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 – fireworks/glm-4.5 Task | Opper AI

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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

For asthma (from Oscar Jansson's journal), the prescribed medications were:
- Inhaled corticosteroid: Budesonide 200 mcg, 1 puff twice daily
- SABA rescue inhaler: Salbutamol (Ventolin) 100 mcg as needed (maximum 4 times per day)
- Antipyretic: Paracetamol 500 mg, up to 4 times daily if fever persists
- Optional nasal spray: Mometasone if nasal congestion develops

For pneumonia (from Melisa Farrow's journal), the prescribed medications were:
During hospitalization:
- IV Antibiotic: Cefotaxime 1 g every 8 hours
- Oral Antibiotic: Doxycycline 100 mg twice daily
- Pain/fever relief: Paracetamol 1g every 6 hours
- IV fluids for dehydration
- Oxygen supplementation

Upon discharge:
- Oral Antibiotic: Amoxicillin-clavulanate 875/125 mg, twice daily for 5 more days
- Pain relief: Paracetamol 500 mg, as needed