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s1mb-generalization-contextual-choice

English evaluation cases authored using GPT-6-Astra. This review contains answers; do not send it as model input.

contextual-choice-001

Instruction

"What should we serve this guest, using only their stated requirements?"

State

[
  "The guest is fasting until sunset.",
  "It is noon; they explicitly decline food until the fast ends."
]

Criteria

  • option_1 (value: None): "Cedar-certified chicken plate"
  • option_2 (value: None): "No meal until sunset"
  • option_3 (value: None): "Fish with rice"
  • option_4 (value: None): "Lentil stew with vegetable stock"
  • option_5 (value: None): "Plain rice and sealed water"
  • option_6 (value: None): "Cheese sandwich"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

Deferring the meal respects the stated fast.

contextual-choice-002

Instruction

"Should the application enable this sharing feature now?"

State

"The policy requires affirmative consent. The user skipped the consent screen; defaults do not count as consent."

Criteria

  • option_1 (value: None): "Enable sharing"
  • option_2 (value: None): "Keep sharing disabled"

Target: {'option_1': 0.0, 'option_2': 1.0}

Skipping supplies no affirmative consent.

contextual-choice-003

Instruction

"Should the application enable this sharing feature now?"

State

{
  "policy": "Explicit opt-in required.",
  "user_action": "Checked the opt-in box and saved."
}

Criteria

  • option_1 (value: None): "Enable sharing"
  • option_2 (value: None): "Keep sharing disabled"

Target: {'option_1': 1.0, 'option_2': 0.0}

A saved explicit opt-in grants permission.

contextual-choice-004

Instruction

"Should the application enable this sharing feature now?"

State

{
  "permission": "Active until tomorrow; not revoked.",
  "policy": "Sharing enabled while a user-set permission is active."
}

Criteria

  • option_1 (value: None): "Enable sharing"
  • option_2 (value: None): "Keep sharing disabled"

Target: {'option_1': 1.0, 'option_2': 0.0}

The permission remains active now.

contextual-choice-005

Instruction

"Which event format respects the organizer's stated commitments?"

State

"The organizer's temporary vow requires solitude at home and no online participation today. They still want personal reflection."

Criteria

  • option_1 (value: None): "Interfaith dialogue circle"
  • option_2 (value: None): "Silent observation of a rite"
  • option_3 (value: None): "Postpone the event"
  • option_4 (value: None): "Outdoor communal singing"
  • option_5 (value: None): "Participatory prayer"
  • option_6 (value: None): "Secular history lecture"
  • option_7 (value: None): "Private reflection at home"
  • option_8 (value: None): "Online text discussion"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 1.0, 'option_8': 0.0}

Private reflection at home honors solitude and location.

contextual-choice-006

Instruction

"How should the facilitator resolve this decision under the group's charter?"

State

{
  "charter": "Constitutional amendments require every member's consent.",
  "decision": "A constitutional amendment; quorum present."
}

Criteria

  • option_1 (value: None): "Require unanimous consent"
  • option_2 (value: None): "Defer to the affected subgroup"
  • option_3 (value: None): "Let the rotating steward decide"
  • option_4 (value: None): "Draw lots"
  • option_5 (value: None): "Simple majority vote"
  • option_6 (value: None): "Seek external arbitration"
  • option_7 (value: None): "Run a reversible pilot"
  • option_8 (value: None): "Postpone until quorum"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

Universal consent is required for this class of decision.

contextual-choice-007

Instruction

"Which version best matches the requested tone and meaning?"

State

{
  "intent": "State permission to send today, not a request or obligation."
}

Criteria

  • option_1 (value: None): "Would you mind sending the report today?"
  • option_2 (value: None): "The report may be sent today."
  • option_3 (value: None): "Do not send the report today."
  • option_4 (value: None): "Send the report today."
  • option_5 (value: None): "Please send the report today."

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

May expresses permission.

contextual-choice-008

Instruction

"What is the appropriate release format under this agreement?"

State

{
  "agreement": "Release only group counts, with no row-level records.",
  "request": "Approved statistical report; all group sizes meet the agreed minimum."
}

Criteria

  • option_1 (value: None): "Identifiable rows"
  • option_2 (value: None): "Pseudonymized rows"
  • option_3 (value: None): "Synthetic sample"
  • option_4 (value: None): "Do not release"
  • option_5 (value: None): "Aggregated counts"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

Aggregated counts meet the row-level restriction.

contextual-choice-009

Instruction

"Which bid should procurement select under the stated rule?"

State

"Rule: require delivery within five days, then choose lowest cost. A costs 6 and takes 8 days; B costs 8 and takes 4; C costs 9 and takes 3."

Criteria

  • option_1 (value: None): "Reject all bids"
  • option_2 (value: None): "Bid C"
  • option_3 (value: None): "Bid B"
  • option_4 (value: None): "Bid A"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0}

B is cheaper than C among bids meeting the deadline.

contextual-choice-010

Instruction

"What's the next move under the playbook?"

State

"The worker alone is hung; data is safe. The playbook says restart a hung worker once before escalation, and no restart has been attempted."

Criteria

  • option_1 (value: None): "Fail over to the replica"
  • option_2 (value: None): "Rotate the exposed credential"
  • option_3 (value: None): "Escalate to the duty lead"
  • option_4 (value: None): "Close the incident"
  • option_5 (value: None): "Isolate the host"
  • option_6 (value: None): "Restart the worker"
  • option_7 (value: None): "Monitor"
  • option_8 (value: None): "Roll back the release"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0, 'option_7': 0.0, 'option_8': 0.0}

The first prescribed recovery step is a restart.

contextual-choice-011

Instruction

"Which review route applies to this case under the supplied rules?"

State

{
  "case": "Required signature missing.",
  "rules": "Incomplete submissions first receive a document request."
}

Criteria

  • option_1 (value: None): "Internal review"
  • option_2 (value: None): "Request missing documents"
  • option_3 (value: None): "Independent panel"
  • option_4 (value: None): "No review available"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0}

The completeness gate precedes substantive review.

contextual-choice-012

Instruction

"What is the appropriate release format under this agreement?"

State

[
  "Agreement: authorized care team must receive identified records for follow-up.",
  "Recipient: authorized care team; transfer approved."
]

Criteria

  • option_1 (value: None): "Identifiable rows"
  • option_2 (value: None): "Pseudonymized rows"
  • option_3 (value: None): "Synthetic sample"
  • option_4 (value: None): "Do not release"
  • option_5 (value: None): "Aggregated counts"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

The approved follow-up requires identifiable records.

contextual-choice-013

Instruction

"Which item does 'that one' refer to in the final reply?"

State

"A points only to the green folder and asks, 'This?' B answers, 'That one, yes.' No other gesture occurs."

Criteria

  • option_1 (value: None): "Yellow folder"
  • option_2 (value: None): "Red folder"
  • option_3 (value: None): "Blue folder"
  • option_4 (value: None): "Black folder"
  • option_5 (value: None): "Green folder"
  • option_6 (value: None): "White folder"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0}

The sole pointing gesture identifies green.

contextual-choice-014

Instruction

"Which use of the square best follows the council's stated priority?"

State

"The council prioritizes a low-noise green refuge for reading and rest. It does not want events, commerce or play equipment on this site."

Criteria

  • option_1 (value: None): "Keep an open assembly space"
  • option_2 (value: None): "Install a play area"
  • option_3 (value: None): "Create a quiet garden"
  • option_4 (value: None): "Make a flood-storage basin"
  • option_5 (value: None): "Build a market hall"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

A quiet garden matches the use and noise constraints.

contextual-choice-015

Instruction

"Pick the route that fits the traveler's requirements."

State

[
  "Budget: zero. No bicycle and no free rides available.",
  "Destination: a safe ten-minute walk; no mobility limitations."
]

Criteria

  • option_1 (value: None): "Cycle"
  • option_2 (value: None): "Take the bus"
  • option_3 (value: None): "Walk"
  • option_4 (value: None): "Join a carpool"
  • option_5 (value: None): "Use the accessible taxi"
  • option_6 (value: None): "Take the train"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

Walking is feasible and has no fare.

contextual-choice-016

Instruction

"Which teaching response best fits this learner right now?"

State

"The learner cannot access the image-only worksheet with their screen reader. The task itself is at the right level."

Criteria

  • option_1 (value: None): "Provide a screen-reader-friendly version"
  • option_2 (value: None): "Give a worked example"
  • option_3 (value: None): "Schedule a rest break"
  • option_4 (value: None): "Ask for the learner's reasoning"
  • option_5 (value: None): "Offer an advanced extension"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

An accessible version removes the actual barrier.

contextual-choice-017

Instruction

"Which plan should this fictional caucus select under its decision rule?"

State

{
  "rule": "Choose the only plan that reduces home heat loss directly; supply expansion is secondary."
}

Criteria

  • option_1 (value: None): "Tidal pilot project"
  • option_2 (value: None): "Public nuclear plant"
  • option_3 (value: None): "Rooftop solar grants"
  • option_4 (value: None): "Home insulation program"
  • option_5 (value: None): "Community wind cooperative"
  • option_6 (value: None): "Emergency diesel generators"
  • option_7 (value: None): "No new public spending"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

Insulation directly reduces heat loss.

contextual-choice-018

Instruction

"Which meeting mode meets the team's constraints?"

State

"The team is distributed across cities but shares a working hour. Policy requires a real-time face-to-face remote review; everyone has a camera and consented."

Criteria

  • option_1 (value: None): "Asynchronous written discussion"
  • option_2 (value: None): "In person"
  • option_3 (value: None): "Live video"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0}

Video meets the stipulated remote synchronous format.

contextual-choice-019

Instruction

"Which use of the square best follows the council's stated priority?"

State

[
  "Priority: sheltered stalls for small traders.",
  "The other proposed uses have no trading stalls."
]

Criteria

  • option_1 (value: None): "Keep an open assembly space"
  • option_2 (value: None): "Install a play area"
  • option_3 (value: None): "Create a quiet garden"
  • option_4 (value: None): "Make a flood-storage basin"
  • option_5 (value: None): "Build a market hall"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

The market hall provides sheltered trading space.

contextual-choice-020

Instruction

"Which review route applies to this case under the supplied rules?"

State

"Rules: staff conflicts of interest bypass internal review and go directly to the independent panel. A staff conflict is established; the complete case is timely."

Criteria

  • option_1 (value: None): "Internal review"
  • option_2 (value: None): "Request missing documents"
  • option_3 (value: None): "Independent panel"
  • option_4 (value: None): "No review available"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0}

The explicit bypass applies.

contextual-choice-021

Instruction

"If the bridge were closed, which route would the dispatcher select?"

State

{
  "minutes": {
    "East ferry": 20,
    "North tunnel": 12,
    "South road": 30,
    "West rail": 40,
    "bridge": 4
  },
  "rule": "Choose the fastest available route; bridge removal changes nothing else."
}

Criteria

  • option_1 (value: None): "Cancel the trip"
  • option_2 (value: None): "South road"
  • option_3 (value: None): "West rail"
  • option_4 (value: None): "North tunnel"
  • option_5 (value: None): "East ferry"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

Removing the bridge leaves the tunnel fastest.

contextual-choice-022

Instruction

"Which bid should procurement select under the stated rule?"

State

[
  "Rule: certification is mandatory, with no exceptions.",
  "None of A, B or C holds the certification."
]

Criteria

  • option_1 (value: None): "Reject all bids"
  • option_2 (value: None): "Bid C"
  • option_3 (value: None): "Bid B"
  • option_4 (value: None): "Bid A"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0}

Every bid fails a mandatory condition.

contextual-choice-023

Instruction

"If the bridge were closed, which route would the dispatcher select?"

State

{
  "after_bridge_closure": "No remaining route is permitted.",
  "rule": "Use any available permitted route; otherwise cancel."
}

Criteria

  • option_1 (value: None): "Cancel the trip"
  • option_2 (value: None): "South road"
  • option_3 (value: None): "West rail"
  • option_4 (value: None): "North tunnel"
  • option_5 (value: None): "East ferry"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

No feasible permitted route remains.

contextual-choice-024

Instruction

"Which editorial action fits the evidence and the desk's rule?"

State

{
  "rule": "Publish as verified only after two independent records agree.",
  "status": "Two independent records agree; story has not been published."
}

Criteria

  • option_1 (value: None): "Publish as verified"
  • option_2 (value: None): "Publish explicitly as an unverified allegation"
  • option_3 (value: None): "Publish a correction"
  • option_4 (value: None): "Hold for verification"
  • option_5 (value: None): "Retract the story"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

The verification requirement is met.

contextual-choice-025

Instruction

"How should the facilitator resolve this decision under the group's charter?"

State

"The charter delegates decisions affecting only one subgroup to that subgroup. This decision affects only the night-shift subgroup."

Criteria

  • option_1 (value: None): "Require unanimous consent"
  • option_2 (value: None): "Defer to the affected subgroup"
  • option_3 (value: None): "Let the rotating steward decide"
  • option_4 (value: None): "Draw lots"
  • option_5 (value: None): "Simple majority vote"
  • option_6 (value: None): "Seek external arbitration"
  • option_7 (value: None): "Run a reversible pilot"
  • option_8 (value: None): "Postpone until quorum"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

The scope triggers delegated authority.

contextual-choice-026

Instruction

"What's the next move under the playbook?"

State

"All recovery and verification checks have passed. The playbook requires closing the incident once the owner signs off; the owner just signed off."

Criteria

  • option_1 (value: None): "Fail over to the replica"
  • option_2 (value: None): "Rotate the exposed credential"
  • option_3 (value: None): "Escalate to the duty lead"
  • option_4 (value: None): "Close the incident"
  • option_5 (value: None): "Isolate the host"
  • option_6 (value: None): "Restart the worker"
  • option_7 (value: None): "Monitor"
  • option_8 (value: None): "Roll back the release"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

The final closure condition is satisfied.

contextual-choice-027

Instruction

"If the bridge were closed, which route would the dispatcher select?"

State

"With the bridge removed, the only route meeting the 30-minute deadline is west rail. The dispatcher prioritizes meeting that deadline, and the load fits on rail."

Criteria

  • option_1 (value: None): "Cancel the trip"
  • option_2 (value: None): "South road"
  • option_3 (value: None): "West rail"
  • option_4 (value: None): "North tunnel"
  • option_5 (value: None): "East ferry"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

West rail uniquely meets the deadline.

contextual-choice-028

Instruction

"Which version best matches the requested tone and meaning?"

State

[
  "Intent: soften the request by phrasing it as a courteous question.",
  "Required action: send the report today."
]

Criteria

  • option_1 (value: None): "Would you mind sending the report today?"
  • option_2 (value: None): "The report may be sent today."
  • option_3 (value: None): "Do not send the report today."
  • option_4 (value: None): "Send the report today."
  • option_5 (value: None): "Please send the report today."

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

The courteous question preserves the requested action.

contextual-choice-029

Instruction

"What should we serve this guest, using only their stated requirements?"

State

"The guest personally requires Cedar-certified food; only the chicken plate has that certification. They eat poultry and are not fasting."

Criteria

  • option_1 (value: None): "Cedar-certified chicken plate"
  • option_2 (value: None): "No meal until sunset"
  • option_3 (value: None): "Fish with rice"
  • option_4 (value: None): "Lentil stew with vegetable stock"
  • option_5 (value: None): "Plain rice and sealed water"
  • option_6 (value: None): "Cheese sandwich"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

The certification constraint singles out the chicken plate.

contextual-choice-030

Instruction

"Which review route applies to this case under the supplied rules?"

State

{
  "case": "Final panel decision already issued; no exceptions exist.",
  "rules": "No further review after a final independent-panel decision."
}

Criteria

  • option_1 (value: None): "Internal review"
  • option_2 (value: None): "Request missing documents"
  • option_3 (value: None): "Independent panel"
  • option_4 (value: None): "No review available"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0}

The stated process is exhausted.

contextual-choice-031

Instruction

"Which plan should this fictional caucus select under its decision rule?"

State

"The caucus demands a publicly owned nuclear generating facility. It rejects all proposed alternatives for this vote."

Criteria

  • option_1 (value: None): "Tidal pilot project"
  • option_2 (value: None): "Public nuclear plant"
  • option_3 (value: None): "Rooftop solar grants"
  • option_4 (value: None): "Home insulation program"
  • option_5 (value: None): "Community wind cooperative"
  • option_6 (value: None): "Emergency diesel generators"
  • option_7 (value: None): "No new public spending"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The public nuclear plant matches the explicit mandate.

contextual-choice-032

Instruction

"Which meeting mode meets the team's constraints?"

State

{
  "constraints": "No overlapping working hours; everyone has text access."
}

Criteria

  • option_1 (value: None): "Asynchronous written discussion"
  • option_2 (value: None): "In person"
  • option_3 (value: None): "Live video"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0}

Asynchronous writing needs no shared meeting time.

contextual-choice-033

Instruction

"What should we serve this guest, using only their stated requirements?"

State

{
  "requirements": "No animal products; wants a substantial legume dish; not fasting."
}

Criteria

  • option_1 (value: None): "Cedar-certified chicken plate"
  • option_2 (value: None): "No meal until sunset"
  • option_3 (value: None): "Fish with rice"
  • option_4 (value: None): "Lentil stew with vegetable stock"
  • option_5 (value: None): "Plain rice and sealed water"
  • option_6 (value: None): "Cheese sandwich"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0, 'option_6': 0.0}

The lentil dish is the only substantial legume option without animal products.

contextual-choice-034

Instruction

"Which subscription best matches the stated requirement?"

State

[
  "The required resource is freely available without an account.",
  "The user wants to avoid any unnecessary payment; paid plans add no needed feature."
]

Criteria

  • option_1 (value: None): "Monthly plan"
  • option_2 (value: None): "No subscription"
  • option_3 (value: None): "Annual plan"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0}

No subscription meets the need without payment.

contextual-choice-035

Instruction

"Pick the route that fits the traveler's requirements."

State

{
  "need": "Work at a table with power during the trip.",
  "services": "Only the train provides a table and power."
}

Criteria

  • option_1 (value: None): "Cycle"
  • option_2 (value: None): "Take the bus"
  • option_3 (value: None): "Walk"
  • option_4 (value: None): "Join a carpool"
  • option_5 (value: None): "Use the accessible taxi"
  • option_6 (value: None): "Take the train"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0}

Only the train provides both required facilities.

contextual-choice-036

Instruction

"If the bridge were closed, which route would the dispatcher select?"

State

[
  "After bridge closure, the tunnel and road are unavailable; rail does not carry this load.",
  "The ferry is operating and can carry it; any feasible trip is preferred to cancellation."
]

Criteria

  • option_1 (value: None): "Cancel the trip"
  • option_2 (value: None): "South road"
  • option_3 (value: None): "West rail"
  • option_4 (value: None): "North tunnel"
  • option_5 (value: None): "East ferry"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

The ferry is the only feasible remaining mode.

contextual-choice-037

Instruction

"Which editorial action fits the evidence and the desk's rule?"

State

{
  "rule": "Do not publish anonymous single-source allegations without corroboration.",
  "status": "Unpublished, one anonymous source, no corroboration."
}

Criteria

  • option_1 (value: None): "Publish as verified"
  • option_2 (value: None): "Publish explicitly as an unverified allegation"
  • option_3 (value: None): "Publish a correction"
  • option_4 (value: None): "Hold for verification"
  • option_5 (value: None): "Retract the story"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

Holding is required until verification.

contextual-choice-038

Instruction

"Pick the route that fits the traveler's requirements."

State

{
  "availability": "Only the accessible taxi is step-free door-to-door.",
  "needs": "Step-free door-to-door travel; no transfers."
}

Criteria

  • option_1 (value: None): "Cycle"
  • option_2 (value: None): "Take the bus"
  • option_3 (value: None): "Walk"
  • option_4 (value: None): "Join a carpool"
  • option_5 (value: None): "Use the accessible taxi"
  • option_6 (value: None): "Take the train"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0}

The taxi uniquely meets the accessibility and transfer constraints.

contextual-choice-039

Instruction

"What is the appropriate release format under this agreement?"

State

{
  "agreement": "Share row-level research records with stable random IDs and no direct identifiers.",
  "recipient": "approved researcher"
}

Criteria

  • option_1 (value: None): "Identifiable rows"
  • option_2 (value: None): "Pseudonymized rows"
  • option_3 (value: None): "Synthetic sample"
  • option_4 (value: None): "Do not release"
  • option_5 (value: None): "Aggregated counts"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

Pseudonymized rows meet the stipulated format.

contextual-choice-040

Instruction

"Which version best matches the requested tone and meaning?"

State

"The intended message forbids sending the report today. It must not be softened into a suggestion or permission."

Criteria

  • option_1 (value: None): "Would you mind sending the report today?"
  • option_2 (value: None): "The report may be sent today."
  • option_3 (value: None): "Do not send the report today."
  • option_4 (value: None): "Send the report today."
  • option_5 (value: None): "Please send the report today."

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

Only the negative imperative preserves the prohibition.

contextual-choice-041

Instruction

"Which editorial action fits the evidence and the desk's rule?"

State

"The desk permits public-interest allegations before verification only with explicit uncertainty labeling. The allegation meets that policy; the editor has decided it should run now."

Criteria

  • option_1 (value: None): "Publish as verified"
  • option_2 (value: None): "Publish explicitly as an unverified allegation"
  • option_3 (value: None): "Publish a correction"
  • option_4 (value: None): "Hold for verification"
  • option_5 (value: None): "Retract the story"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

The uncertainty-labeled publication is the allowed immediate action.

contextual-choice-042

Instruction

"Which event format respects the organizer's stated commitments?"

State

"The organizer wants to learn the building's history without participating in or observing a rite. They want an in-person educational talk, not a discussion."

Criteria

  • option_1 (value: None): "Interfaith dialogue circle"
  • option_2 (value: None): "Silent observation of a rite"
  • option_3 (value: None): "Postpone the event"
  • option_4 (value: None): "Outdoor communal singing"
  • option_5 (value: None): "Participatory prayer"
  • option_6 (value: None): "Secular history lecture"
  • option_7 (value: None): "Private reflection at home"
  • option_8 (value: None): "Online text discussion"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0, 'option_7': 0.0, 'option_8': 0.0}

The secular lecture matches the educational format and exclusions.

contextual-choice-043

Instruction

"What should we serve this guest, using only their stated requirements?"

State

"The guest avoids meat and fish but eats dairy. They request a cold handheld lunch and dislike legumes. Only the sandwich is cold and handheld."

Criteria

  • option_1 (value: None): "Cedar-certified chicken plate"
  • option_2 (value: None): "No meal until sunset"
  • option_3 (value: None): "Fish with rice"
  • option_4 (value: None): "Lentil stew with vegetable stock"
  • option_5 (value: None): "Plain rice and sealed water"
  • option_6 (value: None): "Cheese sandwich"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0}

The sandwich meets the dietary and serving preferences.

contextual-choice-044

Instruction

"Which teaching response best fits this learner right now?"

State

"The learner is rested and engaged but has never seen the procedure. They explicitly ask to see one complete demonstration before trying."

Criteria

  • option_1 (value: None): "Provide a screen-reader-friendly version"
  • option_2 (value: None): "Give a worked example"
  • option_3 (value: None): "Schedule a rest break"
  • option_4 (value: None): "Ask for the learner's reasoning"
  • option_5 (value: None): "Offer an advanced extension"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

A worked example provides the requested demonstration.

contextual-choice-045

Instruction

"Which use of the square best follows the council's stated priority?"

State

{
  "priority": "Protect space for public demonstrations; no permanent structures.",
  "site": "Only large central gathering area."
}

Criteria

  • option_1 (value: None): "Keep an open assembly space"
  • option_2 (value: None): "Install a play area"
  • option_3 (value: None): "Create a quiet garden"
  • option_4 (value: None): "Make a flood-storage basin"
  • option_5 (value: None): "Build a market hall"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

Open assembly space serves the explicit civic priority.

contextual-choice-046

Instruction

"Which review route applies to this case under the supplied rules?"

State

[
  "Rules: after internal review, the independent panel is the final route.",
  "Internal review finished; the timely appeal file is complete."
]

Criteria

  • option_1 (value: None): "Internal review"
  • option_2 (value: None): "Request missing documents"
  • option_3 (value: None): "Independent panel"
  • option_4 (value: None): "No review available"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0}

The completed first stage unlocks the independent panel.

contextual-choice-047

Instruction

"Which subscription best matches the stated requirement?"

State

"The user requires a feature available only on the annual plan and has approved its cost. Neither the monthly plan nor free access includes it."

Criteria

  • option_1 (value: None): "Monthly plan"
  • option_2 (value: None): "No subscription"
  • option_3 (value: None): "Annual plan"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0}

Only the annual plan covers the required feature.

contextual-choice-048

Instruction

"Which meeting mode meets the team's constraints?"

State

{
  "constraints": "Audio and video are unavailable this week; accessible text is available.",
  "urgency": "Replies within two days are acceptable."
}

Criteria

  • option_1 (value: None): "Asynchronous written discussion"
  • option_2 (value: None): "In person"
  • option_3 (value: None): "Live video"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0}

Written asynchronous discussion remains feasible.

contextual-choice-049

Instruction

"Which review route applies to this case under the supplied rules?"

State

"Rules: initial decisions go to internal review. This is the first challenge to an initial decision and the file is complete."

Criteria

  • option_1 (value: None): "Internal review"
  • option_2 (value: None): "Request missing documents"
  • option_3 (value: None): "Independent panel"
  • option_4 (value: None): "No review available"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0}

The initial challenge uses internal review.

contextual-choice-050

Instruction

"Which plan should this fictional caucus select under its decision rule?"

State

"The caucus prioritizes resident ownership of generation. Only the wind cooperative gives residents ownership; all other generation projects are privately or nationally owned."

Criteria

  • option_1 (value: None): "Tidal pilot project"
  • option_2 (value: None): "Public nuclear plant"
  • option_3 (value: None): "Rooftop solar grants"
  • option_4 (value: None): "Home insulation program"
  • option_5 (value: None): "Community wind cooperative"
  • option_6 (value: None): "Emergency diesel generators"
  • option_7 (value: None): "No new public spending"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0, 'option_7': 0.0}

The cooperative uniquely satisfies ownership priority.

contextual-choice-051

Instruction

"Which teaching response best fits this learner right now?"

State

{
  "learner": "Understands the concept and finishes every basic task accurately.",
  "request": "A harder challenge, please."
}

Criteria

  • option_1 (value: None): "Provide a screen-reader-friendly version"
  • option_2 (value: None): "Give a worked example"
  • option_3 (value: None): "Schedule a rest break"
  • option_4 (value: None): "Ask for the learner's reasoning"
  • option_5 (value: None): "Offer an advanced extension"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

An extension addresses demonstrated mastery and the request.

contextual-choice-052

Instruction

"Where should this council allocate the next unit of water?"

State

"The council's adopted rule gives drinking water first priority until every household has the minimum. Some households remain below that minimum; hospital reserves are adequate."

Criteria

  • option_1 (value: None): "Firefighting reserve"
  • option_2 (value: None): "Hospital reserve"
  • option_3 (value: None): "River habitat"
  • option_4 (value: None): "Industrial cooling"
  • option_5 (value: None): "Food crops"
  • option_6 (value: None): "Household drinking supply"
  • option_7 (value: None): "Public fountains"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0, 'option_7': 0.0}

Unmet household minimum has first priority.

contextual-choice-053

Instruction

"What should we serve this guest, using only their stated requirements?"

State

{
  "requirements": "For today's observance, only plain rice and sealed water; no additions."
}

Criteria

  • option_1 (value: None): "Cedar-certified chicken plate"
  • option_2 (value: None): "No meal until sunset"
  • option_3 (value: None): "Fish with rice"
  • option_4 (value: None): "Lentil stew with vegetable stock"
  • option_5 (value: None): "Plain rice and sealed water"
  • option_6 (value: None): "Cheese sandwich"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0}

Only that option matches the exact temporary restriction.

contextual-choice-054

Instruction

"How should the facilitator resolve this decision under the group's charter?"

State

{
  "attendance": "Below quorum.",
  "charter": "Without quorum, no decision method may proceed."
}

Criteria

  • option_1 (value: None): "Require unanimous consent"
  • option_2 (value: None): "Defer to the affected subgroup"
  • option_3 (value: None): "Let the rotating steward decide"
  • option_4 (value: None): "Draw lots"
  • option_5 (value: None): "Simple majority vote"
  • option_6 (value: None): "Seek external arbitration"
  • option_7 (value: None): "Run a reversible pilot"
  • option_8 (value: None): "Postpone until quorum"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 1.0}

The quorum prerequisite blocks other methods.

contextual-choice-055

Instruction

"What's the next move under the playbook?"

State

[
  "Playbook: isolate any host with confirmed active malicious execution.",
  "This host has confirmed active malicious execution."
]

Criteria

  • option_1 (value: None): "Fail over to the replica"
  • option_2 (value: None): "Rotate the exposed credential"
  • option_3 (value: None): "Escalate to the duty lead"
  • option_4 (value: None): "Close the incident"
  • option_5 (value: None): "Isolate the host"
  • option_6 (value: None): "Restart the worker"
  • option_7 (value: None): "Monitor"
  • option_8 (value: None): "Roll back the release"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

The containment trigger calls for isolation.

contextual-choice-056

Instruction

"Which bid should procurement select under the stated rule?"

State

{
  "rule": "Choose highest verified durability; cost is irrelevant.",
  "verified_years": {
    "A": 2,
    "B": 3,
    "C": 7
  }
}

Criteria

  • option_1 (value: None): "Reject all bids"
  • option_2 (value: None): "Bid C"
  • option_3 (value: None): "Bid B"
  • option_4 (value: None): "Bid A"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0}

C has the greatest verified durability.

contextual-choice-057

Instruction

"Pick the route that fits the traveler's requirements."

State

"The traveler wants exercise, owns a bicycle and must cover 12 km in 45 minutes. Walking takes 150 minutes; cycling takes 40. They exclude motorized travel."

Criteria

  • option_1 (value: None): "Cycle"
  • option_2 (value: None): "Take the bus"
  • option_3 (value: None): "Walk"
  • option_4 (value: None): "Join a carpool"
  • option_5 (value: None): "Use the accessible taxi"
  • option_6 (value: None): "Take the train"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

Cycling is the only permitted mode within the time limit.

contextual-choice-058

Instruction

"Which subscription best matches the stated requirement?"

State

{
  "need": "Access for one month only.",
  "prices": {
    "annual": 80,
    "monthly": 10
  },
  "rule": "Buy the cheapest plan covering the need."
}

Criteria

  • option_1 (value: None): "Monthly plan"
  • option_2 (value: None): "No subscription"
  • option_3 (value: None): "Annual plan"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0}

One monthly payment costs less than annual coverage.

contextual-choice-059

Instruction

"Which item does 'that one' refer to in the final reply?"

State

[
  {
    "speaker": "A",
    "text": "Do you mean the blue folder?"
  },
  {
    "speaker": "B",
    "text": "Yes, that one."
  }
]

Criteria

  • option_1 (value: None): "Yellow folder"
  • option_2 (value: None): "Red folder"
  • option_3 (value: None): "Blue folder"
  • option_4 (value: None): "Black folder"
  • option_5 (value: None): "Green folder"
  • option_6 (value: None): "White folder"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

The reply confirms the immediately named blue folder.

contextual-choice-060

Instruction

"Which treatment follows the conservator's stated constraints?"

State

"The object's coating is unidentified. Protocol forbids any treatment until a specialist identifies it, including tests and brushing."

Criteria

  • option_1 (value: None): "Solvent wipe"
  • option_2 (value: None): "Light exposure test"
  • option_3 (value: None): "Water rinse"
  • option_4 (value: None): "Controlled humidification"
  • option_5 (value: None): "Leave untouched and consult specialist"
  • option_6 (value: None): "Freeze treatment"
  • option_7 (value: None): "Dry brush"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0, 'option_7': 0.0}

Consultation without treatment is required.

contextual-choice-061

Instruction

"Should the application enable this sharing feature now?"

State

"Permission was for location sharing with a named friend only. This feature sends location to advertisers, requiring separate consent that was not given."

Criteria

  • option_1 (value: None): "Enable sharing"
  • option_2 (value: None): "Keep sharing disabled"

Target: {'option_1': 0.0, 'option_2': 1.0}

The existing permission does not cover this recipient.

contextual-choice-062

Instruction

"Where should this council allocate the next unit of water?"

State

"All protected reserves and ecological minimums are met. The council's next priority is staple food production; crop irrigation is short, while industrial cooling is optional."

Criteria

  • option_1 (value: None): "Firefighting reserve"
  • option_2 (value: None): "Hospital reserve"
  • option_3 (value: None): "River habitat"
  • option_4 (value: None): "Industrial cooling"
  • option_5 (value: None): "Food crops"
  • option_6 (value: None): "Household drinking supply"
  • option_7 (value: None): "Public fountains"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0, 'option_6': 0.0, 'option_7': 0.0}

Food crops are the highest remaining priority.

contextual-choice-063

Instruction

"How should the facilitator resolve this decision under the group's charter?"

State

"The charter requires external arbitration for unresolved conflicts between two teams. Both teams completed internal mediation without agreement."

Criteria

  • option_1 (value: None): "Require unanimous consent"
  • option_2 (value: None): "Defer to the affected subgroup"
  • option_3 (value: None): "Let the rotating steward decide"
  • option_4 (value: None): "Draw lots"
  • option_5 (value: None): "Simple majority vote"
  • option_6 (value: None): "Seek external arbitration"
  • option_7 (value: None): "Run a reversible pilot"
  • option_8 (value: None): "Postpone until quorum"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0, 'option_7': 0.0, 'option_8': 0.0}

The failed internal process triggers arbitration.

contextual-choice-064

Instruction

"Where should this council allocate the next unit of water?"

State

{
  "priority_rule": "Meet emergency fire reserve before all other uses when wildfire alert is active.",
  "status": "Wildfire alert active; fire reserve below minimum."
}

Criteria

  • option_1 (value: None): "Firefighting reserve"
  • option_2 (value: None): "Hospital reserve"
  • option_3 (value: None): "River habitat"
  • option_4 (value: None): "Industrial cooling"
  • option_5 (value: None): "Food crops"
  • option_6 (value: None): "Household drinking supply"
  • option_7 (value: None): "Public fountains"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The emergency priority applies.

contextual-choice-065

Instruction

"Which treatment follows the conservator's stated constraints?"

State

"Protocol calls for a light exposure test on this approved sacrificial sample before deciding storage. Cleaning or other treatment would invalidate that test."

Criteria

  • option_1 (value: None): "Solvent wipe"
  • option_2 (value: None): "Light exposure test"
  • option_3 (value: None): "Water rinse"
  • option_4 (value: None): "Controlled humidification"
  • option_5 (value: None): "Leave untouched and consult specialist"
  • option_6 (value: None): "Freeze treatment"
  • option_7 (value: None): "Dry brush"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The test is the required next action.

contextual-choice-066

Instruction

"Should the application enable this sharing feature now?"

State

[
  "The user opted in last week.",
  "Today they revoked permission. Revocations take effect immediately."
]

Criteria

  • option_1 (value: None): "Enable sharing"
  • option_2 (value: None): "Keep sharing disabled"

Target: {'option_1': 0.0, 'option_2': 1.0}

Current revocation overrides past permission.

contextual-choice-067

Instruction

"Which use of the square best follows the council's stated priority?"

State

{
  "priority": "A place for children's active outdoor play.",
  "residents": "Many families; nearby parks prohibit play equipment."
}

Criteria

  • option_1 (value: None): "Keep an open assembly space"
  • option_2 (value: None): "Install a play area"
  • option_3 (value: None): "Create a quiet garden"
  • option_4 (value: None): "Make a flood-storage basin"
  • option_5 (value: None): "Build a market hall"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

The play area fills the specified need.

contextual-choice-068

Instruction

"Which subscription best matches the stated requirement?"

State

{
  "need": "Two months of access, then stop.",
  "prices": {
    "annual": 80,
    "monthly": 10
  },
  "rule": "Minimum total cost."
}

Criteria

  • option_1 (value: None): "Monthly plan"
  • option_2 (value: None): "No subscription"
  • option_3 (value: None): "Annual plan"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0}

Two monthly payments total 20, below 80.

contextual-choice-069

Instruction

"Which plan should this fictional caucus select under its decision rule?"

State

[
  "Binding mandate: authorize no additional public expenditure this year.",
  "Every construction or grant option requires additional public expenditure."
]

Criteria

  • option_1 (value: None): "Tidal pilot project"
  • option_2 (value: None): "Public nuclear plant"
  • option_3 (value: None): "Rooftop solar grants"
  • option_4 (value: None): "Home insulation program"
  • option_5 (value: None): "Community wind cooperative"
  • option_6 (value: None): "Emergency diesel generators"
  • option_7 (value: None): "No new public spending"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 1.0}

Only no new spending satisfies the mandate.

contextual-choice-070

Instruction

"Where should this council allocate the next unit of water?"

State

[
  "Rule: after human emergency needs are met, prevent a river habitat collapse before supporting production.",
  "Emergency needs met; river at collapse threshold."
]

Criteria

  • option_1 (value: None): "Firefighting reserve"
  • option_2 (value: None): "Hospital reserve"
  • option_3 (value: None): "River habitat"
  • option_4 (value: None): "Industrial cooling"
  • option_5 (value: None): "Food crops"
  • option_6 (value: None): "Household drinking supply"
  • option_7 (value: None): "Public fountains"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The stated ecological priority is now active.

contextual-choice-071

Instruction

"Which item does 'that one' refer to in the final reply?"

State

[
  "A: Not the yellow folder; I need the white folder.",
  "B: I'll fetch that one."
]

Criteria

  • option_1 (value: None): "Yellow folder"
  • option_2 (value: None): "Red folder"
  • option_3 (value: None): "Blue folder"
  • option_4 (value: None): "Black folder"
  • option_5 (value: None): "Green folder"
  • option_6 (value: None): "White folder"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0}

The affirmative requested referent is white.

contextual-choice-072

Instruction

"Which editorial action fits the evidence and the desk's rule?"

State

[
  "The published story's central claim is true, but its date is wrong.",
  "Desk policy: correct isolated factual details while keeping the story."
]

Criteria

  • option_1 (value: None): "Publish as verified"
  • option_2 (value: None): "Publish explicitly as an unverified allegation"
  • option_3 (value: None): "Publish a correction"
  • option_4 (value: None): "Hold for verification"
  • option_5 (value: None): "Retract the story"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

A correction addresses the isolated date error.

contextual-choice-073

Instruction

"Which editorial action fits the evidence and the desk's rule?"

State

"The story is already published. Its central claim is established false. Desk rule: retract when the central claim is false, rather than merely correcting details."

Criteria

  • option_1 (value: None): "Publish as verified"
  • option_2 (value: None): "Publish explicitly as an unverified allegation"
  • option_3 (value: None): "Publish a correction"
  • option_4 (value: None): "Hold for verification"
  • option_5 (value: None): "Retract the story"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

The central falsehood triggers retraction.

contextual-choice-074

Instruction

"Which meeting mode meets the team's constraints?"

State

[
  "The session requires handling a physical prototype that cannot leave the lab.",
  "All participants can attend the lab."
]

Criteria

  • option_1 (value: None): "Asynchronous written discussion"
  • option_2 (value: None): "In person"
  • option_3 (value: None): "Live video"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0}

In-person attendance enables physical handling.

contextual-choice-075

Instruction

"Which treatment follows the conservator's stated constraints?"

State

[
  "Protocol: treat this verified pest infestation by freezing; other listed methods are ineffective.",
  "The object is certified safe to freeze."
]

Criteria

  • option_1 (value: None): "Solvent wipe"
  • option_2 (value: None): "Light exposure test"
  • option_3 (value: None): "Water rinse"
  • option_4 (value: None): "Controlled humidification"
  • option_5 (value: None): "Leave untouched and consult specialist"
  • option_6 (value: None): "Freeze treatment"
  • option_7 (value: None): "Dry brush"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 1.0, 'option_7': 0.0}

Freezing is both prescribed and safe under the supplied facts.

contextual-choice-076

Instruction

"Which item does 'that one' refer to in the final reply?"

State

"A: The red folder is the only signed copy. B: Then send that one. The other colors are unsigned."

Criteria

  • option_1 (value: None): "Yellow folder"
  • option_2 (value: None): "Red folder"
  • option_3 (value: None): "Blue folder"
  • option_4 (value: None): "Black folder"
  • option_5 (value: None): "Green folder"
  • option_6 (value: None): "White folder"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

The signed-copy description uniquely identifies red.

contextual-choice-077

Instruction

"What's the next move under the playbook?"

State

{
  "event": "A valid credential was published.",
  "playbook": "Confirmed credential exposure requires immediate rotation before any other action."
}

Criteria

  • option_1 (value: None): "Fail over to the replica"
  • option_2 (value: None): "Rotate the exposed credential"
  • option_3 (value: None): "Escalate to the duty lead"
  • option_4 (value: None): "Close the incident"
  • option_5 (value: None): "Isolate the host"
  • option_6 (value: None): "Restart the worker"
  • option_7 (value: None): "Monitor"
  • option_8 (value: None): "Roll back the release"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

The exposure rule explicitly sets the next action.

contextual-choice-078

Instruction

"What is the appropriate release format under this agreement?"

State

"The recipient needs a public schema demonstration. The agreement permits only fabricated records containing no real person's data, including no aggregates of real records."

Criteria

  • option_1 (value: None): "Identifiable rows"
  • option_2 (value: None): "Pseudonymized rows"
  • option_3 (value: None): "Synthetic sample"
  • option_4 (value: None): "Do not release"
  • option_5 (value: None): "Aggregated counts"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

A synthetic sample is the only allowed demonstration.

contextual-choice-079

Instruction

"Which use of the square best follows the council's stated priority?"

State

"The council's sole priority for this site is temporary stormwater retention. All options are feasible; only the basin stores floodwater."

Criteria

  • option_1 (value: None): "Keep an open assembly space"
  • option_2 (value: None): "Install a play area"
  • option_3 (value: None): "Create a quiet garden"
  • option_4 (value: None): "Make a flood-storage basin"
  • option_5 (value: None): "Build a market hall"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

The basin directly meets the chosen objective.

contextual-choice-080

Instruction

"Which bid should procurement select under the stated rule?"

State

{
  "bids": {
    "A": {
      "compliant": true,
      "cost": 7
    },
    "B": {
      "compliant": false,
      "cost": 5
    },
    "C": {
      "compliant": true,
      "cost": 9
    }
  },
  "rule": "Lowest cost among compliant bids."
}

Criteria

  • option_1 (value: None): "Reject all bids"
  • option_2 (value: None): "Bid C"
  • option_3 (value: None): "Bid B"
  • option_4 (value: None): "Bid A"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0}

A is cheapest among compliant bids.

contextual-choice-081

Instruction

"What is the appropriate release format under this agreement?"

State

"The agreement forbids any release, including synthetic derivatives, until consent is renewed. Consent has not been renewed."

Criteria

  • option_1 (value: None): "Identifiable rows"
  • option_2 (value: None): "Pseudonymized rows"
  • option_3 (value: None): "Synthetic sample"
  • option_4 (value: None): "Do not release"
  • option_5 (value: None): "Aggregated counts"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

Every release format is currently prohibited.

contextual-choice-082

Instruction

"If the bridge were closed, which route would the dispatcher select?"

State

"The load can travel only by road. Without the bridge, the south road is the only road route that can carry it; the tunnel is too low. Nothing else changes."

Criteria

  • option_1 (value: None): "Cancel the trip"
  • option_2 (value: None): "South road"
  • option_3 (value: None): "West rail"
  • option_4 (value: None): "North tunnel"
  • option_5 (value: None): "East ferry"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0}

Only the south road remains compatible.

contextual-choice-083

Instruction

"Which event format respects the organizer's stated commitments?"

State

[
  "Goal: reciprocal conversation among members of different faiths.",
  "Requirement: participants speak and listen in a circle at the venue."
]

Criteria

  • option_1 (value: None): "Interfaith dialogue circle"
  • option_2 (value: None): "Silent observation of a rite"
  • option_3 (value: None): "Postpone the event"
  • option_4 (value: None): "Outdoor communal singing"
  • option_5 (value: None): "Participatory prayer"
  • option_6 (value: None): "Secular history lecture"
  • option_7 (value: None): "Private reflection at home"
  • option_8 (value: None): "Online text discussion"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

The dialogue circle supplies the requested reciprocal format.

contextual-choice-084

Instruction

"Which item does 'that one' refer to in the final reply?"

State

{
  "dialogue": [
    "A: Red or black?",
    "B: The latter.",
    "A: That one is locked."
  ],
  "rule": "The final reply keeps B's selected referent."
}

Criteria

  • option_1 (value: None): "Yellow folder"
  • option_2 (value: None): "Red folder"
  • option_3 (value: None): "Blue folder"
  • option_4 (value: None): "Black folder"
  • option_5 (value: None): "Green folder"
  • option_6 (value: None): "White folder"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0, 'option_6': 0.0}

The latter of red and black is black.

contextual-choice-085

Instruction

"What's the next move under the playbook?"

State

{
  "event": "Both conditions are confirmed.",
  "playbook": "Roll back if errors start immediately after deployment and the previous release is healthy."
}

Criteria

  • option_1 (value: None): "Fail over to the replica"
  • option_2 (value: None): "Rotate the exposed credential"
  • option_3 (value: None): "Escalate to the duty lead"
  • option_4 (value: None): "Close the incident"
  • option_5 (value: None): "Isolate the host"
  • option_6 (value: None): "Restart the worker"
  • option_7 (value: None): "Monitor"
  • option_8 (value: None): "Roll back the release"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 1.0}

The rollback conditions are met.

contextual-choice-086

Instruction

"How should the facilitator resolve this decision under the group's charter?"

State

[
  "Charter: reversible uncertain changes must first be piloted.",
  "The change is reversible and its effects are uncertain."
]

Criteria

  • option_1 (value: None): "Require unanimous consent"
  • option_2 (value: None): "Defer to the affected subgroup"
  • option_3 (value: None): "Let the rotating steward decide"
  • option_4 (value: None): "Draw lots"
  • option_5 (value: None): "Simple majority vote"
  • option_6 (value: None): "Seek external arbitration"
  • option_7 (value: None): "Run a reversible pilot"
  • option_8 (value: None): "Postpone until quorum"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 1.0, 'option_8': 0.0}

The pilot rule applies.

contextual-choice-087

Instruction

"Which teaching response best fits this learner right now?"

State

[
  "The learner gives an unexpected answer without showing any work.",
  "Teacher's immediate goal: diagnose the reasoning before intervening."
]

Criteria

  • option_1 (value: None): "Provide a screen-reader-friendly version"
  • option_2 (value: None): "Give a worked example"
  • option_3 (value: None): "Schedule a rest break"
  • option_4 (value: None): "Ask for the learner's reasoning"
  • option_5 (value: None): "Offer an advanced extension"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

Asking for reasoning serves the diagnostic goal.

contextual-choice-088

Instruction

"Which subscription best matches the stated requirement?"

State

"Access is needed for all twelve months. Monthly costs 10, annual costs 80; no cancellation is expected. Choose minimum total cost."

Criteria

  • option_1 (value: None): "Monthly plan"
  • option_2 (value: None): "No subscription"
  • option_3 (value: None): "Annual plan"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0}

Annual coverage costs 80 rather than 120.

contextual-choice-089

Instruction

"Which treatment follows the conservator's stated constraints?"

State

{
  "constraints": "Flatten the curled sheet by controlled humidification; immersion, solvents and brushing are prohibited."
}

Criteria

  • option_1 (value: None): "Solvent wipe"
  • option_2 (value: None): "Light exposure test"
  • option_3 (value: None): "Water rinse"
  • option_4 (value: None): "Controlled humidification"
  • option_5 (value: None): "Leave untouched and consult specialist"
  • option_6 (value: None): "Freeze treatment"
  • option_7 (value: None): "Dry brush"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The named flattening procedure matches the constraints.

contextual-choice-090

Instruction

"Which event format respects the organizer's stated commitments?"

State

{
  "commitment": "Observe the rite respectfully without joining it; attendance at the site matters."
}

Criteria

  • option_1 (value: None): "Interfaith dialogue circle"
  • option_2 (value: None): "Silent observation of a rite"
  • option_3 (value: None): "Postpone the event"
  • option_4 (value: None): "Outdoor communal singing"
  • option_5 (value: None): "Participatory prayer"
  • option_6 (value: None): "Secular history lecture"
  • option_7 (value: None): "Private reflection at home"
  • option_8 (value: None): "Online text discussion"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 0.0}

Silent observation meets both requirements.

contextual-choice-091

Instruction

"Which meeting mode meets the team's constraints?"

State

"Everyone can meet at noon, cannot travel, and needs live visual demonstration. Video is available to everyone."

Criteria

  • option_1 (value: None): "Asynchronous written discussion"
  • option_2 (value: None): "In person"
  • option_3 (value: None): "Live video"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0}

Live video satisfies real-time visual access without travel.

contextual-choice-092

Instruction

"Which version best matches the requested tone and meaning?"

State

{
  "intent": "A polite but direct request to send today; avoid a question form."
}

Criteria

  • option_1 (value: None): "Would you mind sending the report today?"
  • option_2 (value: None): "The report may be sent today."
  • option_3 (value: None): "Do not send the report today."
  • option_4 (value: None): "Send the report today."
  • option_5 (value: None): "Please send the report today."

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 1.0}

Please makes the direct request polite without a question.

contextual-choice-093

Instruction

"Which version best matches the requested tone and meaning?"

State

"The speaker is issuing a terse imperative, without politeness markers, requiring delivery today."

Criteria

  • option_1 (value: None): "Would you mind sending the report today?"
  • option_2 (value: None): "The report may be sent today."
  • option_3 (value: None): "Do not send the report today."
  • option_4 (value: None): "Send the report today."
  • option_5 (value: None): "Please send the report today."

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 1.0, 'option_5': 0.0}

The bare imperative matches the specified tone.

contextual-choice-094

Instruction

"Pick the route that fits the traveler's requirements."

State

"The traveler has a bus-only pass, no cash and needs to arrive in 20 minutes. Walking takes 60; the bus takes 15. They have no bicycle and no carpool invitation."

Criteria

  • option_1 (value: None): "Cycle"
  • option_2 (value: None): "Take the bus"
  • option_3 (value: None): "Walk"
  • option_4 (value: None): "Join a carpool"
  • option_5 (value: None): "Use the accessible taxi"
  • option_6 (value: None): "Take the train"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0}

The bus is both affordable and fast enough.

contextual-choice-095

Instruction

"Which treatment follows the conservator's stated constraints?"

State

{
  "constraints": "Loose surface dust only; no liquid, freezing or light tests. Dry brushing explicitly approved."
}

Criteria

  • option_1 (value: None): "Solvent wipe"
  • option_2 (value: None): "Light exposure test"
  • option_3 (value: None): "Water rinse"
  • option_4 (value: None): "Controlled humidification"
  • option_5 (value: None): "Leave untouched and consult specialist"
  • option_6 (value: None): "Freeze treatment"
  • option_7 (value: None): "Dry brush"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 1.0}

Dry brushing is the expressly approved compatible action.

contextual-choice-096

Instruction

"Which bid should procurement select under the stated rule?"

State

"Rule: award to the only employee-owned bidder if one exists. A and C are investor-owned; B is employee-owned. All bids meet the minimum specifications."

Criteria

  • option_1 (value: None): "Reject all bids"
  • option_2 (value: None): "Bid C"
  • option_3 (value: None): "Bid B"
  • option_4 (value: None): "Bid A"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0}

The ownership rule singles out B.

contextual-choice-097

Instruction

"Which teaching response best fits this learner right now?"

State

{
  "learner": "Exhausted after a long session, unable to focus.",
  "plan": "Prioritize recovery before more instruction."
}

Criteria

  • option_1 (value: None): "Provide a screen-reader-friendly version"
  • option_2 (value: None): "Give a worked example"
  • option_3 (value: None): "Schedule a rest break"
  • option_4 (value: None): "Ask for the learner's reasoning"
  • option_5 (value: None): "Offer an advanced extension"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 1.0, 'option_4': 0.0, 'option_5': 0.0}

A rest break matches the immediate recovery priority.

contextual-choice-098

Instruction

"Which plan should this fictional caucus select under its decision rule?"

State

{
  "rule": "Fund a sea-tide technology demonstration, not commercial-scale generation."
}

Criteria

  • option_1 (value: None): "Tidal pilot project"
  • option_2 (value: None): "Public nuclear plant"
  • option_3 (value: None): "Rooftop solar grants"
  • option_4 (value: None): "Home insulation program"
  • option_5 (value: None): "Community wind cooperative"
  • option_6 (value: None): "Emergency diesel generators"
  • option_7 (value: None): "No new public spending"

Target: {'option_1': 1.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The tidal pilot matches both technology and scale.

contextual-choice-099

Instruction

"Which event format respects the organizer's stated commitments?"

State

{
  "goal": "Discuss the theme with other people.",
  "situation": "Travel and audio are unavailable; asynchronous written participation is required."
}

Criteria

  • option_1 (value: None): "Interfaith dialogue circle"
  • option_2 (value: None): "Silent observation of a rite"
  • option_3 (value: None): "Postpone the event"
  • option_4 (value: None): "Outdoor communal singing"
  • option_5 (value: None): "Participatory prayer"
  • option_6 (value: None): "Secular history lecture"
  • option_7 (value: None): "Private reflection at home"
  • option_8 (value: None): "Online text discussion"

Target: {'option_1': 0.0, 'option_2': 0.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0, 'option_8': 1.0}

Online text discussion meets the written asynchronous requirement.

contextual-choice-100

Instruction

"Where should this council allocate the next unit of water?"

State

{
  "rule": "Hospital reserve comes first during the declared hospital supply emergency.",
  "status": "That emergency is active."
}

Criteria

  • option_1 (value: None): "Firefighting reserve"
  • option_2 (value: None): "Hospital reserve"
  • option_3 (value: None): "River habitat"
  • option_4 (value: None): "Industrial cooling"
  • option_5 (value: None): "Food crops"
  • option_6 (value: None): "Household drinking supply"
  • option_7 (value: None): "Public fountains"

Target: {'option_1': 0.0, 'option_2': 1.0, 'option_3': 0.0, 'option_4': 0.0, 'option_5': 0.0, 'option_6': 0.0, 'option_7': 0.0}

The active emergency determines the destination.