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#Survey
Four entries on this site carry the Survey tag: four posts, dated 2026. Explore the full list of related work below.
These are the same entries listed under Prompt Engineering, which is the page to link to.
Posts
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From AutoPrompt to TextGrad: A Prompt Survey
Post · 2026 A chronological survey of automated prompt optimization 2020–2025: AutoPrompt, APE, OPRO, EvoPrompt, DSPy, TextGrad, PromptAgent, and how to choose between them. -
LLM Prompt Compression: A Practitioner Guide
Post · 2026 A practitioner's guide to LLM prompt compression: LLMLingua, GIST Tokens, 500xCompressor, KV-cache methods, and the rate-distortion limits of compressing context. -
Prompt Structuring Techniques for LLMs
Post · 2026 A chronological survey of LLM prompt structuring: chain-of-thought, the instruction hierarchy, system prompt design, and evaluation frameworks. -
Comparing LLM Safety Techniques
Post · 2026 A practitioner's survey of LLM safety techniques across OpenAI Harmony, Anthropic Constitutional AI, Google SAIF, Meta Llama Guard, and open-source RLHF frameworks.