with eye-movement spikes."
        ],
        "N1": [
          "The person is drifting off: the steady back-of-head rhythm fades into slower, low-voltage waves, and the eyes roll slowly from side to side.",
          "A transitional state at sleep onset, where the person might twitch or feel like falling and would easily be roused by a quiet sound.",
          "Low-amplitude, mixed activity dominated by slower theta waves, with sharp waves peaking near the top of the head.",
          "Eyelids heavy and thoughts wandering into odd images; if called by name the person would likely insist they had only been resting their eyes.",
          "The brief doze that comes right after the room goes dark, with slow rolling eye movements and muscle tone a little below the alert level.",
          "The alpha rhythm has dropped out and been replaced by a flatter, slower background, while spindles and big slow waves have yet to appear.",
          "A fleeting doze between alert stretches, the kind of brief sleep a person often fails to register.",
          "Hypnagogic state: loosely formed images and sudden muscle jerks, with the EEG slowing and losing its regular posterior rhythm.",
          "The sleeper's breathing evens out and the eyes drift slowly under the lids while the brain waves become small and slow.",
          "The doorway into sleep: activity is mostly theta, the chin relaxes a little, and a gentle noise would bring the person straight back."
        ],
        "N2": [
          "The trace shows sleep spindles, short bursts of fast waxing and waning waves, along with sharp K-complexes on a theta background.",
          "The person is soundly sleeping and unaware of the room, with still eyes and occasional large biphasic waves that stand out from the background.",
          "Much of the night is spent in this stage: steady breathing, quiet eyes, and brain activity punctuated by brief spindle bursts.",
          "Spindles appear over the central scalp, and a sudden noise tends to produce a large sharp wave while the person sleeps on.",
          "Settled sleep in which the person ignores soft whispers, the eyes rest motionless, and the EEG carries spindles and occasional K-complexes.",
          "Medium-depth sleep marked by isolated K-complexes and trains of spindles, with slow waves present but sparse.",
          "The sleeper breathes regularly and lies still; brief rhythmic bursts near the crown of the head come and go repeatedly.",
          "A stable stretch of sleep between the drowsy onset and the slow-wave phase, recognized by spindles and K-complexes.",
          "Body and eyes quiet, muscle tone reduced, and the EEG showing spindle bursts riding on a background of mixed slower waves.",
          "The person would take some effort to rouse; the signal mixes theta with occasional large sharp waves and spindles."
        ],
        "N3": [
          "Large, slow delta waves fill much of the trace, and the person is very hard to rouse.",
          "Slow-wave sleep: high-amplitude, very slow waves dominate, and breathing is slow and regular.",
          "If roused now the person would be groggy and confused, as the brain is producing big rolling slow oscillations.",
          "The most restorative part of the night, with tall slow waves, still eyes and minimal body movement.",
          "The EEG is dominated by broad, high-voltage waves, especially over the forehead, while spindles are scarce.",
          "Heavy, sound sleep early in the night, when sleepwalking or night terrors can occur and the signal is full of slow waves.",
          "The sleeper is at the bottom of the sleep cycle: muscles relaxed, heart rate low and steady, and the brain swinging in slow, large waves.",
          "Big slow waves crowd the epoch so densely that they take up most of its duration.",
          "A state of profound unresponsiveness in which loud sounds may pass unheard and the cortex fires in slow synchronized waves.",
          "Growth hormone release peaks in this phase, and the EEG looks like a series of slow swells of large amplitude."
        ],
        "REM": [
          "The person is dreaming vividly; the eyes dart back and forth under closed lids and the body muscles are almost paralyzed.",
          "The EEG looks low-voltage and mixed, much like an alert state, but chin muscle tone has dropped to its lowest level of the night.",
          "Sawtooth waves appear over the central scalp while quick, jerky eye movements show up in the eye channels.",
          "Paradoxical sleep: the brain is active and fast while the body lies limp, with occasional small muscle twitches.",
          "Breathing and heart rate become irregular, the eyes flick around, and the sleeper is in the middle of a story-like dream.",
          "A dreaming stage that grows longer toward morning, marked by bursts of eye movements and a near-total loss of muscle tone.",
          "If woken now the person would likely recall a detailed dream; the trace shows small, desynchronized activity and darting eye movements.",
          "Low-amplitude theta mixed with faster waves, a slack chin muscle, and clusters of sharp eye movements.",
          "The body is held still by muscle atonia while the eyes make sudden darting movements, as the person acts out a dream only in their mind.",
          "Active, dreaming sleep in which the cortex looks almost alert, though the person is cut off from the outside world and the limbs are limp."
        ]
      },
      "unseen_desc": {
        "asleep": [
          "The person is asleep, in any stage from the first doze to dreaming sleep.",
          "Sleep of any kind: spindles, slow waves, dreaming eye movements or drifting theta may be present, and the person is out of contact with the room.",
          "The person has lost conscious awareness of the surroundings and is somewhere in the sleep cycle.",
          "Any epoch in which the sleeper has crossed over from alertness into sleep, whether shallow, sound or dreaming.",
          "Asleep: the alpha rhythm of the relaxed alert state has faded and been replaced by some kind of sleep pattern.",
          "The person is sleeping, whether drifting off, sleeping soundly or dreaming.",
          "Eyes closed and consciousness switched off; the brain shows whichever sleep pattern the cycle has reached.",
          "Every sleep state counts here, from brief dozing and spindle sleep to slow-wave sleep and dreaming.",
          "The sleeper would need to be roused before responding, and the EEG shows patterns typical of sleep.",
          "Somewhere in the night's sleep, at any depth, with the person unaware of the outside world."
        ],
        "NREM": [
          "Quiet sleep at any depth: the eyes stay still or roll slowly, some muscle tone is kept, and the EEG shows theta, spindles or slow waves.",
          "Orthodox sleep, ranging from dozing off through spindle-rich sleep down to slow-wave sleep.",
          "Synchronized sleep in which the cortex slows progressively, with spindles, K-complexes or delta waves depending on depth.",
          "The person sleeps calmly with steady breathing and still eyes, anywhere from the sleep-onset doze to the slowest-wave sleep.",
          "Sleep in which brain waves are slower and more synchronized than during alertness, and the body muscles keep their tone.",
          "Any of the quiet sleep phases, where vivid dreaming is rare and the EEG is built of theta, spindles and slow waves.",
          "Restful sleep with regular heart rate and breathing, covering the transitional doze, the spindle phase and slow-wave sleep.",
          "The sleeper's eyes are calm and the muscles keep their tone, while the EEG is anywhere from drifting theta to large delta waves.",
          "The sleep that fills most of the early night, from drifting off to the slowest, most synchronized waves.",
          "Calm, synchronized sleep with steady autonomic rhythms, in which the brain idles anywhere from a shallow doze to strong slow-wave activity."
        ],
        "light": [
          "Light sleep: the person has dozed off but could be roused easily, and the EEG shows theta waves and perhaps spindles.",
          "The shallower part of sleep, covering the drift at sleep onset and the spindle-filled stretch that follows.",
          "The person sleeps lightly, eyes still or slowly rolling, with small slow waves, vertex waves, spindles or K-complexes.",
          "Sleep from which a soft sound or a touch would quickly bring the person back, with large slow waves still scarce.",
          "Light sleep, where theta activity dominates and spindles may come and go while big delta waves are rare.",
          "The early, easily disturbed phases of sleep, from the drowsy drift to the settled spindle stage.",
          "A shallow sleep in which brain waves have slowed from the alert rhythm but stay well short of the large slow waves of the heaviest sleep.",
          "The person is lightly sleeping, breathing evenly, with low-voltage mixed activity punctuated by occasional spindles or sharp waves.",
          "Sleep at the shallow end of the scale, typical of naps and of the moments after someone drifts off.",
          "Light sleep with relaxed muscles and quiet eyes; the EEG carries theta, spindles and occasional K-complexes, with slow waves sparse at most."
        ]
      },
      "unseen_names": {
        "asleep": {
          "implicit": "asleep",
          "explicit": "N1, N2, N3 or REM sleep"
        },
        "NREM": {
          "implicit": null,
          "explicit": "N1, N2 or N3 sleep"
        },
        "light": {
          "implicit": "light sleep",
          "explicit": "N1 or N2 sleep"
        }
      },
      "negation_frames": [
        "The scorer did not mark this 30-second epoch as {label}.",
        "This epoch is not {label}.",
        "Whatever this half-minute of EEG shows, it is not {label}.",
        "The hypnogram does not show {label} at this point of the night.",
        "This segment was scored as something other than {label}."
      ]
    },
    "en/ssvep": {
      "frames_train": [
        "The person is attending the target flickering at {label}.",
        "In this window, gaze is fixed on the stimulus that blinks at {label}.",
        "The flicker this viewer was focusing on runs at {label}."
      ],
      "frames_heldout": [
        "Focus of attention: the patch pulsing at {label}.",
        "The selected flashing target has a rate of {label}.",
        "This EEG was taken while the user looked at the {label} flicker.",
        "Watched stimulus frequency: {label}.",
        "The participant kept their eyes on the item that flashes at {label}.",
        "Among all the flickering targets, the attended target oscillates at {label}.",
        "Visual attention here is directed at the {label} stimulus.",
        "The on-screen target being looked at changes brightness at {label}.",
        "During this recording, the chosen target flickered at {label}.",
        "The viewer's intended target repeats its flash at {label}.",
        "Brain response recorded while staring at a blinker set to {label}.",
        "Gaze target: the flashing square at {label}."
      ],
      "canonical": {
        "8.0": "8.0 Hz",
        "8.2": "8.2 Hz",
        "8.4": "8.4 Hz",
        "8.6": "8.6 Hz",
        "8.8": "8.8 Hz",
        "9.0": "9.0 Hz",
        "9.2": "9.2 Hz",
        "9.4": "9.4 Hz",
        "9.6": "9.6 Hz",
        "9.8": "9.8 Hz",
        "10.0": "10.0 Hz",
        "10.2": "10.2 Hz",
        "10.4": "10.4 Hz",
        "10.6": "10.6 Hz",
        "10.8": "10.8 Hz",
        "11.0": "11.0 Hz",
        "11.2": "11.2 Hz",
        "11.4": "11.4 Hz",
        "11.6": "11.6 Hz",
        "11.8": "11.8 Hz",
        "12.0": "12.0 Hz",
        "12.2": "12.2 Hz",
        "12.4": "12.4 Hz",
        "12.6": "12.6 Hz",
        "12.8": "12.8 Hz",
        "13.0": "13.0 Hz",
        "13.2": "13.2 Hz",
        "13.4": "13.4 Hz",
        "13.6": "13.6 Hz",
        "13.8": "13.8 Hz",
        "14.0": "14.0 Hz",
        "14.2": "14.2 Hz",
        "14.4": "14.4 Hz",
        "14.6": "14.6 Hz",
        "14.8": "14.8 Hz",
        "15.0": "15.0 Hz",
        "15.2": "15.2 Hz",
        "15.4": "15.4 Hz",
        "15.6": "15.6 Hz",
        "15.8": "15.8 Hz"
      },
      "synonyms": {
        "8.0": [
          "8.0 hertz",
          "8.0 cycles per second",
          "eight point zero hertz"
        ],
        "8.2": [
          "8.2 hertz",
          "8.2 cycles per second",
          "eight point two hertz"
        ],
        "8.4": [
          "8.4 hertz",
          "8.4 cycles per second",
          "eight point four hertz"
        ],
        "8.6": [
          "8.6 hertz",
          "8.6 cycles per second",
          "eight point six hertz"
        ],
        "8.8": [
          "8.8 hertz",
          "8.8 cycles per second",
          "eight point eight hertz"
        ],
        "9.0": [
          "9.0 hertz",
          "9.0 cycles per second",
          "nine point zero hertz"
        ],
        "9.2": [
          "9.2 hertz",
          "9.2 cycles per second",
          "nine point two hertz"
        ],
        "9.4": [
          "9.4 hertz",
          "9.4 cycles per second",
          "nine point four hertz"
        ],
        "9.6": [
          "9.6 hertz",
          "9.6 cycles per second",
          "nine point six hertz"
        ],
        "9.8": [
          "9.8 hertz",
          "9.8 cycles per second",
          "nine point eight hertz"
        ],
        "10.0": [
          "10.0 hertz",
          "10.0 cycles per second",
          "ten point zero hertz"
        ],
        "10.2": [
          "10.2 hertz",
          "10.2 cycles per second",
          "ten point two hertz"
        ],
        "10.4": [
          "10.4 hertz",
          "10.4 cycles per second",
          "ten point four hertz"
        ],
        "10.6": [
          "10.6 hertz",
          "10.6 cycles per second",
          "ten point six hertz"
        ],
        "10.8": [
          "10.8 hertz",
          "10.8 cycles per second",
          "ten point eight hertz"
        ],
        "11.0": [
          "11.0 hertz",
          "11.0 cycles per second",
          "eleven point zero hertz"
        ],
        "11.2": [
          "11.2 hertz",
          "11.2 cycles per second",
          "eleven point two hertz"
        ],
        "11.4": [
          "11.4 hertz",
          "11.4 cycles per second",
          "eleven point four hertz"
        ],
        "11.6": [
          "11.6 hertz",
          "11.6 cycles per second",
          "eleven point six hertz"
        ],
        "11.8": [
          "11.8 hertz",
          "11.8 cycles per second",
          "eleven point eight hertz"
        ],
        "12.0": [
          "12.0 hertz",
          "12.0 cycles per second",
          "twelve point zero hertz"
        ],
        "12.2": [
          "12.2 hertz",
          "12.2 cycles per second",
          "twelve point two hertz"
        ],
        "12.4": [
          "12.4 hertz",
          "12.4 cycles per second",
          "twelve point four hertz"
        ],
        "12.6": [
          "12.6 hertz",
          "12.6 cycles per second",
          "twelve point six hertz"
        ],
        "12.8": [
          "12.8 hertz",
          "12.8 cycles per second",
          "twelve point eight hertz"
        ],
        "13.0": [
          "13.0 hertz",
          "13.0 cycles per second",
          "thirteen point zero hertz"
        ],
        "13.2": [
          "13.2 hertz",
          "13.2 cycles per second",
          "thirteen point two hertz"
        ],
        "13.4": [
          "13.4 hertz",
          "13.4 cycles per second",
          "thirteen point four hertz"
        ],
        "13.6": [
          "13.6 hertz",
          "13.6 cycles per second",
          "thirteen point six hertz"
        ],
        "13.8": [
          "13.8 hertz",
          "13.8 cycles per second",
          "thirteen point eight hertz"
        ],
        "14.0": [
          "14.0 hertz",
          "14.0 cycles per second",
          "fourteen point zero hertz"
        ],
        "14.2": [
          "14.2 hertz",
          "14.2 cycles per second",
          "fourteen point two hertz"
        ],
        "14.4": [
          "14.4 hertz",
          "14.4 cycles per second",
          "fourteen point four hertz"
        ],
        "14.6": [
          "14.6 hertz",
          "14.6 cycles per second",
          "fourteen point six hertz"
        ],
        "14.8": [
          "14.8 hertz",
          "14.8 cycles per second",
          "fourteen point eight hertz"
        ],
        "15.0": [
          "15.0 hertz",
          "15.0 cycles per second",
          "fifteen point zero hertz"
        ],
        "15.2": [
          "15.2 hertz",
          "15.2 cycles per second",
          "fifteen point two hertz"
        ],
        "15.4": [
          "15.4 hertz",
          "15.4 cycles per second",
          "fifteen point four hertz"
        ],
        "15.6": [
          "15.6 hertz",
          "15.6 cycles per second",
          "fifteen point six hertz"
        ],
        "15.8": [
          "15.8 hertz",
          "15.8 cycles per second",
          "fifteen point eight hertz"
        ]
      },
      "descframes_train": [
        "A screen target flashes {f} times each second, and the EEG over the back of the head follows that same rhythm.",
        "Eyes fixed on a patch that brightens and dims at a rate of {f} per second; occipital activity locks onto this pace."
      ],
      "descframes_heldout": [
        "The person fixes their gaze on the box that blinks at {f} Hz, and the occipital EEG takes on a rhythm at that same rate.",
        "Watching a target that flashes {f} times per second; the visual cortex locks onto that flicker.",
        "Attention is on the square pulsing at {f} hertz, so a sharp spectral peak shows up at that frequency over the back of the head.",
        "The eyes are held on a stimulus that turns on and off {f} times each second, entraining the visual response to its pace.",
        "A steady-state visual response at {f} Hz, produced while the person stares at the matching flickering key.",
        "The person looks at the light whose brightness oscillates at {f} cycles per second, and the occipital brain waves beat in step with it.",
        "Among many flickering keys on the screen, the person attends the key that flickers at {f} Hz.",
        "The posterior EEG carries a strong oscillation at {f} Hz, phase-locked to the flicker of the target the person is looking at.",
        "Focusing on the flashing cell with a frequency of {f} hertz, which drives the visual cortex at exactly that tempo.",
        "The person's gaze rests on the stimulus repeating {f} times per second, and their EEG power concentrates at that rate."
      ]
    },
    "en/mi": {
      "frames_train": [
        "In this window the participant was {label}.",
        "Task during this EEG segment: {label}.",
        "The person in this recording is {label}."
      ],
      "frames_heldout": [
        "This brain-signal snippet was captured while the user was {label}.",
        "Mental task in progress: {label}.",
        "What the volunteer did here: {label}.",
        "The EEG reflects someone {label}.",
        "Instruction being followed at this point: {label}.",
        "Over this short stretch, the subject kept {label}.",
        "Condition for this trial segment: {label}.",
        "The cue on the screen asked for {label}, and the person complied.",
        "These scalp recordings come from a moment of {label}.",
        "Labelled activity: {label}.",
        "While these signals were recorded, the participant was engaged in {label}.",
        "Recorded state of the user in this clip: {label}."
      ],
      "canonical": {
        "left": "imagining moving the left hand",
        "right": "imagining moving the right hand",
        "rest": "resting"
      },
      "synonyms": {
        "left": [
          "left-hand motor imagery",
          "mentally moving the left hand",
          "picturing a left-hand motion"
        ],
        "right": [
          "right-hand motor imagery",
          "mentally moving the right hand",
          "picturing a right-hand motion"
        ],
        "rest": [
          "at rest",
          "taking a break",
          "staying idle"
        ]
      },
      "desc_train": {
        "left": [
          "Sitting still, the person pictures squeezing the left fist while the real hand stays relaxed; mu and beta rhythms weaken over the right motor area.",
          "After a cue, the subject mentally rehearses gripping with the left hand, keeping the actual arm at ease."
        ],
        "right": [
          "Keeping the body still, the person imagines clenching the right fist, and sensorimotor rhythms drop over the left side of the head.",
          "Prompted by a cue, the subject rehearses a grasp with the right hand in their mind while the real arm stays relaxed."
        ],
        "rest": [
          "The person sits quietly, eyes on the screen, letting the mind idle and keeping the body relaxed.",
          "A calm baseline: the subject stays still and at ease, and motor rhythms over both hemispheres stay strong."
        ]
      },
      "desc_heldout": {
        "left": [
          "The person pictures squeezing a ball with the left hand while keeping the hand perfectly still.",
          "Mentally rehearsing a left-hand grasp, which weakens the mu rhythm over the right side of the motor cortex.",
          "Imagining the feeling of opening and closing the left fist, with the arm lying motionless on the table.",
          "The person imagines reaching out with the left hand to pick up a cup, while every muscle stays relaxed.",
          "Kinesthetic imagery of the left hand: the person feels the left fingers tapping, all in the mind.",
          "Event-related desynchronization over the right sensorimotor area as the person imagines a movement of the left hand.",
          "The person thinks about waving with the left hand, concentrating on how the motion would feel.",
          "A cue on the screen points left, and the person responds by imagining a grip of the left hand.",
          "Mentally clenching the left hand, which suppresses alpha and beta power over the hand area of the opposite hemisphere.",
          "The person imagines turning a doorknob with the left hand, keeping the actual hands relaxed."
        ],
        "right": [
          "The person imagines gripping a pen in the right hand and writing, while the hands stay still.",
          "Picturing a right-hand fist, which reduces mu activity over the left motor cortex.",
          "Mentally rehearsing flexing the right fingers, feeling the movement without performing it.",
          "The person concentrates on the sensation of squeezing something with the right hand.",
          "Imagined right-hand movement desynchronizes the sensorimotor rhythm over the left hemisphere.",
          "Following a rightward cue, the person pictures the right hand pressing a button.",
          "The person mentally throws a ball with the right hand, keeping the real arm relaxed on the armrest.",
          "Motor imagery of the right hand: alpha and beta power drop over the hand area on the opposite side of the head.",
          "Imagining tapping each finger of the right hand against the thumb, with the hand itself motionless.",
          "The person imagines turning a key with the right hand, attending to how the wrist would rotate."
        ],
        "rest": [
          "The person sits relaxed, watching the screen and letting the mind idle.",
          "A calm baseline period with no imagined movement; motor rhythms stay strong over both hemispheres.",
          "The person simply waits for the next cue, hands loose and thoughts unfocused.",
          "Relaxed attention to a fixation cross, with sensorimotor rhythms at their baseline strength.",
          "Neither hand is involved: the person stays at ease and keeps still.",
          "An idle state in which the mu rhythm over the motor strip is undisturbed on both sides.",
          "The person relaxes the whole body and breathes normally between trials.",
          "Quietly looking at the screen with no mental task, arms on the armrests.",
          "Balanced, symmetric motor-cortex activity while the person stays calm and inactive.",
          "The person takes a mental pause, keeping the hands relaxed and imagining nothing in particular."
        ]
      },
      "unseen_desc": {
        "hand_movement": [
          "The person imagines moving a hand, either the left or the right.",
          "Motor imagery of a hand: the person pictures gripping or squeezing with one of their hands.",
          "Imagining a hand movement, which weakens the mu rhythm over the motor cortex opposite the imagined hand.",
          "The person mentally rehearses a hand action, such as clenching a fist, while keeping the arms still.",
          "Kinesthetic imagery of either hand opening and closing, with event-related desynchronization over the corresponding hand area.",
          "The person concentrates on the feeling of moving the fingers on one side, while the hands stay motionless.",
          "Hand motor imagery on either side, producing a lateralized drop in alpha and beta power over sensorimotor cortex.",
          "The person imagines reaching out and grasping with a hand, as cued on the screen.",
          "Mentally performing a hand gesture with the left or right hand while the body stays relaxed.",
          "The person is busy with hand motor imagery, picturing a squeeze of whichever hand the cue indicated."
        ]
      },
      "unseen_names": {
        "hand_movement": {
          "implicit": "imagining a hand movement",
          "explicit": null
        }
      }
    },
    "zh/sleep": {
      "frames_train": [
        "这段30秒的脑电被判读为{label}。",
        "整夜脑电中这一帧的分期：{label}。",
        "在整夜记录的这一段里，受试者的状态是{label}。"
      ],
      "frames_heldout": [
        "睡眠图上这一格标的是{label}。",
        "人工判读者会把这半分钟的脑电归为{label}。",
        "此处的脑电活动对应{label}。",
        "看这三十秒的信号，分期应为{label}。",
        "目测分期结论：{label}。",
        "这一时刻的记录反映出{label}。",
        "专家审阅多导睡眠图的这一页后选择了{label}。",
        "夜间脑电这一窗口的标签：{label}。",
        "技师对这一段的标注写着{label}。",
        "按整夜评分，这个帧属于{label}。",
        "头皮电极在这里记录到的是{label}。",
        "这些脑电波形被归类为{label}。"
      ],
      "canonical": {
        "W": "清醒",
        "N1": "N1期睡眠",
        "N2": "N2期睡眠",
        "N3": "N3期睡眠",
        "REM": "REM期睡眠"
      },
      "synonyms": {
        "W": [
          "觉醒",
          "醒着",
          "W期"
        ],
        "N1": [
          "睡眠1期",
          "第一期睡眠",
          "N1阶段"
        ],
        "N2": [
          "睡眠2期",
          "第二期睡眠",
          "N2阶段"
        ],
        "N3": [
          "慢波睡眠",
          "深睡眠",
          "N3阶段"
        ],
        "REM": [
          "快速眼动睡眠",
          "异相睡眠",
          "R期睡眠"
        ]
      },
      "desc_train": {
        "W": [
          "受试者睁着眼、神志清楚，会眨眼和四处张望；脑电以快速的低幅活动为主，夹杂肌电伪迹。",
          "受试者闭眼放松但头脑清醒，枕部出现明显的α节律，同时伴有眨眼和频繁的肌电活动。"
        ],
        "N1": [
          "α节律逐渐消退，被频率较慢、幅度较低的混合波取代，眼睛可能出现缓慢的来回转动。",
          "受试者刚刚进入睡眠，肌张力开始放松，头顶附近可见尖锐的顶尖波，背景以低幅θ波为主。"
        ],
        "N2": [
          "在θ背景上出现睡眠纺锤波（短暂的节律性爆发）和K复合波（大而双相的波）。",
          "睡眠进入稳定阶段，脑电主要是混合频率的θ活动，时而穿插K复合波和短暂的纺锤波，眼睛保持静止。"
        ],
        "N3": [
          "高幅、缓慢的δ波占据了这帧的大部分时间，此时很难把人唤醒。",
          "大而缓慢的δ波主导整段记录，肌张力低，眼睛静止，这是夜间最能恢复体力的阶段。"
        ],
        "REM": [
          "脑电呈低幅、混合频率，下颏肌电几乎消失，眼睛成串地快速跳动。",
          "这是做梦的阶段：出现锯齿波，全身肌肉几乎瘫软，眼电通道中可见快速、急促的眼球转动。"
        ]
      },
      "desc_heldout": {
        "W": [
          "眼睛睁开，四处张望，脑电以快速、低幅的活动为主，夹杂频繁的眨眼伪迹。",
          "闭着眼但头脑灵敏，后脑勺上方出现规整的节律，睁眼后这种节律立刻消失。",
          "肌肉紧张度高，人在挪动身体、挠痒、看手机，记录里满是动作伪迹。",
          "人躺着看书或说话，反应敏捷，眼球随视线来回扫动。",
          "意识清楚、注意力集中，被叫到名字会马上回应，信号快而杂乱。",
          "下颏肌电很强，眨眼在额部留下大的尖峰，背景活动快速而零碎。",
          "人正和技师聊天、调整枕头，肌电和运动伪迹布满整段记录。",
          "闭目静坐，思路清晰，枕区可见平稳的规律波，抬眼时随即被阻断。",
          "人坐起来活动，睁眼环顾房间，脑电呈高频低幅的混合波形。",
          "警觉、反应灵敏的状态：眼睛自由转动，头皮各处是快速而起伏的活动。"
        ],
        "N1": [
          "人正迷迷糊糊地入睡，枕部的规律节律逐渐消退，换成较慢的低幅波，眼球缓慢左右滚动。",
          "入睡时的过渡状态，人可能突然抽动或有踩空感，轻微的声响就能把他唤回。",
          "低幅混合频率活动，以θ波为主，头顶附近出现尖锐的顶尖波。",
          "眼皮发沉，思绪飘向零散的画面；此时叫他，他多半会说自己只是闭眼休息。",
          "熄灯后短暂的打盹，眼球缓慢游移，肌张力比警觉时略低。",
          "α节律退去，背景转为平坦缓慢的θ活动，纺锤波与大慢波要稍后才登场。",
          "两段警觉之间的短暂打盹，这种片刻的睡眠常常被本人忽略。",
          "朦胧的入睡期：模糊的意象和突然的肌肉抽动，脑电逐渐变慢。",
          "呼吸变得均匀，眼球在眼睑下缓缓漂移，脑电波变小变慢。",
          "通往睡眠的门槛：活动以θ波为主，下颏稍稍放松，轻轻一点声音就能让人回过神来。"
        ],
        "N2": [
          "记录中出现睡眠纺锤波——一阵阵渐强渐弱的快波，以及θ背景上的K复合波。",
          "人已进入稳定睡眠，对周围的动静失去察觉，眼球静止，偶尔出现突出于背景的双相大波。",
          "整夜很多时间处于这一阶段：呼吸平稳、眼睛安静，脑电间或夹着短暂的纺锤波。",
          "中央区出现纺锤波，突然的声响可能诱发一个先负后正的大波，而人照样睡下去。",
          "需要较大的声音才能把人唤起，眼球静止，脑电带有纺锤波和偶发的K复合波。",
          "程度适中的睡眠，以孤立的K复合波和成串的纺锤波为标志，慢波零星可见。",
          "睡者呼吸规律、安静平躺，头顶附近短暂的节律性爆发反复出现又消失。",
          "介于入睡打盹和慢波阶段之间的一段稳定睡眠，以纺锤波和K复合波为特征。",
          "身体和眼睛都很安静，肌张力下降，纺锤波爆发叠加在较慢的混合波背景上。",
          "要费些力气才能唤起此人；信号中θ波与偶发的大尖波和纺锤波交织。"
        ],
        "N3": [
          "大而慢的δ波占据了记录的大部分，人极难被唤起。",
          "慢波睡眠：高幅的极慢波占主导，呼吸缓慢而规律。",
          "此时把人叫起来，他会迷糊、反应迟钝，因为大脑正产生大幅度的缓慢振荡。",
          "整夜最能恢复体力的阶段，慢波高耸，眼球静止，身体几乎静止。",
          "脑电以宽大的高电压波为主，额部尤为明显，纺锤波很少。",
          "前半夜酣沉的睡眠，梦游和夜惊多发生在此时，信号里充满慢波。",
          "睡者处在睡眠周期的谷底：肌肉松弛，心率低而平稳，大脑以缓慢的大幅波摆动。",
          "大慢波密集地挤满这段记录，占去其中大半时长。",
          "对外界极其迟钝的状态，响亮的声音也可能被忽略，皮层以同步的慢波放电。",
          "生长激素分泌在此阶段达到高峰，脑电看上去像一连串缓慢的巨大起伏。"
        ],
        "REM": [
          "人正在做生动的梦，眼球在闭合的眼睑下来回急转，全身肌肉几乎瘫软。",
          "脑电低幅混合，看起来很像警觉时，但下颏肌张力降到整夜最低。",
          "中央区出现锯齿波，眼动导联记录到急促、跳动的眼球运动。",
          "异相睡眠：大脑活跃而快速，身体却瘫软，偶有细小的肌肉抽动。",
          "呼吸和心率变得紊乱，眼睛四处闪动，睡者正经历情节完整的梦。",
          "越接近早晨越长的做梦阶段，伴有阵发性眼动和近乎完全的肌张力丧失。",
          "此时唤起他，多半能讲出详细的梦境；记录显示低幅去同步活动和跳动的眼球运动。",
          "低幅θ波夹杂较快的波，下颏肌肉松弛，眼球急促运动成簇出现。",
          "身体因肌肉失张力而静止，眼睛却突然左右跳动，人只在脑海中演绎着梦境。",
          "活跃的做梦睡眠，皮层看似接近警觉，但人与外界隔绝，四肢瘫软。"
        ]
      },
      "unseen_desc": {
        "asleep": [
          "人睡着了，可能处于从刚入睡到做梦之间的任何睡眠阶段。",
          "任何形式的睡眠：可能有纺锤波、慢波、做梦时的眼动或漂移的θ波，人已与周围失去联系。",
          "人已失去对周围环境的意识，正处在睡眠周期的某个位置。",
          "已从警觉跨入睡眠的任何时段，打盹、酣睡或做梦都算。",
          "睡着状态：放松警觉时的α节律已经消退，取而代之的是某种睡眠波形。",
          "人在睡觉，可能正在入睡、睡得正香，或者正在做梦。",
          "双眼闭合，意识暂时关闭，大脑呈现睡眠周期当前阶段的波形。",
          "所有睡眠状态都包括在内，从短暂打盹、纺锤波睡眠到慢波睡眠和做梦睡眠。",
          "睡者需要先被唤起才能回应，脑电呈现睡眠特有的模式。",
          "处于夜间睡眠的某个阶段，人对外界的动静失去了感知。"
        ],
        "NREM": [
          "各个程度的安静睡眠：眼球静止或缓慢滚动，保留部分肌张力，脑电呈θ波、纺锤波或慢波。",
          "正相睡眠，从入睡打盹经过纺锤波丰富的睡眠，一直到慢波睡眠。",
          "同步化睡眠，皮层活动逐步变慢，随程度加重依次出现纺锤波、K复合波或δ波。",
          "人睡得安稳，呼吸平稳、眼球静止，处于从入睡打盹到最慢波睡眠之间的任意位置。",
          "脑电波比警觉时更慢、更同步，全身肌肉保持张力的睡眠。",
          "各个安静的睡眠时相，生动的梦境少见，脑电由θ波、纺锤波和慢波构成。",
          "心率和呼吸规律的平静睡眠，包括过渡性打盹、纺锤波阶段和慢波睡眠。",
          "睡者眼动平静、肌肉保有张力，脑电介于漂移的θ波与巨大的δ波之间。",
          "构成前半夜主体的睡眠，从刚刚入睡到最缓慢、最同步的脑波。",
          "平静、同步的睡眠，自主神经节律稳定，大脑从轻度打盹一路过渡到强烈的慢波活动。"
        ],
        "light": [
          "浅睡：人已打盹入睡，但很容易被唤起，脑电出现θ波，或许还有纺锤波。",
          "睡眠中较浅的部分，包括入睡时的迷糊阶段和随后布满纺锤波的时段。",
          "人睡得很浅，眼球静止或缓慢滚动，伴有小慢波、顶尖波、纺锤波或K复合波。",
          "轻轻的声响或触碰就能很快把人唤回的睡眠，大慢波仍然稀少。",
          "浅睡眠，以θ活动为主，纺锤波时隐时现，大的δ波罕见。",
          "睡眠早期、容易被打扰的阶段，从迷糊入睡到稳定的纺锤波阶段。",
          "较浅的睡眠，脑波已比警觉时减慢，但距离最沉睡眠的大慢波还很远。",
          "人睡得很轻，呼吸均匀，低幅混合活动中偶尔夹着纺锤波或尖波。",
          "处于睡眠浅端的状态，常见于小睡以及刚刚入睡的片刻。",
          "浅睡，肌肉放松、眼睛安静，脑电带有θ波、纺锤波和偶发的K复合波，慢波至多零星可见。"
        ]
      },
      "unseen_names": {
        "asleep": {
          "implicit": "睡着",
          "explicit": "N1、N2、N3或REM期睡眠"
        },
        "NREM": {
          "implicit": null,
          "explicit": "N1、N2或N3期睡眠"
        },
        "light": {
          "implicit": "浅睡眠",
          "explicit": "N1或N2期睡眠"
        }
      },
      "negation_frames": []
    },
    "zh/ssvep": {
      "frames_train": [
        "受试者正在注视以{label}闪烁的目标。",
        "在这个窗口里，视线停留在按{label}闪动的刺激上。",
        "观看者此刻关注的闪烁目标频率为{label}。"
      ],
      "frames_heldout": [
        "注意力的焦点：以{label}跳动的色块。",
        "被选中的闪烁目标，其频率是{label}。",
        "这段脑电记录于用户盯着{label}闪光时。",
        "所看刺激的频率：{label}。",
        "参与者目光锁定在按{label}闪亮的那个项目上。",
        "在所有闪烁目标里，被关注的那个以{label}明暗变化。",
        "此时视觉注意指向{label}的刺激。",
        "屏幕上被注视的目标以{label}改变亮度。",
        "记录期间，所选目标按{label}闪烁。",
        "观看者想选的目标以{label}反复闪亮。",
        "这是凝视设为{label}的闪烁块时记录到的脑反应。",
        "注视对象：以{label}闪动的方块。"
      ],
      "canonical": {
        "8.0": "8.0 Hz",
        "8.2": "8.2 Hz",
        "8.4": "8.4 Hz",
        "8.6": "8.6 Hz",
        "8.8": "8.8 Hz",
        "9.0": "9.0 Hz",
        "9.2": "9.2 Hz",
        "9.4": "9.4 Hz",
        "9.6": "9.6 Hz",
        "9.8": "9.8 Hz",
        "10.0": "10.0 Hz",
        "10.2": "10.2 Hz",
        "10.4": "10.4 Hz",
        "10.6": "10.6 Hz",
        "10.8": "10.8 Hz",
        "11.0": "11.0 Hz",
        "11.2": "11.2 Hz",
        "11.4": "11.4 Hz",
        "11.6": "11.6 Hz",
        "11.8": "11.8 Hz",
        "12.0": "12.0 Hz",
        "12.2": "12.2 Hz",
        "12.4": "12.4 Hz",
        "12.6": "12.6 Hz",
        "12.8": "12.8 Hz",
        "13.0": "13.0 Hz",
        "13.2": "13.2 Hz",
        "13.4": "13.4 Hz",
        "13.6": "13.6 Hz",
        "13.8": "13.8 Hz",
        "14.0": "14.0 Hz",
        "14.2": "14.2 Hz",
        "14.4": "14.4 Hz",
        "14.6": "14.6 Hz",
        "14.8": "14.8 Hz",
        "15.0": "15.0 Hz",
        "15.2": "15.2 Hz",
        "15.4": "15.4 Hz",
        "15.6": "15.6 Hz",
        "15.8": "15.8 Hz"
      },
      "synonyms": {
        "8.0": [
          "8.0赫兹",
          "每秒8.0个周期",
          "八点零赫兹"
        ],
        "8.2": [
          "8.2赫兹",
          "每秒8.2个周期",
          "八点二赫兹"
        ],
        "8.4": [
          "8.4赫兹",
          "每秒8.4个周期",
          "八点四赫兹"
        ],
        "8.6": [
          "8.6赫兹",
          "每秒8.6个周期",
          "八点六赫兹"
        ],
        "8.8": [
          "8.8赫兹",
          "每秒8.8个周期",
          "八点八赫兹"
        ],
        "9.0": [
          "9.0赫兹",
          "每秒9.0个周期",
          "九点零赫兹"
        ],
        "9.2": [
          "9.2赫兹",
          "每秒9.2个周期",
          "九点二赫兹"
        ],
        "9.4": [
          "9.4赫兹",
          "每秒9.4个周期",
          "九点四赫兹"
        ],
        "9.6": [
          "9.6赫兹",
          "每秒9.6个周期",
          "九点六赫兹"
        ],
        "9.8": [
          "9.8赫兹",
          "每秒9.8个周期",
          "九点八赫兹"
        ],
        "10.0": [
          "10.0赫兹",
          "每秒10.0个周期",
          "十点零赫兹"
        ],
        "10.2": [
          "10.2赫兹",
          "每秒10.2个周期",
          "十点二赫兹"
        ],
        "10.4": [
          "10.4赫兹",
          "每秒10.4个周期",
          "十点四赫兹"
        ],
        "10.6": [
          "10.6赫兹",
          "每秒10.6个周期",
          "十点六赫兹"
        ],
        "10.8": [
          "10.8赫兹",
          "每秒10.8个周期",
          "十点八赫兹"
        ],
        "11.0": [
          "11.0赫兹",
          "每秒11.0个周期",
          "十一点零赫兹"
        ],
        "11.2": [
          "11.2赫兹",
          "每秒11.2个周期",
          "十一点二赫兹"
        ],
        "11.4": [
          "11.4赫兹",
          "每秒11.4个周期",
          "十一点四赫兹"
        ],
        "11.6": [
          "11.6赫兹",
          "每秒11.6个周期",
          "十一点六赫兹"
        ],
        "11.8": [
          "11.8赫兹",
          "每秒11.8个周期",
          "十一点八赫兹"
        ],
        "12.0": [
          "12.0赫兹",
          "每秒12.0个周期",
          "十二点零赫兹"
        ],
        "12.2": [
          "12.2赫兹",
          "每秒12.2个周期",
          "十二点二赫兹"
        ],
        "12.4": [
          "12.4赫兹",
          "每秒12.4个周期",
          "十二点四赫兹"
        ],
        "12.6": [
          "12.6赫兹",
          "每秒12.6个周期",
          "十二点六赫兹"
        ],
        "12.8": [
          "12.8赫兹",
          "每秒12.8个周期",
          "十二点八赫兹"
        ],
        "13.0": [
          "13.0赫兹",
          "每秒13.0个周期",
          "十三点零赫兹"
        ],
        "13.2": [
          "13.2赫兹",
          "每秒13.2个周期",
          "十三点二赫兹"
        ],
        "13.4": [
          "13.4赫兹",
          "每秒13.4个周期",
          "十三点四赫兹"
        ],
        "13.6": [
          "13.6赫兹",
          "每秒13.6个周期",
          "十三点六赫兹"
        ],
        "13.8": [
          "13.8赫兹",
          "每秒13.8个周期",
          "十三点八赫兹"
        ],
        "14.0": [
          "14.0赫兹",
          "每秒14.0个周期",
          "十四点零赫兹"
        ],
        "14.2": [
          "14.2赫兹",
          "每秒14.2个周期",
          "十四点二赫兹"
        ],
        "14.4": [
          "14.4赫兹",
          "每秒14.4个周期",
          "十四点四赫兹"
        ],
        "14.6": [
          "14.6赫兹",
          "每秒14.6个周期",
          "十四点六赫兹"
        ],
        "14.8": [
          "14.8赫兹",
          "每秒14.8个周期",
          "十四点八赫兹"
        ],
        "15.0": [
          "15.0赫兹",
          "每秒15.0个周期",
          "十五点零赫兹"
        ],
        "15.2": [
          "15.2赫兹",
          "每秒15.2个周期",
          "十五点二赫兹"
        ],
        "15.4": [
          "15.4赫兹",
          "每秒15.4个周期",
          "十五点四赫兹"
        ],
        "15.6": [
          "15.6赫兹",
          "每秒15.6个周期",
          "十五点六赫兹"
        ],
        "15.8": [
          "15.8赫兹",
          "每秒15.8个周期",
          "十五点八赫兹"
        ]
      },
      "descframes_train": [
        "屏幕上的目标每秒闪烁{f}次，枕区脑电随之出现同样节奏的振荡。",
        "视线固定在以每秒{f}次的速度明暗交替的色块上，视觉皮层的活动与这个节拍保持同步。"
      ],
      "descframes_heldout": [
        "受试者盯着以{f}赫兹闪烁的方块，枕区脑电随之出现同样频率的节律。",
        "注视每秒闪烁{f}次的目标，视觉皮层紧紧跟随这种闪烁。",
        "注意力集中在以{f} Hz跳动的方格上，后脑上方在该频率处出现尖锐的频谱峰。",
        "眼睛停留在每秒明暗交替{f}次的刺激上，视觉反应被带入相同的节奏。",
        "受试者凝视对应的闪烁按键时产生的{f} Hz稳态视觉响应。",
        "受试者看着亮度以每秒{f}个周期变化的光点，枕叶脑电随它同步起伏。",
        "屏幕上有许多闪烁的按键，受试者关注的是以{f}赫兹闪烁的那个。",
        "后部脑电带有很强的{f} Hz振荡，与受试者所看目标的闪烁保持锁相。",
        "专注于频率为{f}赫兹的闪烁格子，它恰好以这个节拍驱动视觉皮层。",
        "受试者的视线落在每秒重复{f}次的刺激上，脑电功率集中在这个频率。"
      ]
    },
    "zh/mi": {
      "frames_train": [
        "在这个窗口内，受试者正在{label}。",
        "这段脑电对应的任务：{label}。",
        "这段记录中的人处于{label}的状态。"
      ],
      "frames_heldout": [
        "这段脑信号采集时，用户正在{label}。",
        "进行中的心理任务：{label}。",
        "志愿者在这里做的事：{label}。",
        "脑电反映的是某人在{label}。",
        "此刻遵循的指令：{label}。",
        "在这短短的时间里，受试者持续{label}。",
        "本试次片段的条件：{label}。",
        "屏幕提示要求{label}，受试者照做了。",
        "这些头皮记录来自{label}的时刻。",
        "标注的活动：{label}。",
        "记录这些信号时，参与者专注于{label}。",
        "此片段中用户的标注状态：{label}。"
      ],
      "canonical": {
        "left": "想象移动左手",
        "right": "想象移动右手",
        "rest": "静息"
      },
      "synonyms": {
        "left": [
          "在脑中移动左手",
          "想象左手在动",
          "设想左手正在移动"
        ],
        "right": [
          "在脑中移动右手",
          "想象右手在动",
          "设想右手正在移动"
        ],
        "rest": [
          "休息",
          "歇息",
          "安静放松"
        ]
      },
      "desc_train": {
        "left": [
          "受试者保持身体静止，在脑中想象握紧左拳，真实的左手保持放松；右侧中央区的μ和β节律减弱。",
          "看到提示后，受试者在心里反复演练用左手抓握，真实的手臂保持放松。"
        ],
        "right": [
          "受试者身体保持静止，想象攥紧右拳，左侧中央区的感觉节律随之减弱。",
          "提示出现后，受试者在脑海中演练用右手握拳，真实的右臂保持松弛。"
        ],
        "rest": [
          "受试者安静地坐着，眼睛看着屏幕，身体放松，让头脑放空。",
          "放松的基线状态：受试者保持静止、心情平和，双侧中央区的节律保持较强。"
        ]
      },
      "desc_heldout": {
        "left": [
          "想象用左手捏一个球，但手保持完全静止。",
          "在脑中演练左手抓握，右侧运动皮层上的μ节律随之减弱。",
          "想象左拳张开又握紧的感觉，手臂平放在桌上静止。",
          "想象伸出左手去拿杯子，全身肌肉保持放松。",
          "左手的动觉想象：在心里感受左手手指一下下敲击。",
          "受试者想象左手动作时，右侧感觉运动区出现事件相关去同步化。",
          "受试者想象用左手挥手，专注于这个动作会带来的感觉。",
          "屏幕上的提示指向左边，受试者随即想象左手握紧。",
          "在心里攥紧左手，对侧半球手部区域的α和β功率下降。",
          "想象用左手转动门把手，实际的双手保持放松。"
        ],
        "right": [
          "想象右手握笔写字，双手实际保持静止。",
          "在脑海中握紧右拳，左侧运动皮层的μ活动随之减弱。",
          "在心里演练屈伸右手手指，只感受动作而实际保持静止。",
          "受试者专注于用右手挤压东西的感觉。",
          "想象的右手动作使左半球的感觉运动节律去同步化。",
          "看到向右的提示后，受试者想象右手按下按钮。",
          "在脑中用右手抛出一个球，真实的手臂松松地搁在扶手上。",
          "右手运动想象：头部对侧手部区域的α与β功率降低。",
          "想象右手各个手指依次与拇指相碰，手本身静止。",
          "想象用右手转动钥匙，留意手腕将如何旋转。"
        ],
        "rest": [
          "受试者放松地坐着，看着屏幕，让思绪自由放空。",
          "平静的基线时段，未想象任何动作，双侧运动节律保持强劲。",
          "受试者只是等待下一个提示，双手松弛，思绪散漫。",
          "放松地注视十字准星，感觉运动节律维持在基线水平。",
          "两只手都闲着：受试者安然静坐。",
          "空闲状态，运动带上的μ节律在两侧都保持完整。",
          "受试者在试次之间全身放松，正常呼吸。",
          "安静地看着屏幕，脑中无任何任务，手臂搭在扶手上。",
          "受试者保持平静、无所作为，运动皮层活动两侧对称、均衡。",
          "受试者让大脑歇一歇，双手放松，什么也不特别去想。"
        ]
      },
      "unseen_desc": {
        "hand_movement": [
          "受试者想象移动一只手，左手或右手均可。",
          "手部运动想象：受试者在脑中想象用某只手抓握或挤压。",
          "想象手部动作，与想象之手对侧的运动皮层μ节律减弱。",
          "受试者在心里演练握拳之类的手部动作，同时双臂保持静止。",
          "想象任意一只手张开又合拢的动觉，相应手部区域出现事件相关去同步化。",
          "受试者专注于某一侧手指活动的感觉，双手实际保持静止。",
          "任意一侧的手部运动想象，在感觉运动皮层产生偏侧化的α和β功率下降。",
          "受试者按屏幕提示，想象用手伸出去抓东西。",
          "受试者在脑中用左手或右手做一个手势，身体保持放松。",
          "受试者正在做手部运动想象，想象提示所指的那只手用力一握。"
        ]
      },
      "unseen_names": {
        "hand_movement": {
          "implicit": "想象手部动作",
          "explicit": null
        }
      }
    }
  },
  "frequency_grid_hz": [
    8.0,
    8.2,
    8.4,
    8.6,
    8.8,
    9.0,
    9.2,
    9.4,
    9.6,
    9.8,
    10.0,
    10.2,
    10.4,
    10.6,
    10.8,
    11.0,
    11.2,
    11.4,
    11.6,
    11.8,
    12.0,
    12.2,
    12.4,
    12.6,
    12.8,
    13.0,
    13.2,
    13.4,
    13.6,
    13.8,
    14.0,
    14.2,
    14.4,
    14.6,
    14.8,
    15.0,
    15.2,
    15.4,
    15.6,
    15.8
  ],
  "held_out_partition_hz": {
    "rotation 0": [
      8.2,
      9.2,
      10.4,
      11.6,
      12.6,
      13.8,
      14.4,
      15.0
    ],
    "rotation 1": [
      8.4,
      9.0,
      10.2,
      11.0,
      12.8,
      13.6,
      14.8,
      15.4
    ],
    "rotation 2": [
      8.0,
      9.6,
      10.8,
      11.4,
      12.2,
      13.4,
      14.2,
      15.6
    ],
    "rotation 3": [
      8.6,
      9.8,
      10.6,
      11.2,
      12.0,
      13.2,
      14.0,
      15.8
    ],
    "rotation 4": [
      8.8,
      9.4,
      10.0,
      11.8,
      12.4,
      13.0,
      14.6,
      15.2
    ]
  },
  "partition_constraints": [
    "each set has every stimulus-phase class exactly twice (stored and corrected lists)",
    "no two held-out frequencies adjacent on the grid",
    "at most 2 per tenths digit and exactly 1 per integer band 8..15 per set",
    "every tokenizer token of every held-out frequency string occurs in that rotation's training texts (per encoder)"
  ],
  "partition_why_not_uniform": "mod 4 aligned with phase (R1-1); mod 5 put one tenths digit per set, absent from training text (N1); any uniform 8-of-40 split has the digit problem",
  "s8_held_out_band_hz": [
    14.4,
    14.6,
    14.8,
    15.0,
    15.2,
    15.4,
    15.6,
    15.8
  ],
  "derangements": {
    "sleep_by_seed": {
      "20261007": {
        "W": "N1",
        "N1": "N3",
        "N2": "REM",
        "N3": "W",
        "REM": "N2"
      },
      "20261008": {
        "W": "N1",
        "N1": "N3",
        "N2": "W",
        "N3": "REM",
        "REM": "N2"
      },
      "20261009": {
        "W": "N1",
        "N1": "REM",
        "N2": "N3",
        "N3": "W",
        "REM": "N2"
      }
    },
    "motor_imagery_by_seed": {
      "20261007": {
        "left": "right",
        "right": "rest",
        "rest": "left"
      },
      "20261008": {
        "left": "rest",
        "right": "left",
        "rest": "right"
      },
      "20261009": {
        "left": "right",
        "right": "rest",
        "rest": "left"
      }
    },
    "ssvep_s10_by_rotation_and_seed_index": {
      "0/0": {
        "8.0": "14.8",
        "8.4": "11.8",
        "8.6": "13.0",
        "8.8": "11.2",
        "9.0": "15.6",
        "9.4": "10.8",
        "9.6": "11.0",
        "9.8": "8.4",
        "10.0": "14.6",
        "10.2": "13.2",
        "10.6": "12.2",
        "10.8": "12.4",
        "11.0": "8.8",
        "11.2": "9.4",
        "11.4": "10.2",
        "11.8": "13.4",
        "12.0": "10.0",
        "12.2": "9.6",
        "12.4": "14.2",
        "12.8": "14.0",
        "13.0": "15.2",
        "13.2": "8.0",
        "13.4": "15.8",
        "13.6": "15.4",
        "14.0": "10.6",
        "14.2": "9.8",
        "14.6": "8.6",
        "14.8": "11.4",
        "15.2": "9.0",
        "15.4": "12.0",
        "15.6": "12.8",
        "15.8": "13.6"
      },
      "0/1": {
        "8.0": "9.4",
        "8.4": "9.6",
        "8.6": "9.8",
        "8.8": "11.4",
        "9.0": "13.6",
        "9.4": "11.8",
        "9.6": "15.6",
        "9.8": "13.2",
        "10.0": "13.4",
        "10.2": "14.0",
        "10.6": "8.0",
        "10.8": "15.4",
        "11.0": "15.2",
        "11.2": "13.0",
        "11.4": "9.0",
        "11.8": "14.2",
        "12.0": "15.8",
        "12.2": "10.2",
        "12.4": "8.6",
        "12.8": "14.6",
        "13.0": "14.8",
        "13.2": "10.0",
        "13.4": "10.8",
        "13.6": "11.2",
        "14.0": "12.8",
        "14.2": "12.4",
        "14.6": "8.8",
        "14.8": "11.0",
        "15.2": "12.2",
        "15.4": "8.4",
        "15.6": "12.0",
        "15.8": "10.6"
      },
      "0/2": {
        "8.0": "14.8",
        "8.4": "12.8",
        "8.6": "15.2",
        "8.8": "13.0",
        "9.0": "10.2",
        "9.4": "13.6",
        "9.6": "15.6",
        "9.8": "12.4",
        "10.0": "11.8",
        "10.2": "8.6",
        "10.6": "8.4",
        "10.8": "14.2",
        "11.0": "8.0",
        "11.2": "14.0",
        "11.4": "13.2",
        "11.8": "10.0",
        "12.0": "14.6",
        "12.2": "10.6",
        "12.4": "9.6",
        "12.8": "15.8",
        "13.0": "9.4",
        "13.2": "8.8",
        "13.4": "9.8",
        "13.6": "15.4",
        "14.0": "12.0",
        "14.2": "9.0",
        "14.6": "12.2",
        "14.8": "11.0",
        "15.2": "11.2",
        "15.4": "11.4",
        "15.6": "10.8",
        "15.8": "13.4"
      },
      "1/0": {
        "8.0": "15.6",
        "8.2": "12.2",
        "8.6": "13.4",
        "8.8": "11.4",
        "9.2": "11.8",
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        "9.6": "14.2",
        "9.8": "13.2",
        "10.0": "15.8",
        "10.4": "12.4",
        "10.6": "12.0",
        "10.8": "13.8",
        "11.2": "8.0",
        "11.4": "9.8",
        "11.6": "14.4",
        "11.8": "14.0",
        "12.0": "15.0",
        "12.2": "10.0",
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        "13.0": "10.4",
        "13.2": "9.2",
        "13.4": "8.2",
        "13.8": "10.8",
        "14.0": "15.2",
        "14.2": "11.2",
        "14.4": "9.4",
        "14.6": "9.6",
        "15.0": "12.6",
        "15.2": "13.0",
        "15.6": "8.8",
        "15.8": "10.6"
      },
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        "8.0": "12.2",
        "8.2": "10.8",
        "8.6": "11.6",
        "8.8": "15.2",
        "9.2": "11.2",
        "9.4": "12.6",
        "9.6": "13.0",
        "9.8": "8.0",
        "10.0": "14.0",
        "10.4": "14.2",
        "10.6": "13.8",
        "10.8": "15.0",
        "11.2": "8.8",
        "11.4": "9.6",
        "11.6": "13.4",
        "11.8": "10.6",
        "12.0": "15.6",
        "12.2": "8.6",
        "12.4": "14.4",
        "12.6": "10.4",
        "13.0": "8.2",
        "13.2": "14.6",
        "13.4": "15.8",
        "13.8": "9.4",
        "14.0": "12.4",
        "14.2": "11.4",
        "14.4": "9.2",
        "14.6": "10.0",
        "15.0": "9.8",
        "15.2": "11.8",
        "15.6": "13.2",
        "15.8": "12.0"
      },
      "1/2": {
        "8.0": "14.2",
        "8.2": "13.4",
        "8.6": "15.8",
        "8.8": "12.0",
        "9.2": "8.0",
        "9.4": "11.6",
        "9.6": "13.8",
        "9.8": "11.2",
        "10.0": "13.2",
        "10.4": "12.6",
        "10.6": "13.0",
        "10.8": "9.2",
        "11.2": "14.0",
        "11.4": "8.6",
        "11.6": "9.4",
        "11.8": "10.6",
        "12.0": "9.8",
        "12.2": "15.0",
        "12.4": "14.6",
        "12.6": "10.4",
        "13.0": "14.4",
        "13.2": "10.0",
        "13.4": "11.8",
        "13.8": "15.2",
        "14.0": "8.8",
        "14.2": "9.6",
        "14.4": "15.6",
        "14.6": "10.8",
        "15.0": "12.4",
        "15.2": "8.2",
        "15.6": "12.2",
        "15.8": "11.4"
      },
      "2/0": {
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        "8.4": "12.0",
        "8.6": "11.0",
        "8.8": "11.2",
        "9.0": "13.8",
        "9.2": "11.6",
        "9.4": "11.8",
        "9.8": "12.8",
        "10.0": "15.2",
        "10.2": "13.0",
        "10.4": "14.4",
        "10.6": "12.4",
        "11.0": "13.6",
        "11.2": "12.6",
        "11.6": "8.8",
        "11.8": "15.8",
        "12.0": "10.0",
        "12.4": "14.6",
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        "13.0": "8.4",
        "13.2": "15.0",
        "13.6": "14.8",
        "13.8": "8.2",
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        "14.4": "9.2",
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        "15.4": "14.0",
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        "8.6": "15.2",
        "8.8": "11.0",
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        "12.0": "13.2",
        "12.4": "15.4",
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        "13.2": "9.4",
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        "15.2": "9.0",
        "15.4": "11.2",
        "15.8": "13.0"
      },
      "2/2": {
        "8.2": "11.8",
        "8.4": "10.6",
        "8.6": "11.6",
        "8.8": "11.2",
        "9.0": "14.6",
        "9.2": "13.6",
        "9.4": "12.8",
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        "10.0": "14.0",
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        "10.4": "12.0",
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        "14.0": "8.8",
        "14.4": "13.2",
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        "15.0": "9.8",
        "15.2": "9.2",
        "15.4": "10.0",
        "15.8": "10.4"
      },
      "3/0": {
        "8.0": "10.2",
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        "8.4": "10.8",
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        "9.0": "11.0",
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        "10.0": "12.4",
        "10.2": "13.0",
        "10.4": "8.2",
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        "11.0": "14.2",
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        "11.6": "9.6",
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        "12.4": "8.8",
        "12.6": "8.4",
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        "13.8": "11.4",
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        "14.4": "8.0",
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        "15.2": "9.4",
        "15.4": "11.8",
        "15.6": "9.0"
      },
      "3/1": {
        "8.0": "14.4",
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        "8.8": "14.6",
        "9.0": "10.2",
        "9.2": "14.8",
        "9.4": "15.4",
        "9.6": "8.2",
        "10.0": "8.4",
        "10.2": "12.8",
        "10.4": "8.0",
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        "11.0": "13.8",
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        "11.6": "9.0",
        "11.8": "8.8",
        "12.2": "11.0",
        "12.4": "15.0",
        "12.6": "11.4",
        "12.8": "10.4",
        "13.0": "9.4",
        "13.4": "15.6",
        "13.6": "12.4",
        "13.8": "15.2",
        "14.2": "12.2",
        "14.4": "9.6",
        "14.6": "10.0",
        "14.8": "11.8",
        "15.0": "10.8",
        "15.2": "9.2",
        "15.4": "13.0",
        "15.6": "13.4"
      },
      "3/2": {
        "8.0": "15.2",
        "8.2": "13.0",
        "8.4": "10.2",
        "8.8": "15.4",
        "9.0": "14.2",
        "9.2": "13.8",
        "9.4": "11.8",
        "9.6": "14.6",
        "10.0": "8.4",
        "10.2": "14.4",
        "10.4": "12.6",
        "10.8": "9.4",
        "11.0": "9.6",
        "11.4": "15.6",
        "11.6": "15.0",
        "11.8": "10.4",
        "12.2": "8.8",
        "12.4": "9.2",
        "12.6": "11.4",
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        "13.0": "11.6",
        "13.4": "10.0",
        "13.6": "11.0",
        "13.8": "12.4",
        "14.2": "12.8",
        "14.4": "12.2",
        "14.6": "8.2",
        "14.8": "10.8",
        "15.0": "13.4",
        "15.2": "9.0",
        "15.4": "8.0",
        "15.6": "13.6"
      },
      "4/0": {
        "8.0": "14.2",
        "8.2": "13.8",
        "8.4": "13.4",
        "8.6": "11.6",
        "9.0": "15.8",
        "9.2": "10.4",
        "9.6": "13.2",
        "9.8": "11.0",
        "10.2": "11.4",
        "10.4": "12.6",
        "10.6": "8.0",
        "10.8": "14.4",
        "11.0": "9.2",
        "11.2": "9.0",
        "11.4": "9.6",
        "11.6": "15.4",
        "12.0": "10.6",
        "12.2": "14.0",
        "12.6": "10.2",
        "12.8": "15.0",
        "13.2": "8.4",
        "13.4": "10.8",
        "13.6": "14.8",
        "13.8": "12.2",
        "14.0": "8.6",
        "14.2": "15.6",
        "14.4": "8.2",
        "14.8": "12.8",
        "15.0": "13.6",
        "15.4": "12.0",
        "15.6": "9.8",
        "15.8": "11.2"
      },
      "4/1": {
        "8.0": "11.6",
        "8.2": "11.4",
        "8.4": "14.0",
        "8.6": "14.2",
        "9.0": "11.2",
        "9.2": "15.6",
        "9.6": "11.0",
        "9.8": "14.8",
        "10.2": "12.6",
        "10.4": "15.8",
        "10.6": "14.4",
        "10.8": "8.6",
        "11.0": "13.4",
        "11.2": "13.8",
        "11.4": "10.2",
        "11.6": "13.2",
        "12.0": "13.6",
        "12.2": "15.0",
        "12.6": "8.2",
        "12.8": "10.6",
        "13.2": "15.4",
        "13.4": "12.0",
        "13.6": "9.0",
        "13.8": "9.2",
        "14.0": "9.8",
        "14.2": "10.8",
        "14.4": "12.2",
        "14.8": "9.6",
        "15.0": "8.4",
        "15.4": "12.8",
        "15.6": "8.0",
        "15.8": "10.4"
      },
      "4/2": {
        "8.0": "13.8",
        "8.2": "11.6",
        "8.4": "13.6",
        "8.6": "12.8",
        "9.0": "12.0",
        "9.2": "10.8",
        "9.6": "11.4",
        "9.8": "8.4",
        "10.2": "15.6",
        "10.4": "15.4",
        "10.6": "8.2",
        "10.8": "14.0",
        "11.0": "9.0",
        "11.2": "13.2",
        "11.4": "9.6",
        "11.6": "10.4",
        "12.0": "10.2",
        "12.2": "14.8",
        "12.6": "11.0",
        "12.8": "15.0",
        "13.2": "14.4",
        "13.4": "9.8",
        "13.6": "10.6",
        "13.8": "8.0",
        "14.0": "9.2",
        "14.2": "12.2",
        "14.4": "15.8",
        "14.8": "8.6",
        "15.0": "11.2",
        "15.4": "14.2",
        "15.6": "12.6",
        "15.8": "13.4"
      }
    },
    "rules": {
      "what": "TPL embeddings attached to the wrong seen predicates by declared derangements; unseen predicates get their true TPL embedding",
      "role": "alignment control for TPL only",
      "convention": "arm attaches to stage X the TPL embedding of stage sigma(X); a union query retrieves sigma^-1(U)",
      "sleep": "first three in lexicographic order of the 16 derangements minimising union overlap (light 0, NREM 1; asleep always 3 of 4)",
      "motor_imagery": "only the two 3-cycles exist; seeds 1 and 3 share one (stated in output)",
      "ssvep_s10": "per (rotation, seed): rejection sampling from numpy Generator(PCG64(20261007 + 100*rotation + seed_index)); accept only if no predicate receives the embedding of a frequency within 1.0 Hz of its own",
      "declared": "declared now, fixed at the freeze"
    }
  },
  "num_code": {
    "mean": 11.9,
    "sd": 2.309,
    "bump_sigma": 0.4,
    "bump_centres": [
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      8.3,
      8.7,
      9.1,
      9.5,
      9.9,
      10.3,
      10.7,
      11.1,
      11.5,
      11.9,
      12.3,
      12.7,
      13.1,
      13.5,
      13.9,
      14.3,
      14.7,
      15.1,
      15.5,
      15.9,
      16.3
    ],
    "dims": 23,
    "support_tol": 1e-06
  },
  "text_encoders": {
    "bge": {
      "repo": "BAAI/bge-small-en-v1.5",
      "commit": "5c38ec7c405ec4b44b94cc5a9bb96e735b38267a",
      "licence": "mit",
      "pooling": "cls",
      "parameters": 33360000
    },
    "minilm": {
      "repo": "sentence-transformers/all-MiniLM-L6-v2",
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      "repo": "intfloat/multilingual-e5-small",
      "commit": "614241f622f53c4eeff9890bdc4f31cfecc418b3",
      "licence": "mit",
      "pooling": "mean",
      "parameters": 117653760
    }
  },
  "text_encoders_note": "Frozen at pinned commits and never redistributed.",
  "provenance": {
    "manifest_sha256": "c85dbadaab3d08b9ae079015e664cec4ed7e16438c6e1ca00689c1ef341ade5e",
    "wording_lists_sha256": "b903f4f49138aefdba9385e82d5288f58eccc24ab228d9b45ab5bd53bf63912a"
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}