Opper

Context Reasoning

Context understanding and reasoning tasks test accurate answers grounded in provided context. This capability is essential for knowledge-base support bots, policy lookup systems, and internal knowledge Q&A applications. Models are evaluated on their ability to provide accurate answers that are properly grounded in the given context rather than hallucinating information.

Context Reasoning – openai/gpt-5-nano Task | Opper AI

Input Tokens

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Output Tokens

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Context

Input

Based on these journals what medications are prescribed for asthma, and what are prescribed for neumonia?

Expected output

Asthma: Budesonide (inhaled corticosteroid, maintenance treatment), Salbutamol (Ventolin) (short-acting beta-agonist rescue inhaler) ; Pneumonia: Cefotaxime (IV antibiotic), Doxycycline (oral antibiotic), Amoxicillin-clavulanate (oral antibiotic after discharge)

Model output

Asthma meds (Oscar Jansson): Budesonide 200 mcg, 1 puff twice daily (inhaled corticosteroid maintenance); Salbutamol (Ventolin) inhaler, 100 mcg as needed (short-acting bronchodilator; max 4x/day); Paracetamol 500 mg, up to 4x/day (antipyretic/analgesic); Nasal spray Mometasone (optional) for nasal congestion. Pneumonia meds (Melisa Farrow): IV Cefotaxime 1 g every 8 hours (inpatient antibiotic); Doxycycline 100 mg twice daily (oral, added per physician discretion for atypical coverage); Amoxicillin-clavulanate 875/125 mg, twice daily for 5 additional days after discharge. Supportive care: Paracetamol as needed; IV fluids; oxygen as needed. Note: Ibuprofen was held during evaluation.