Research
8 resources
Context Rot: How Increasing Input Tokens Impacts LLM Performance
by Chroma
Measures how output quality drops as input length grows.
The Prompt Report: A Systematic Survey of Prompt Engineering Techniques
A broad research taxonomy for comparing prompting techniques and finding their sources.
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Sample several reasoning paths and take the majority answer.
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Early research on using worked reasoning examples to improve performance on reasoning tasks.
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection
Foundational public research on indirect prompt injection. Linked only; no payloads reproduced.
SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Research on how the agent-computer interface influences software-engineering performance.
ReAct: Synergizing Reasoning and Acting in Language Models
Research on combining reasoning with environment actions, a useful reference for agent-loop design.
Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Search over branching reasoning steps; basis for many planning approaches.