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Reduce format-compliance rate on data pipeline debugging Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a data pipeline debugging prompt on Gemini 2.0 Flash against format-compliance rate without regressing safety.

Reduce hallucination rate on funnel analysis Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a funnel analysis prompt on GPT-4o-mini against hallucination rate without regressing safety.

Reduce user satisfaction (CSAT) on math word problems Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a math word problems prompt on DeepSeek-V3 against user satisfaction (CSAT) without regressing safety.

Reduce user satisfaction (CSAT) on SQL query writing Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a SQL query writing prompt on Claude 3.5 Sonnet against user satisfaction (CSAT) without regressing safety.

Reduce inter-judge agreement on medical triage Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a medical triage prompt on o3 against inter-judge agreement without regressing safety.

Reduce cost-per-correct-answer on legal brief summarization Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a legal brief summarization prompt on Claude 4 Sonnet against cost-per-correct-answer without regressing safety.

Reduce cost-per-correct-answer on API design decisions Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a API design decisions prompt on o3-mini against cost-per-correct-answer without regressing safety.

Reduce token cost on technical spec writing Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a technical spec writing prompt on Claude 4.5 Sonnet against token cost without regressing safety.

Reduce p95 latency on A/B test interpretation Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a A/B test interpretation prompt on Mistral Large against p95 latency without regressing safety.

Reduce accuracy on math word problems Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a math word problems prompt on GPT-4o against accuracy without regressing safety.

Reduce accuracy on SQL query writing Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a SQL query writing prompt on Mistral Small 3 against accuracy without regressing safety.

Reduce F1 score on medical triage Prompt via Textual Gradient Descent

Use Textual Gradient Descent to optimize a medical triage prompt on Claude Haiku 4 against F1 score without regressing safety.

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