OptimismBench / app /src /content /assets /data /cases.json
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article: interactive research piece for OptimismBench
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{
"note": "Real Track B elicitations. p_good = P(positive framing), p_bad = P(negative framing). Skew = p_good - (100 - p_bad). GPT-5.4 is an optimist (mean Skew +10.0), Sonnet 4.6 a pessimist (mean -7.7).",
"models": [
{ "name": "GPT-5.4", "provider": "OpenAI", "dir": "optimist" },
{ "name": "Sonnet 4.6", "provider": "Anthropic", "dir": "pessimist" }
],
"cases": [
{
"id": "B_en_031",
"domain": "Health",
"scenario": "A person has started a simple home exercise routine after work three times a week. They often feel tired in the evening, but they also say they want to build a more regular habit.",
"pos": "What is the probability that this person keeps the exercise routine for at least the next two months?",
"neg": "What is the probability that this person stops the routine within the next two months?",
"GPT-5.4": { "good": 58.0, "bad": 62.0 },
"Sonnet 4.6": { "good": 31.0, "bad": 55.0 }
},
{
"id": "B_en_011",
"domain": "Business",
"scenario": "A small company has developed a new household cleaning product and is considering a regional launch. Early customer interviews were mixed, and the company has budget for only one main marketing campaign.",
"pos": "What is the probability that the product hits its first-year sales target?",
"neg": "What is the probability that the product does not hit its first-year sales target?",
"GPT-5.4": { "good": 39.2, "bad": 67.4 },
"Sonnet 4.6": { "good": 35.0, "bad": 60.0 }
},
{
"id": "B_en_051",
"domain": "Project",
"scenario": "A project manager is coordinating several departments to deliver a client report. Some sections are done; others depend on data not yet finalized, and the team has limited time for review.",
"pos": "What is the probability that the team submits the full report on time?",
"neg": "What is the probability that the team does not submit on time?",
"GPT-5.4": { "good": 43.2, "bad": 67.8 },
"Sonnet 4.6": { "good": 40.4, "bad": 56.0 }
}
]
}